diff --git a/pyproject.toml b/pyproject.toml
index b33bfdf..4408913 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "uipath-dev"
-version = "0.0.60"
+version = "0.0.61"
 description = "UiPath Developer Console"
 readme = { file = "README.md", content-type = "text/markdown" }
 requires-python = ">=3.11"
@@ -10,6 +10,8 @@ dependencies = [
   "pyperclip>=1.11.0, <2.0.0",
   "fastapi>=0.128.8",
   "uvicorn[standard]>=0.40.0",
+  "uipath>=2.10.0, <2.11.0",
+  "openai",
 ]
 classifiers = [
   "Intended Audience :: Developers",
diff --git a/src/uipath/dev/models/eval_data.py b/src/uipath/dev/models/eval_data.py
new file mode 100644
index 0000000..8fda331
--- /dev/null
+++ b/src/uipath/dev/models/eval_data.py
@@ -0,0 +1,132 @@
+"""Data models for evaluation runs."""
+
+from __future__ import annotations
+
+import uuid
+from dataclasses import dataclass, field
+from datetime import datetime, timezone
+from typing import Any
+
+
+@dataclass
+class EvalSetInfo:
+    """Summary of a discovered evaluation set."""
+
+    id: str
+    name: str
+    eval_count: int
+    evaluator_ids: list[str]
+
+
+@dataclass
+class EvalItemResult:
+    """Result of evaluating a single item."""
+
+    name: str
+    inputs: dict[str, Any] = field(default_factory=dict)
+    expected_output: Any = None
+    scores: dict[str, float] = field(default_factory=dict)
+    overall_score: float = 0.0
+    output: Any = None
+    justifications: dict[str, str] = field(default_factory=dict)
+    duration_ms: float | None = None
+    status: str = "pending"  # pending | running | completed | failed
+    error: str | None = None
+    traces: list[dict[str, Any]] = field(default_factory=list)
+
+
+@dataclass
+class EvalRunState:
+    """Full state of an eval run."""
+
+    id: str = field(default_factory=lambda: str(uuid.uuid4()))
+    eval_set_id: str = ""
+    eval_set_name: str = ""
+    status: str = "pending"  # pending | running | completed | failed
+    progress_completed: int = 0
+    progress_total: int = 0
+    overall_score: float | None = None
+    evaluator_scores: dict[str, float] = field(default_factory=dict)
+    results: list[EvalItemResult] = field(default_factory=list)
+    start_time: datetime | None = None
+    end_time: datetime | None = None
+
+    def to_summary(self) -> dict[str, Any]:
+        """Serialize to summary dict (no per-item results)."""
+        return {
+            "id": self.id,
+            "eval_set_id": self.eval_set_id,
+            "eval_set_name": self.eval_set_name,
+            "status": self.status,
+            "progress_completed": self.progress_completed,
+            "progress_total": self.progress_total,
+            "overall_score": self.overall_score,
+            "evaluator_scores": self.evaluator_scores,
+            "start_time": self.start_time.isoformat() if self.start_time else None,
+            "end_time": self.end_time.isoformat() if self.end_time else None,
+        }
+
+    def to_detail(self) -> dict[str, Any]:
+        """Serialize to detail dict (includes per-item results)."""
+        base = self.to_summary()
+        base["results"] = [
+            {
+                "name": r.name,
+                "inputs": r.inputs,
+                "expected_output": r.expected_output,
+                "scores": r.scores,
+                "overall_score": r.overall_score,
+                "output": str(r.output)
+                if isinstance(r.output, Exception)
+                else r.output,
+                "justifications": r.justifications,
+                "duration_ms": r.duration_ms,
+                "status": r.status,
+                "error": r.error,
+                "traces": r.traces,
+            }
+            for r in self.results
+        ]
+        return base
+
+    def start(self) -> None:
+        """Mark run as started."""
+        self.status = "running"
+        self.start_time = datetime.now(timezone.utc)
+
+    def complete(self) -> None:
+        """Mark run as completed, computing final scores."""
+        self.status = "completed"
+        self.end_time = datetime.now(timezone.utc)
+        self._compute_scores()
+
+    def fail(self) -> None:
+        """Mark run as failed."""
+        self.status = "failed"
+        self.end_time = datetime.now(timezone.utc)
+
+    def _compute_scores(self) -> None:
+        """Compute overall and per-evaluator scores from item results."""
+        scored = [r for r in self.results if r.status in ("completed", "failed")]
+        if not scored:
+            self.overall_score = 0.0
+            return
+
+        # Per-evaluator averages (failed items count as 0 for each evaluator)
+        evaluator_totals: dict[str, list[float]] = {}
+        for r in scored:
+            for ev_id, score in r.scores.items():
+                evaluator_totals.setdefault(ev_id, []).append(score)
+
+        failed = [r for r in scored if r.status == "failed"]
+        for ev_id in evaluator_totals:
+            for _ in failed:
+                evaluator_totals[ev_id].append(0.0)
+
+        self.evaluator_scores = {
+            ev_id: sum(scores) / len(scores)
+            for ev_id, scores in evaluator_totals.items()
+        }
+
+        # Overall = average of item overall_scores
+        self.overall_score = sum(r.overall_score for r in scored) / len(scored)
diff --git a/src/uipath/dev/server/__init__.py b/src/uipath/dev/server/__init__.py
index 2e3ba31..ad80bc7 100644
--- a/src/uipath/dev/server/__init__.py
+++ b/src/uipath/dev/server/__init__.py
@@ -24,9 +24,13 @@
     StateData,
     TraceData,
 )
+from uipath.dev.models.eval_data import EvalItemResult, EvalRunState
 from uipath.dev.models.execution import ExecutionRun
 from uipath.dev.server.debug_bridge import WebDebugBridge
+from uipath.dev.services.agent_service import AgentService
+from uipath.dev.services.eval_service import EvalService
 from uipath.dev.services.run_service import RunService
+from uipath.dev.services.skill_service import SkillService
 
 logger = logging.getLogger(__name__)
 
@@ -86,6 +90,27 @@ def __init__(
             on_run_removed=self.connection_manager.remove_run_subscriptions,
         )
 
+        self.eval_service = EvalService(
+            runtime_factory=self.runtime_factory,
+            trace_manager=self.trace_manager,
+            on_eval_run_created=self._on_eval_run_created,
+            on_eval_run_progress=self._on_eval_run_progress,
+            on_eval_run_completed=self._on_eval_run_completed,
+        )
+
+        self.skill_service = SkillService()
+
+        self.agent_service = AgentService(
+            skill_service=self.skill_service,
+            on_status=self._on_agent_status,
+            on_text=self._on_agent_text,
+            on_plan=self._on_agent_plan,
+            on_tool_use=self._on_agent_tool_use,
+            on_tool_result=self._on_agent_tool_result,
+            on_tool_approval=self._on_agent_tool_approval,
+            on_error=self._on_agent_error,
+        )
+
     def create_app(self) -> Any:
         """Create and return a FastAPI application."""
         from uipath.dev.server.app import create_app
@@ -111,9 +136,8 @@ async def run_async(self) -> None:
                 daemon=True,
             ).start()
 
-        # Start file watcher if factory_creator is available
-        if self.factory_creator is not None:
-            self._start_watcher()
+        # Start file watcher for editor auto-refresh and factory hot-reload
+        self._start_watcher()
 
         config = uvicorn.Config(
             app,
@@ -180,11 +204,11 @@ async def reload_factory(self) -> None:
 
     def _start_watcher(self) -> None:
         """Start the file watcher background task."""
-        from uipath.dev.server.watcher import watch_python_files
+        from uipath.dev.server.watcher import watch_project_files
 
         self._watcher_stop = asyncio.Event()
         self._watcher_task = asyncio.create_task(
-            watch_python_files(
+            watch_project_files(
                 on_change=self._on_files_changed,
                 stop_event=self._watcher_stop,
             )
@@ -200,8 +224,24 @@ def _stop_watcher(self) -> None:
 
     def _on_files_changed(self, changed_files: list[str]) -> None:
         """Handle file change events from the watcher."""
-        self.reload_pending = True
-        self.connection_manager.broadcast_reload(changed_files)
+        # Convert to relative paths with forward slashes for frontend
+        cwd = os.getcwd()
+        relative_files = []
+        for f in changed_files:
+            try:
+                relative_files.append(os.path.relpath(f, cwd).replace("\\", "/"))
+            except ValueError:
+                continue  # different drive on Windows
+
+        # Broadcast files.changed for editor auto-refresh
+        if relative_files:
+            self.connection_manager.broadcast_files_changed(relative_files)
+
+        # Factory hot-reload for Python files only
+        py_files = [f for f in changed_files if f.endswith((".py", ".pyx"))]
+        if py_files and self.factory_creator is not None:
+            self.reload_pending = True
+            self.connection_manager.broadcast_reload(py_files)
 
     # ------------------------------------------------------------------
     # Internal callbacks
@@ -231,6 +271,68 @@ def _on_state(self, state_data: StateData) -> None:
         """Broadcast state transition to subscribed WebSocket clients."""
         self.connection_manager.broadcast_state(state_data)
 
+    def _on_eval_run_created(self, run: EvalRunState) -> None:
+        """Broadcast eval run created to all connected clients."""
+        self.connection_manager.broadcast_eval_run_created(run)
+
+    def _on_eval_run_progress(
+        self,
+        run_id: str,
+        completed: int,
+        total: int,
+        item_result: EvalItemResult | None,
+    ) -> None:
+        """Broadcast eval run progress to all connected clients."""
+        self.connection_manager.broadcast_eval_run_progress(
+            run_id, completed, total, item_result
+        )
+
+    def _on_eval_run_completed(self, run: EvalRunState) -> None:
+        """Broadcast eval run completed to all connected clients."""
+        self.connection_manager.broadcast_eval_run_completed(run)
+
+    def _on_agent_status(self, session_id: str, status: str) -> None:
+        """Broadcast agent status to all connected clients."""
+        self.connection_manager.broadcast_agent_status(session_id, status)
+
+    def _on_agent_text(self, session_id: str, content: str, done: bool) -> None:
+        """Broadcast agent text to all connected clients."""
+        self.connection_manager.broadcast_agent_text(session_id, content, done)
+
+    def _on_agent_plan(self, session_id: str, items: list[dict[str, str]]) -> None:
+        """Broadcast agent plan to all connected clients."""
+        self.connection_manager.broadcast_agent_plan(session_id, items)
+
+    def _on_agent_tool_use(
+        self, session_id: str, tool: str, args: dict[str, Any]
+    ) -> None:
+        """Broadcast agent tool use to all connected clients."""
+        self.connection_manager.broadcast_agent_tool_use(session_id, tool, args)
+
+    def _on_agent_tool_result(
+        self, session_id: str, tool: str, result: str, is_error: bool
+    ) -> None:
+        """Broadcast agent tool result to all connected clients."""
+        self.connection_manager.broadcast_agent_tool_result(
+            session_id, tool, result, is_error
+        )
+
+    def _on_agent_tool_approval(
+        self,
+        session_id: str,
+        tool_call_id: str,
+        tool: str,
+        args: dict[str, Any],
+    ) -> None:
+        """Broadcast agent tool approval request to all connected clients."""
+        self.connection_manager.broadcast_agent_tool_approval(
+            session_id, tool_call_id, tool, args
+        )
+
+    def _on_agent_error(self, session_id: str, message: str) -> None:
+        """Broadcast agent error to all connected clients."""
+        self.connection_manager.broadcast_agent_error(session_id, message)
+
     @staticmethod
     def _find_free_port(host: str, start_port: int, max_attempts: int = 100) -> int:
         """Find a free port starting from *start_port*.
diff --git a/src/uipath/dev/server/app.py b/src/uipath/dev/server/app.py
index d608338..9b2f8e8 100644
--- a/src/uipath/dev/server/app.py
+++ b/src/uipath/dev/server/app.py
@@ -149,7 +149,11 @@ async def _config():
         return {"auth_enabled": auth_enabled, **_user_project}
 
     # Register routes
+    from uipath.dev.server.routes.agent import router as agent_router
     from uipath.dev.server.routes.entrypoints import router as entrypoints_router
+    from uipath.dev.server.routes.evals import router as evals_router
+    from uipath.dev.server.routes.evaluators import router as evaluators_router
+    from uipath.dev.server.routes.files import router as files_router
     from uipath.dev.server.routes.graph import router as graph_router
     from uipath.dev.server.routes.reload import router as reload_router
     from uipath.dev.server.routes.runs import router as runs_router
@@ -166,6 +170,10 @@ async def _config():
     app.include_router(runs_router, prefix="/api")
     app.include_router(graph_router, prefix="/api")
     app.include_router(reload_router, prefix="/api")
+    app.include_router(evaluators_router, prefix="/api")
+    app.include_router(evals_router, prefix="/api")
+    app.include_router(agent_router, prefix="/api")
+    app.include_router(files_router, prefix="/api")
     app.include_router(ws_router)
 
     # Auto-build frontend if source is available and build is stale
diff --git a/src/uipath/dev/server/frontend/package-lock.json b/src/uipath/dev/server/frontend/package-lock.json
index 30693ab..32e99fe 100644
--- a/src/uipath/dev/server/frontend/package-lock.json
+++ b/src/uipath/dev/server/frontend/package-lock.json
@@ -8,6 +8,7 @@
       "name": "uipath-dev-frontend",
       "version": "0.1.0",
       "dependencies": {
+        "@monaco-editor/react": "^4.7.0",
         "elkjs": "^0.11.0",
         "react": "^19.0.0",
         "react-dom": "^19.0.0",
@@ -801,6 +802,29 @@
         "@jridgewell/sourcemap-codec": "^1.4.14"
       }
     },
+    "node_modules/@monaco-editor/loader": {
+      "version": "1.7.0",
+      "resolved": "https://registry.npmjs.org/@monaco-editor/loader/-/loader-1.7.0.tgz",
+      "integrity": "sha512-gIwR1HrJrrx+vfyOhYmCZ0/JcWqG5kbfG7+d3f/C1LXk2EvzAbHSg3MQ5lO2sMlo9izoAZ04shohfKLVT6crVA==",
+      "license": "MIT",
+      "dependencies": {
+        "state-local": "^1.0.6"
+      }
+    },
+    "node_modules/@monaco-editor/react": {
+      "version": "4.7.0",
+      "resolved": "https://registry.npmjs.org/@monaco-editor/react/-/react-4.7.0.tgz",
+      "integrity": "sha512-cyzXQCtO47ydzxpQtCGSQGOC8Gk3ZUeBXFAxD+CWXYFo5OqZyZUonFl0DwUlTyAfRHntBfw2p3w4s9R6oe1eCA==",
+      "license": "MIT",
+      "dependencies": {
+        "@monaco-editor/loader": "^1.5.0"
+      },
+      "peerDependencies": {
+        "monaco-editor": ">= 0.25.0 < 1",
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0",
+        "react-dom": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
     "node_modules/@reactflow/background": {
       "version": "11.3.14",
       "resolved": "https://registry.npmjs.org/@reactflow/background/-/background-11.3.14.tgz",
@@ -2071,6 +2095,14 @@
         "@types/react": "^19.2.0"
       }
     },
+    "node_modules/@types/trusted-types": {
+      "version": "2.0.7",
+      "resolved": "https://registry.npmjs.org/@types/trusted-types/-/trusted-types-2.0.7.tgz",
+      "integrity": "sha512-ScaPdn1dQczgbl0QFTeTOmVHFULt394XJgOQNoyVhZ6r2vLnMLJfBPd53SB52T/3G36VI1/g2MZaX0cwDuXsfw==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true
+    },
     "node_modules/@types/unist": {
       "version": "3.0.3",
       "resolved": "https://registry.npmjs.org/@types/unist/-/unist-3.0.3.tgz",
@@ -2425,6 +2457,16 @@
         "url": "https://github.com/sponsors/wooorm"
       }
     },
+    "node_modules/dompurify": {
+      "version": "3.2.7",
+      "resolved": "https://registry.npmjs.org/dompurify/-/dompurify-3.2.7.tgz",
+      "integrity": "sha512-WhL/YuveyGXJaerVlMYGWhvQswa7myDG17P7Vu65EWC05o8vfeNbvNf4d/BOvH99+ZW+LlQsc1GDKMa1vNK6dw==",
+      "license": "(MPL-2.0 OR Apache-2.0)",
+      "peer": true,
+      "optionalDependencies": {
+        "@types/trusted-types": "^2.0.7"
+      }
+    },
     "node_modules/electron-to-chromium": {
       "version": "1.5.286",
       "resolved": "https://registry.npmjs.org/electron-to-chromium/-/electron-to-chromium-1.5.286.tgz",
@@ -3091,6 +3133,19 @@
         "url": "https://github.com/sponsors/wooorm"
       }
     },
+    "node_modules/marked": {
+      "version": "14.0.0",
+      "resolved": "https://registry.npmjs.org/marked/-/marked-14.0.0.tgz",
+      "integrity": "sha512-uIj4+faQ+MgHgwUW1l2PsPglZLOLOT1uErt06dAPtx2kjteLAkbsd/0FiYg/MGS+i7ZKLb7w2WClxHkzOOuryQ==",
+      "license": "MIT",
+      "peer": true,
+      "bin": {
+        "marked": "bin/marked.js"
+      },
+      "engines": {
+        "node": ">= 18"
+      }
+    },
     "node_modules/mdast-util-find-and-replace": {
       "version": "3.0.2",
       "resolved": "https://registry.npmjs.org/mdast-util-find-and-replace/-/mdast-util-find-and-replace-3.0.2.tgz",
@@ -3924,6 +3979,17 @@
       ],
       "license": "MIT"
     },
+    "node_modules/monaco-editor": {
+      "version": "0.55.1",
+      "resolved": "https://registry.npmjs.org/monaco-editor/-/monaco-editor-0.55.1.tgz",
+      "integrity": "sha512-jz4x+TJNFHwHtwuV9vA9rMujcZRb0CEilTEwG2rRSpe/A7Jdkuj8xPKttCgOh+v/lkHy7HsZ64oj+q3xoAFl9A==",
+      "license": "MIT",
+      "peer": true,
+      "dependencies": {
+        "dompurify": "3.2.7",
+        "marked": "14.0.0"
+      }
+    },
     "node_modules/ms": {
       "version": "2.1.3",
       "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.3.tgz",
@@ -4280,6 +4346,12 @@
         "url": "https://github.com/sponsors/wooorm"
       }
     },
+    "node_modules/state-local": {
+      "version": "1.0.7",
+      "resolved": "https://registry.npmjs.org/state-local/-/state-local-1.0.7.tgz",
+      "integrity": "sha512-HTEHMNieakEnoe33shBYcZ7NX83ACUjCu8c40iOGEZsngj9zRnkqS9j1pqQPXwobB0ZcVTk27REb7COQ0UR59w==",
+      "license": "MIT"
+    },
     "node_modules/stringify-entities": {
       "version": "4.0.4",
       "resolved": "https://registry.npmjs.org/stringify-entities/-/stringify-entities-4.0.4.tgz",
diff --git a/src/uipath/dev/server/frontend/package.json b/src/uipath/dev/server/frontend/package.json
index 9638678..a4cea6a 100644
--- a/src/uipath/dev/server/frontend/package.json
+++ b/src/uipath/dev/server/frontend/package.json
@@ -16,6 +16,7 @@
     "reactflow": "^11.11.4",
     "rehype-highlight": "^7.0.2",
     "remark-gfm": "^4.0.1",
+    "@monaco-editor/react": "^4.7.0",
     "zustand": "^5.0.0"
   },
   "devDependencies": {
diff --git a/src/uipath/dev/server/frontend/src/App.tsx b/src/uipath/dev/server/frontend/src/App.tsx
index 8249df3..af87a67 100644
--- a/src/uipath/dev/server/frontend/src/App.tsx
+++ b/src/uipath/dev/server/frontend/src/App.tsx
@@ -6,18 +6,38 @@ import { useWebSocket } from "./store/useWebSocket";
 import { listRuns, listEntrypoints, getRun } from "./api/client";
 import type { RunDetail } from "./types/run";
 import { useHashRoute } from "./hooks/useHashRoute";
+import type { Section } from "./hooks/useHashRoute";
 import { useIsMobile } from "./hooks/useIsMobile";
-import Sidebar from "./components/layout/Sidebar";
+import ActivityBar from "./components/layout/ActivityBar";
+import DebugSidebar from "./components/layout/DebugSidebar";
 import StatusBar from "./components/layout/StatusBar";
 import NewRunPanel from "./components/runs/NewRunPanel";
 import SetupView from "./components/runs/SetupView";
 import RunDetailsPanel from "./components/runs/RunDetailsPanel";
 import ReloadToast from "./components/shared/ReloadToast";
+import ToastContainer from "./components/shared/ToastContainer";
+import { useEvalStore } from "./store/useEvalStore";
+import { listEvalSets, listEvaluators, listEvalRuns, listLocalEvaluators } from "./api/eval-client";
+import EvalsSidebar from "./components/evals/EvalsSidebar";
+import EvalSetDetail from "./components/evals/EvalSetDetail";
+import EvalRunResults from "./components/evals/EvalRunResults";
+import CreateEvalSetView from "./components/evals/CreateEvalSetView";
+import EvaluatorsSidebar from "./components/evaluators/EvaluatorsSidebar";
+import EvaluatorsView from "./components/evaluators/EvaluatorDetail";
+import CreateEvaluatorView from "./components/evaluators/CreateEvaluatorView";
+import ExplorerSidebar from "./components/explorer/ExplorerSidebar";
+import FileEditor from "./components/explorer/FileEditor";
+import AgentChatSidebar from "./components/agent/AgentChatSidebar";
+import { useExplorerStore } from "./store/useExplorerStore";
 
 export default function App() {
   const ws = useWebSocket();
   const isMobile = useIsMobile();
   const [sidebarOpen, setSidebarOpen] = useState(false);
+  const [sidebarWidth, setSidebarWidth] = useState(248);
+  const [isDraggingSidebar, setIsDraggingSidebar] = useState(false);
+  const [agentWidth, setAgentWidth] = useState(380);
+  const [isDraggingAgent, setIsDraggingAgent] = useState(false);
   const {
     runs,
     selectedRunId,
@@ -33,14 +53,31 @@ export default function App() {
     setActiveNode,
     removeActiveNode,
   } = useRunStore();
-  const { view, runId: routeRunId, setupEntrypoint, setupMode, navigate } = useHashRoute();
+  const {
+    section,
+    view,
+    runId: routeRunId,
+    setupEntrypoint,
+    setupMode,
+    evalCreating,
+    evalSetId,
+    evalRunId,
+    evalRunItemName,
+    evaluatorCreateType,
+    evaluatorId,
+    evaluatorFilter,
+    explorerFile,
+    navigate,
+  } = useHashRoute();
+
+  const { setEvalSets, setEvaluators, setLocalEvaluators, setEvalRuns } = useEvalStore();
 
   // Sync route runId → store selection
   useEffect(() => {
-    if (view === "details" && routeRunId && routeRunId !== selectedRunId) {
+    if (section === "debug" && view === "details" && routeRunId && routeRunId !== selectedRunId) {
       selectRun(routeRunId);
     }
-  }, [view, routeRunId, selectedRunId, selectRun]);
+  }, [section, view, routeRunId, selectedRunId, selectRun]);
 
   // Load existing runs, entrypoints, auth status, and config on mount
   const initAuth = useAuthStore((s) => s.init);
@@ -54,6 +91,49 @@ export default function App() {
     initConfig();
   }, [setRuns, setEntrypoints, initAuth, initConfig]);
 
+  // Load eval data when switching to evals/evaluators section
+  useEffect(() => {
+    if (section === "evals") {
+      listEvalSets().then((sets) => setEvalSets(sets)).catch(console.error);
+      listEvalRuns().then((runs) => setEvalRuns(runs)).catch(console.error);
+    }
+    if (section === "evals" || section === "evaluators") {
+      listEvaluators().then((evs) => setEvaluators(evs)).catch(console.error);
+      listLocalEvaluators().then((evs) => setLocalEvaluators(evs)).catch(console.error);
+    }
+  }, [section, setEvalSets, setEvaluators, setLocalEvaluators, setEvalRuns]);
+
+  // Auto-select latest run or first eval set when navigating to evals with no selection
+  const evalSets = useEvalStore((s) => s.evalSets);
+  const evalRuns = useEvalStore((s) => s.evalRuns);
+  useEffect(() => {
+    if (section !== "evals" || evalCreating || evalSetId || evalRunId) return;
+    // Pick latest run by start_time
+    const runs = Object.values(evalRuns).sort(
+      (a, b) => new Date(b.start_time ?? 0).getTime() - new Date(a.start_time ?? 0).getTime(),
+    );
+    if (runs.length > 0) {
+      navigate(`#/evals/runs/${runs[0].id}`);
+      return;
+    }
+    // Fallback: first eval set
+    const sets = Object.values(evalSets);
+    if (sets.length > 0) {
+      navigate(`#/evals/sets/${sets[0].id}`);
+    }
+  }, [section, evalCreating, evalSetId, evalRunId, evalRuns, evalSets, navigate]);
+
+  // Keyboard shortcuts
+  useEffect(() => {
+    const onKeyDown = (e: KeyboardEvent) => {
+      if (e.key === "Escape" && sidebarOpen) {
+        setSidebarOpen(false);
+      }
+    };
+    window.addEventListener("keydown", onKeyDown);
+    return () => window.removeEventListener("keydown", onKeyDown);
+  }, [sidebarOpen]);
+
   const selectedRun = selectedRunId ? runs[selectedRunId] : null;
 
   // Shared helper: apply a full run detail response to the store
@@ -169,70 +249,288 @@ export default function App() {
   }, [selectedRunId, selectedRun?.status, applyRunDetail]);
 
   const handleRunCreated = (runId: string) => {
-    navigate(`#/runs/${runId}/traces`);
+    navigate(`#/debug/runs/${runId}/traces`);
     selectRun(runId);
     setSidebarOpen(false);
   };
 
   const handleSelectRun = (runId: string) => {
-    navigate(`#/runs/${runId}/traces`);
+    navigate(`#/debug/runs/${runId}/traces`);
     selectRun(runId);
     setSidebarOpen(false);
   };
 
   const handleNewRun = () => {
-    navigate("#/new");
+    navigate("#/debug/new");
     setSidebarOpen(false);
   };
 
-  return (
-    <div className="flex flex-col h-screen w-screen">
-      <div className="flex flex-1 overflow-hidden relative">
-        {/* Mobile hamburger button */}
-        {isMobile && !sidebarOpen && (
-          <button
-            onClick={() => setSidebarOpen(true)}
-            className="fixed top-2 left-2 z-40 w-9 h-9 flex items-center justify-center rounded-lg cursor-pointer"
-            style={{ background: "var(--bg-secondary)", border: "1px solid var(--border)" }}
-          >
-            <svg width="18" height="18" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round">
-              <line x1="3" y1="6" x2="21" y2="6" />
-              <line x1="3" y1="12" x2="21" y2="12" />
-              <line x1="3" y1="18" x2="21" y2="18" />
-            </svg>
-          </button>
-        )}
-        <Sidebar
-          runs={Object.values(runs)}
-          selectedRunId={selectedRunId}
-          onSelectRun={handleSelectRun}
-          onNewRun={handleNewRun}
+  const handleSectionChange = (s: Section) => {
+    if (s === "debug") navigate("#/debug/new");
+    else if (s === "evals") navigate("#/evals");
+    else if (s === "evaluators") navigate("#/evaluators");
+    else if (s === "explorer") navigate("#/explorer");
+  };
+
+  // --- Sidebar col resize ---
+  const onSidebarResizeStart = useCallback((e: React.MouseEvent | React.TouchEvent) => {
+    e.preventDefault();
+    setIsDraggingSidebar(true);
+
+    const startX = "touches" in e ? e.touches[0].clientX : e.clientX;
+    const startW = sidebarWidth;
+
+    const onMove = (ev: MouseEvent | TouchEvent) => {
+      const clientX = "touches" in ev ? ev.touches[0].clientX : ev.clientX;
+      const newW = Math.max(200, Math.min(480, startW + (clientX - startX)));
+      setSidebarWidth(newW);
+    };
+
+    const onUp = () => {
+      setIsDraggingSidebar(false);
+      document.removeEventListener("mousemove", onMove);
+      document.removeEventListener("mouseup", onUp);
+      document.removeEventListener("touchmove", onMove);
+      document.removeEventListener("touchend", onUp);
+      document.body.style.cursor = "";
+      document.body.style.userSelect = "";
+    };
+
+    document.body.style.cursor = "col-resize";
+    document.body.style.userSelect = "none";
+    document.addEventListener("mousemove", onMove);
+    document.addEventListener("mouseup", onUp);
+    document.addEventListener("touchmove", onMove, { passive: false });
+    document.addEventListener("touchend", onUp);
+  }, [sidebarWidth]);
+
+  // --- Agent panel col resize ---
+  const onAgentResizeStart = useCallback((e: React.MouseEvent | React.TouchEvent) => {
+    e.preventDefault();
+    setIsDraggingAgent(true);
+
+    const startX = "touches" in e ? e.touches[0].clientX : e.clientX;
+    const startW = agentWidth;
+
+    const onMove = (ev: MouseEvent | TouchEvent) => {
+      const clientX = "touches" in ev ? ev.touches[0].clientX : ev.clientX;
+      // Dragging left increases width (panel is on the right)
+      const newW = Math.max(280, Math.min(500, startW - (clientX - startX)));
+      setAgentWidth(newW);
+    };
+
+    const onUp = () => {
+      setIsDraggingAgent(false);
+      document.removeEventListener("mousemove", onMove);
+      document.removeEventListener("mouseup", onUp);
+      document.removeEventListener("touchmove", onMove);
+      document.removeEventListener("touchend", onUp);
+      document.body.style.cursor = "";
+      document.body.style.userSelect = "";
+    };
+
+    document.body.style.cursor = "col-resize";
+    document.body.style.userSelect = "none";
+    document.addEventListener("mousemove", onMove);
+    document.addEventListener("mouseup", onUp);
+    document.addEventListener("touchmove", onMove, { passive: false });
+    document.addEventListener("touchend", onUp);
+  }, [agentWidth]);
+
+  const explorerTabs = useExplorerStore((s) => s.openTabs);
+
+  // --- Render main content based on section ---
+  const renderMainContent = () => {
+    if (section === "explorer") {
+      if (explorerTabs.length > 0 || explorerFile) return <FileEditor />;
+      return (
+        <div className="flex items-center justify-center h-full text-[var(--text-muted)]">
+          Select a file to view
+        </div>
+      );
+    }
+
+    if (section === "evals") {
+      if (evalCreating) return <CreateEvalSetView />;
+      if (evalRunId) return <EvalRunResults evalRunId={evalRunId} itemName={evalRunItemName} />;
+      if (evalSetId) return <EvalSetDetail evalSetId={evalSetId} />;
+      return <CreateEvalSetView />;
+    }
+
+    if (section === "evaluators") {
+      if (evaluatorCreateType) {
+        return <CreateEvaluatorView category={evaluatorCreateType} />;
+      }
+      return <EvaluatorsView evaluatorId={evaluatorId} evaluatorFilter={evaluatorFilter} />;
+    }
+
+    // Debug section
+    if (view === "new") {
+      return <NewRunPanel />;
+    }
+    if (view === "setup" && setupEntrypoint && setupMode) {
+      return (
+        <SetupView
+          entrypoint={setupEntrypoint}
+          mode={setupMode}
+          ws={ws}
+          onRunCreated={handleRunCreated}
           isMobile={isMobile}
-          isOpen={sidebarOpen}
-          onClose={() => setSidebarOpen(false)}
         />
-        <main className="flex-1 overflow-hidden bg-[var(--bg-primary)]">
-          {view === "new" ? (
-            <NewRunPanel />
-          ) : view === "setup" && setupEntrypoint && setupMode ? (
-            <SetupView
-              entrypoint={setupEntrypoint}
-              mode={setupMode}
-              ws={ws}
-              onRunCreated={handleRunCreated}
-              isMobile={isMobile}
-            />
-          ) : selectedRun ? (
-            <RunDetailsPanel run={selectedRun} ws={ws} isMobile={isMobile} />
-          ) : (
-            <div className="flex items-center justify-center h-full text-[var(--text-muted)]">
-              Select a run or create a new one
+      );
+    }
+    if (selectedRun) {
+      return <RunDetailsPanel run={selectedRun} ws={ws} isMobile={isMobile} />;
+    }
+    return (
+      <div className="flex items-center justify-center h-full text-[var(--text-muted)]">
+        Select a run or create a new one
+      </div>
+    );
+  };
+
+  // --- Mobile layout ---
+  if (isMobile) {
+    return (
+      <div className="flex flex-col h-screen w-screen">
+        <div className="flex flex-1 overflow-hidden relative">
+          {!sidebarOpen && (
+            <button
+              onClick={() => setSidebarOpen(true)}
+              className="fixed top-2 left-2 z-40 w-9 h-9 flex items-center justify-center rounded-lg cursor-pointer"
+              style={{ background: "var(--bg-secondary)", border: "1px solid var(--border)" }}
+            >
+              <svg width="18" height="18" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round">
+                <line x1="3" y1="6" x2="21" y2="6" />
+                <line x1="3" y1="12" x2="21" y2="12" />
+                <line x1="3" y1="18" x2="21" y2="18" />
+              </svg>
+            </button>
+          )}
+          {sidebarOpen && (
+            <>
+              <div
+                className="fixed inset-0 z-50"
+                style={{ background: "rgba(0,0,0,0.5)" }}
+                onClick={() => setSidebarOpen(false)}
+              />
+              <aside className="fixed inset-y-0 left-0 z-50 w-64 bg-[var(--sidebar-bg)] border-r border-[var(--border)] flex flex-col">
+                <div className="px-3 h-10 border-b border-[var(--border)] flex items-center justify-between">
+                  <button
+                    onClick={() => { navigate("#/debug/new"); setSidebarOpen(false); }}
+                    className="flex items-center gap-2 cursor-pointer"
+                    style={{ background: "none", border: "none" }}
+                  >
+                    <img src="/favicon.ico" width="14" height="14" alt="UiPath" />
+                    <span className="text-[10px] uppercase tracking-widest font-semibold" style={{ color: "var(--text-muted)" }}>
+                      Developer Console
+                    </span>
+                  </button>
+                  <button
+                    onClick={() => setSidebarOpen(false)}
+                    className="w-6 h-6 flex items-center justify-center rounded cursor-pointer transition-colors"
+                    style={{ color: "var(--text-muted)", background: "transparent", border: "none" }}
+                  >
+                    <svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round">
+                      <line x1="18" y1="6" x2="6" y2="18" />
+                      <line x1="6" y1="6" x2="18" y2="18" />
+                    </svg>
+                  </button>
+                </div>
+                {section === "debug" && (
+                  <DebugSidebar
+                    runs={Object.values(runs)}
+                    selectedRunId={selectedRunId}
+                    onSelectRun={handleSelectRun}
+                    onNewRun={handleNewRun}
+                  />
+                )}
+                {section === "evals" && <EvalsSidebar />}
+                {section === "evaluators" && <EvaluatorsSidebar />}
+                {section === "explorer" && <ExplorerSidebar />}
+              </aside>
+            </>
+          )}
+          <main className="flex-1 overflow-hidden bg-[var(--bg-primary)]">
+            {renderMainContent()}
+          </main>
+        </div>
+        <StatusBar />
+        <ReloadToast />
+        <ToastContainer />
+      </div>
+    );
+  }
+
+  // --- Desktop layout ---
+  return (
+    <div className="flex flex-col h-screen w-screen">
+      <div className="flex flex-1 overflow-hidden">
+        {/* Left aside: shared header + ActivityBar + section sidebar */}
+        <aside className="shrink-0 flex flex-col" style={{ width: sidebarWidth, background: "var(--sidebar-bg)" }}>
+          {/* Split header: icon (left, aligned to ActivityBar) | section title (right) */}
+          <div className="flex h-10 border-b shrink-0" style={{ borderColor: "var(--border)" }}>
+            <button
+              onClick={() => navigate("#/debug/new")}
+              className="w-12 shrink-0 flex items-center justify-center cursor-pointer transition-colors border-r"
+              style={{ background: "var(--activity-bar-bg)", border: "none", borderRight: "1px solid var(--border)" }}
+              onMouseEnter={(e) => { e.currentTarget.style.background = "var(--bg-hover)"; }}
+              onMouseLeave={(e) => { e.currentTarget.style.background = "var(--activity-bar-bg)"; }}
+            >
+              <img src="/favicon.ico" width="20" height="20" alt="UiPath" />
+            </button>
+            <div className="flex-1 flex items-center px-3" style={{ background: "var(--sidebar-bg)" }}>
+              <span className="text-[11px] uppercase tracking-widest font-semibold" style={{ color: "var(--text-muted)" }}>
+                {section === "debug" ? "Developer Console" : section === "evals" ? "Evaluations" : section === "evaluators" ? "Evaluators" : "Explorer"}
+              </span>
+            </div>
+          </div>
+          {/* ActivityBar (icons) + section content side by side */}
+          <div className="flex flex-1 overflow-hidden">
+            <ActivityBar section={section} onSectionChange={handleSectionChange} />
+            <div className="flex-1 flex flex-col overflow-hidden">
+              {section === "debug" && (
+                <DebugSidebar
+                  runs={Object.values(runs)}
+                  selectedRunId={selectedRunId}
+                  onSelectRun={handleSelectRun}
+                  onNewRun={handleNewRun}
+                />
+              )}
+              {section === "evals" && <EvalsSidebar />}
+              {section === "evaluators" && <EvaluatorsSidebar />}
+              {section === "explorer" && <ExplorerSidebar />}
             </div>
+          </div>
+        </aside>
+        <div
+          onMouseDown={onSidebarResizeStart}
+          onTouchStart={onSidebarResizeStart}
+          className="shrink-0 drag-handle-col"
+          style={isDraggingSidebar ? { background: "var(--accent)" } : undefined}
+        />
+        <main className="flex-1 overflow-hidden bg-[var(--bg-primary)] flex">
+          <div className="flex-1 overflow-hidden">
+            {renderMainContent()}
+          </div>
+          {section === "explorer" && (
+            <>
+              <div
+                onMouseDown={onAgentResizeStart}
+                onTouchStart={onAgentResizeStart}
+                className="shrink-0 drag-handle-col"
+                style={isDraggingAgent ? { background: "var(--accent)" } : undefined}
+              />
+              <div className="shrink-0 overflow-hidden" style={{ width: agentWidth, borderLeft: "1px solid var(--border)" }}>
+                <AgentChatSidebar />
+              </div>
+            </>
           )}
         </main>
       </div>
       <StatusBar />
       <ReloadToast />
+      <ToastContainer />
     </div>
   );
 }
diff --git a/src/uipath/dev/server/frontend/src/api/agent-client.ts b/src/uipath/dev/server/frontend/src/api/agent-client.ts
new file mode 100644
index 0000000..318b247
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/api/agent-client.ts
@@ -0,0 +1,20 @@
+import type { AgentModel, AgentSkill } from "../types/agent";
+
+const BASE = "/api";
+
+export async function listAgentModels(): Promise<AgentModel[]> {
+  const res = await fetch(`${BASE}/agent/models`);
+  if (!res.ok) {
+    if (res.status === 401) return [];
+    throw new Error(`HTTP ${res.status}`);
+  }
+  return res.json();
+}
+
+export async function listAgentSkills(): Promise<AgentSkill[]> {
+  const res = await fetch(`${BASE}/agent/skills`);
+  if (!res.ok) {
+    throw new Error(`HTTP ${res.status}`);
+  }
+  return res.json();
+}
diff --git a/src/uipath/dev/server/frontend/src/api/eval-client.ts b/src/uipath/dev/server/frontend/src/api/eval-client.ts
new file mode 100644
index 0000000..eb6baa3
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/api/eval-client.ts
@@ -0,0 +1,126 @@
+import type { EvaluatorInfo, LocalEvaluator, EvalSetSummary, EvalSetDetail, EvalItem, EvalRunSummary, EvalRunDetail } from "../types/eval";
+
+const BASE = "/api";
+
+async function fetchJson<T>(url: string, options?: RequestInit): Promise<T> {
+  const res = await fetch(url, options);
+  if (!res.ok) {
+    let errorDetail;
+    try {
+      const body = await res.json();
+      errorDetail = body.detail || res.statusText;
+    } catch {
+      errorDetail = res.statusText;
+    }
+    const error = new Error(`HTTP ${res.status}`);
+    (error as any).detail = errorDetail;
+    (error as any).status = res.status;
+    throw error;
+  }
+  return res.json();
+}
+
+export async function listEvaluators(): Promise<EvaluatorInfo[]> {
+  return fetchJson(`${BASE}/evaluators`);
+}
+
+export async function listEvalSets(): Promise<EvalSetSummary[]> {
+  return fetchJson(`${BASE}/eval-sets`);
+}
+
+export async function createEvalSet(body: {
+  name: string;
+  evaluator_refs: string[];
+}): Promise<EvalSetSummary> {
+  return fetchJson(`${BASE}/eval-sets`, {
+    method: "POST",
+    headers: { "Content-Type": "application/json" },
+    body: JSON.stringify(body),
+  });
+}
+
+export async function addEvalItem(
+  evalSetId: string,
+  item: {
+    name: string;
+    inputs: Record<string, unknown>;
+    expected_output: unknown;
+    evaluation_criterias?: Record<string, Record<string, unknown>>;
+  },
+): Promise<EvalItem> {
+  return fetchJson(`${BASE}/eval-sets/${encodeURIComponent(evalSetId)}/items`, {
+    method: "POST",
+    headers: { "Content-Type": "application/json" },
+    body: JSON.stringify(item),
+  });
+}
+
+export async function deleteEvalItem(
+  evalSetId: string,
+  itemName: string,
+): Promise<void> {
+  await fetchJson(`${BASE}/eval-sets/${encodeURIComponent(evalSetId)}/items/${encodeURIComponent(itemName)}`, {
+    method: "DELETE",
+  });
+}
+
+export async function getEvalSet(id: string): Promise<EvalSetDetail> {
+  return fetchJson(`${BASE}/eval-sets/${encodeURIComponent(id)}`);
+}
+
+export async function startEvalRun(evalSetId: string): Promise<EvalRunSummary> {
+  return fetchJson(`${BASE}/eval-sets/${encodeURIComponent(evalSetId)}/runs`, {
+    method: "POST",
+  });
+}
+
+export async function listEvalRuns(): Promise<EvalRunSummary[]> {
+  return fetchJson(`${BASE}/eval-runs`);
+}
+
+export async function getEvalRun(id: string): Promise<EvalRunDetail> {
+  return fetchJson(`${BASE}/eval-runs/${encodeURIComponent(id)}`);
+}
+
+export async function listLocalEvaluators(): Promise<LocalEvaluator[]> {
+  return fetchJson(`${BASE}/local-evaluators`);
+}
+
+export async function createLocalEvaluator(body: {
+  name: string;
+  description: string;
+  evaluator_type_id: string;
+  config: Record<string, unknown>;
+}): Promise<LocalEvaluator> {
+  return fetchJson(`${BASE}/local-evaluators`, {
+    method: "POST",
+    headers: { "Content-Type": "application/json" },
+    body: JSON.stringify(body),
+  });
+}
+
+export async function updateEvalSetEvaluators(
+  evalSetId: string,
+  evaluatorRefs: string[],
+): Promise<EvalSetDetail> {
+  return fetchJson(`${BASE}/eval-sets/${encodeURIComponent(evalSetId)}/evaluators`, {
+    method: "PATCH",
+    headers: { "Content-Type": "application/json" },
+    body: JSON.stringify({ evaluator_refs: evaluatorRefs }),
+  });
+}
+
+export async function updateLocalEvaluator(
+  id: string,
+  body: {
+    description?: string;
+    evaluator_type_id?: string;
+    config?: Record<string, unknown>;
+  },
+): Promise<LocalEvaluator> {
+  return fetchJson(`${BASE}/local-evaluators/${encodeURIComponent(id)}`, {
+    method: "PUT",
+    headers: { "Content-Type": "application/json" },
+    body: JSON.stringify(body),
+  });
+}
diff --git a/src/uipath/dev/server/frontend/src/api/explorer-client.ts b/src/uipath/dev/server/frontend/src/api/explorer-client.ts
new file mode 100644
index 0000000..e178222
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/api/explorer-client.ts
@@ -0,0 +1,37 @@
+import type { FileEntry, FileContent } from "../types/explorer";
+
+const BASE = "/api";
+
+async function fetchJson<T>(url: string, options?: RequestInit): Promise<T> {
+  const res = await fetch(url, options);
+  if (!res.ok) {
+    let errorDetail;
+    try {
+      const body = await res.json();
+      errorDetail = body.detail || res.statusText;
+    } catch {
+      errorDetail = res.statusText;
+    }
+    const error = new Error(`HTTP ${res.status}`);
+    (error as any).detail = errorDetail;
+    (error as any).status = res.status;
+    throw error;
+  }
+  return res.json();
+}
+
+export async function listDirectory(path: string): Promise<FileEntry[]> {
+  return fetchJson(`${BASE}/files/tree?path=${encodeURIComponent(path)}`);
+}
+
+export async function readFile(path: string): Promise<FileContent> {
+  return fetchJson(`${BASE}/files/content?path=${encodeURIComponent(path)}`);
+}
+
+export async function saveFile(path: string, content: string): Promise<void> {
+  await fetchJson(`${BASE}/files/content?path=${encodeURIComponent(path)}`, {
+    method: "PUT",
+    headers: { "Content-Type": "application/json" },
+    body: JSON.stringify({ content }),
+  });
+}
diff --git a/src/uipath/dev/server/frontend/src/api/websocket.ts b/src/uipath/dev/server/frontend/src/api/websocket.ts
index 64bc1a7..b0012fe 100644
--- a/src/uipath/dev/server/frontend/src/api/websocket.ts
+++ b/src/uipath/dev/server/frontend/src/api/websocket.ts
@@ -123,4 +123,25 @@ export class WsClient {
   setBreakpoints(runId: string, breakpoints: string[]): void {
     this.send("debug.set_breakpoints", { run_id: runId, breakpoints });
   }
+
+  sendAgentMessage(text: string, model: string, sessionId?: string | null, skillIds?: string[]): void {
+    this.send("agent.message", {
+      text,
+      model,
+      session_id: sessionId ?? undefined,
+      skill_ids: skillIds && skillIds.length > 0 ? skillIds : undefined,
+    });
+  }
+
+  sendAgentStop(sessionId: string): void {
+    this.send("agent.stop", { session_id: sessionId });
+  }
+
+  sendToolApproval(sessionId: string, toolCallId: string, approved: boolean): void {
+    this.send("agent.tool_response", {
+      session_id: sessionId,
+      tool_call_id: toolCallId,
+      approved,
+    });
+  }
 }
diff --git a/src/uipath/dev/server/frontend/src/components/agent/AgentChatSidebar.tsx b/src/uipath/dev/server/frontend/src/components/agent/AgentChatSidebar.tsx
new file mode 100644
index 0000000..863546b
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/agent/AgentChatSidebar.tsx
@@ -0,0 +1,388 @@
+import { useCallback, useEffect, useRef, useState } from "react";
+import { useAgentStore } from "../../store/useAgentStore";
+import { useAuthStore } from "../../store/useAuthStore";
+import { listAgentModels, listAgentSkills } from "../../api/agent-client";
+import { getWs } from "../../store/useWebSocket";
+import AgentMessageComponent from "./AgentMessage";
+import type { AgentSkill } from "../../types/agent";
+
+export default function AgentChatSidebar() {
+  const ws = useRef(getWs()).current;
+  const [input, setInput] = useState("");
+  const scrollRef = useRef<HTMLDivElement>(null);
+  const stickToBottom = useRef(true);
+
+  const authEnabled = useAuthStore((s) => s.enabled);
+  const authStatus = useAuthStore((s) => s.status);
+  const isAuthenticated = !authEnabled || authStatus === "authenticated";
+
+  const {
+    sessionId,
+    status,
+    messages,
+    models,
+    selectedModel,
+    modelsLoading,
+    skills,
+    selectedSkillIds,
+    skillsLoading,
+    setModels,
+    setSelectedModel,
+    setModelsLoading,
+    setSkills,
+    setSelectedSkillIds,
+    toggleSkill,
+    setSkillsLoading,
+    addUserMessage,
+    clearSession,
+  } = useAgentStore();
+
+  // Load models on mount if authenticated
+  useEffect(() => {
+    if (!isAuthenticated) return;
+    if (models.length > 0) return;
+    setModelsLoading(true);
+    listAgentModels()
+      .then((m) => {
+        setModels(m);
+        if (m.length > 0 && !selectedModel) {
+          const claude = m.find((x) => x.model_name.includes("claude"));
+          setSelectedModel(claude ? claude.model_name : m[0].model_name);
+        }
+      })
+      .catch(console.error)
+      .finally(() => setModelsLoading(false));
+  }, [isAuthenticated, models.length, selectedModel, setModels, setSelectedModel, setModelsLoading]);
+
+  // Load skills on mount
+  useEffect(() => {
+    if (skills.length > 0) return;
+    setSkillsLoading(true);
+    listAgentSkills()
+      .then((s) => {
+        setSkills(s);
+        setSelectedSkillIds(s.map((sk) => sk.id));
+      })
+      .catch(console.error)
+      .finally(() => setSkillsLoading(false));
+  }, [skills.length, setSkills, setSelectedSkillIds, setSkillsLoading]);
+
+  const [showScrollTop, setShowScrollTop] = useState(false);
+
+  const handleScroll = () => {
+    const el = scrollRef.current;
+    if (!el) return;
+    const atBottom = el.scrollHeight - el.scrollTop - el.clientHeight < 40;
+    stickToBottom.current = atBottom;
+    setShowScrollTop(el.scrollTop > 100);
+  };
+
+  // Auto-scroll on any message content change (streaming tokens)
+  useEffect(() => {
+    if (stickToBottom.current && scrollRef.current) {
+      scrollRef.current.scrollTop = scrollRef.current.scrollHeight;
+    }
+  });
+
+  const isBusy = status === "thinking" || status === "executing" || status === "planning";
+
+  const handleSend = useCallback(() => {
+    const text = input.trim();
+    if (!text || !selectedModel || isBusy) return;
+    stickToBottom.current = true;
+    addUserMessage(text);
+    ws.sendAgentMessage(text, selectedModel, sessionId, selectedSkillIds);
+    setInput("");
+  }, [input, selectedModel, isBusy, sessionId, selectedSkillIds, addUserMessage, ws]);
+
+  const handleStop = useCallback(() => {
+    if (sessionId) ws.sendAgentStop(sessionId);
+  }, [sessionId, ws]);
+
+  const handleKeyDown = (e: React.KeyboardEvent) => {
+    if (e.key === "Enter" && !e.shiftKey) {
+      e.preventDefault();
+      handleSend();
+    }
+  };
+
+  const canSend = !isBusy && !!selectedModel && input.trim().length > 0;
+
+  // Auth gate
+  if (!isAuthenticated) {
+    return (
+      <div className="flex flex-col h-full" style={{ background: "var(--bg-primary)" }}>
+        <Header
+          selectedModel={selectedModel}
+          models={models}
+          modelsLoading={modelsLoading}
+          onModelChange={setSelectedModel}
+          skills={skills}
+          selectedSkillIds={selectedSkillIds}
+          skillsLoading={skillsLoading}
+          onToggleSkill={toggleSkill}
+          onClear={clearSession}
+          onStop={handleStop}
+          hasMessages={false}
+          isBusy={false}
+        />
+        <div className="flex-1 flex items-center justify-center p-4">
+          <div className="text-center" style={{ color: "var(--text-muted)" }}>
+            <svg width="32" height="32" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="1.5" className="mx-auto mb-2" strokeLinecap="round">
+              <rect x="3" y="11" width="18" height="11" rx="2" ry="2" /><path d="M7 11V7a5 5 0 0 1 10 0v4" />
+            </svg>
+            <p className="text-sm font-medium mb-1">Sign in to use Agent</p>
+            <p className="text-xs">Authentication is required to access the coding agent.</p>
+          </div>
+        </div>
+      </div>
+    );
+  }
+
+  return (
+    <div className="flex flex-col h-full" style={{ background: "var(--bg-primary)" }}>
+      <Header
+        selectedModel={selectedModel}
+        models={models}
+        modelsLoading={modelsLoading}
+        onModelChange={setSelectedModel}
+        skills={skills}
+        selectedSkillIds={selectedSkillIds}
+        skillsLoading={skillsLoading}
+        onToggleSkill={toggleSkill}
+        onClear={clearSession}
+        onStop={handleStop}
+        hasMessages={messages.length > 0}
+        isBusy={isBusy}
+      />
+
+      {/* Messages */}
+      <div className="relative flex-1 overflow-hidden">
+        <div
+          ref={scrollRef}
+          onScroll={handleScroll}
+          className="h-full overflow-y-auto px-3 py-2 space-y-0.5"
+        >
+          {messages.length === 0 && (
+            <p className="text-[var(--text-muted)] text-sm text-center py-6">
+              No messages yet
+            </p>
+          )}
+          {messages.map((msg) => (
+            <AgentMessageComponent key={msg.id} message={msg} />
+          ))}
+          {isBusy && (
+            <div className="py-1.5">
+              <div className="flex items-center gap-1.5">
+                <div className="w-2 h-2 rounded-full animate-pulse" style={{ background: "var(--success)" }} />
+                <span className="text-[11px] font-semibold" style={{ color: "var(--success)" }}>
+                  {status === "thinking" ? "Thinking..." : status === "executing" ? "Executing..." : "Planning..."}
+                </span>
+              </div>
+            </div>
+          )}
+        </div>
+        {showScrollTop && (
+          <button
+            onClick={() => { stickToBottom.current = false; scrollRef.current?.scrollTo({ top: 0, behavior: "smooth" }); }}
+            className="absolute top-2 right-3 w-6 h-6 flex items-center justify-center rounded-full cursor-pointer transition-opacity opacity-70 hover:opacity-100"
+            style={{ background: "var(--bg-tertiary)", color: "var(--text-primary)" }}
+            title="Scroll to top"
+          >
+            <svg width="12" height="12" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2.5" strokeLinecap="round" strokeLinejoin="round">
+              <polyline points="18 15 12 9 6 15" />
+            </svg>
+          </button>
+        )}
+      </div>
+
+      {/* Input — matches ChatInput from debug view */}
+      <div
+        className="flex items-center gap-2 px-3 py-2 border-t"
+        style={{ borderColor: "var(--border)" }}
+      >
+        <input
+          value={input}
+          onChange={(e) => setInput(e.target.value)}
+          onKeyDown={handleKeyDown}
+          disabled={isBusy || !selectedModel}
+          placeholder={isBusy ? "Waiting for response..." : "Message..."}
+          className="flex-1 bg-transparent text-sm py-1 disabled:opacity-40 placeholder:text-[var(--text-muted)]"
+          style={{ color: "var(--text-primary)" }}
+        />
+        <button
+          onClick={handleSend}
+          disabled={!canSend}
+          className="text-xs font-semibold px-3 py-1.5 rounded transition-colors cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed"
+          aria-label="Send message"
+          style={{
+            color: canSend ? "var(--accent)" : "var(--text-muted)",
+            background: "transparent",
+          }}
+          onMouseEnter={(e) => {
+            if (canSend) {
+              e.currentTarget.style.background = "color-mix(in srgb, var(--accent) 10%, transparent)";
+            }
+          }}
+          onMouseLeave={(e) => {
+            e.currentTarget.style.background = "transparent";
+          }}
+        >
+          Send
+        </button>
+      </div>
+    </div>
+  );
+}
+
+function Header({
+  selectedModel,
+  models,
+  modelsLoading,
+  onModelChange,
+  skills,
+  selectedSkillIds,
+  skillsLoading,
+  onToggleSkill,
+  onClear,
+  onStop,
+  hasMessages,
+  isBusy,
+}: {
+  selectedModel: string | null;
+  models: { model_name: string; vendor: string | null }[];
+  modelsLoading: boolean;
+  onModelChange: (model: string) => void;
+  skills: AgentSkill[];
+  selectedSkillIds: string[];
+  skillsLoading: boolean;
+  onToggleSkill: (id: string) => void;
+  onClear: () => void;
+  onStop: () => void;
+  hasMessages: boolean;
+  isBusy: boolean;
+}) {
+  const [skillsOpen, setSkillsOpen] = useState(false);
+  const dropdownRef = useRef<HTMLDivElement>(null);
+
+  // Close dropdown when clicking outside
+  useEffect(() => {
+    if (!skillsOpen) return;
+    const handler = (e: MouseEvent) => {
+      if (dropdownRef.current && !dropdownRef.current.contains(e.target as Node)) {
+        setSkillsOpen(false);
+      }
+    };
+    document.addEventListener("mousedown", handler);
+    return () => document.removeEventListener("mousedown", handler);
+  }, [skillsOpen]);
+
+  return (
+    <div
+      className="shrink-0 flex items-center gap-2 px-3 h-10 border-b"
+      style={{ borderColor: "var(--border)", background: "var(--bg-primary)" }}
+    >
+      <span className="text-[11px] uppercase tracking-wider font-semibold shrink-0" style={{ color: "var(--text-muted)" }}>
+        Agent
+      </span>
+      <select
+        value={selectedModel ?? ""}
+        onChange={(e) => onModelChange(e.target.value)}
+        className="flex-1 text-[11px] rounded px-1.5 py-1 outline-none min-w-0 cursor-pointer"
+        style={{
+          background: "var(--bg-secondary)",
+          border: "1px solid var(--border)",
+          color: "var(--text-primary)",
+        }}
+        disabled={modelsLoading}
+      >
+        {modelsLoading && <option value="">Loading models...</option>}
+        {!modelsLoading && models.length === 0 && <option value="">No models</option>}
+        {models.map((m) => (
+          <option key={m.model_name} value={m.model_name}>
+            {m.model_name}
+          </option>
+        ))}
+      </select>
+      {/* Skills dropdown */}
+      {!skillsLoading && skills.length > 0 && (
+        <div className="relative shrink-0" ref={dropdownRef}>
+          <button
+            onClick={() => setSkillsOpen(!skillsOpen)}
+            className="text-[11px] font-semibold px-2 py-1 rounded cursor-pointer flex items-center gap-1"
+            style={{
+              background: selectedSkillIds.length > 0 ? "color-mix(in srgb, var(--accent) 15%, transparent)" : "transparent",
+              border: `1px solid ${selectedSkillIds.length > 0 ? "var(--accent)" : "var(--border)"}`,
+              color: selectedSkillIds.length > 0 ? "var(--accent)" : "var(--text-muted)",
+            }}
+            title="Skills"
+          >
+            <svg width="12" height="12" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" strokeLinejoin="round">
+              <path d="M2 3h6a4 4 0 0 1 4 4v14a3 3 0 0 0-3-3H2z" /><path d="M22 3h-6a4 4 0 0 0-4 4v14a3 3 0 0 1 3-3h7z" />
+            </svg>
+            {selectedSkillIds.length > 0 && <span>{selectedSkillIds.length}</span>}
+          </button>
+          {skillsOpen && (
+            <div
+              className="absolute top-full right-0 mt-1 rounded shadow-lg z-50 py-1 max-h-64 overflow-y-auto"
+              style={{ background: "var(--bg-secondary)", border: "1px solid var(--border)", width: "190px" }}
+            >
+              {skills.map((s) => (
+                <button
+                  key={s.id}
+                  onClick={() => onToggleSkill(s.id)}
+                  className="w-full text-left px-2 py-1 text-[11px] flex items-center gap-1.5 cursor-pointer"
+                  style={{ color: "var(--text-primary)" }}
+                  title={s.description}
+                  onMouseEnter={(e) => { e.currentTarget.style.background = "var(--bg-tertiary)"; }}
+                  onMouseLeave={(e) => { e.currentTarget.style.background = "transparent"; }}
+                >
+                  <span
+                    className="w-3 h-3 rounded border flex items-center justify-center shrink-0"
+                    style={{
+                      borderColor: selectedSkillIds.includes(s.id) ? "var(--accent)" : "var(--border)",
+                      background: selectedSkillIds.includes(s.id) ? "var(--accent)" : "transparent",
+                    }}
+                  >
+                    {selectedSkillIds.includes(s.id) && (
+                      <svg width="8" height="8" viewBox="0 0 24 24" fill="none" stroke="white" strokeWidth="3" strokeLinecap="round" strokeLinejoin="round">
+                        <polyline points="20 6 9 17 4 12" />
+                      </svg>
+                    )}
+                  </span>
+                  <span className="truncate">{s.name}</span>
+                </button>
+              ))}
+            </div>
+          )}
+        </div>
+      )}
+      {isBusy && (
+        <button
+          onClick={onStop}
+          className="shrink-0 text-[11px] font-semibold px-2 py-1 rounded cursor-pointer"
+          style={{ background: "transparent", border: "1px solid var(--error)", color: "var(--error)" }}
+          title="Stop"
+          onMouseEnter={(e) => { e.currentTarget.style.background = "color-mix(in srgb, var(--error) 10%, transparent)"; }}
+          onMouseLeave={(e) => { e.currentTarget.style.background = "transparent"; }}
+        >
+          Stop
+        </button>
+      )}
+      {hasMessages && !isBusy && (
+        <button
+          onClick={onClear}
+          className="shrink-0 w-6 h-6 flex items-center justify-center rounded cursor-pointer"
+          style={{ background: "transparent", border: "none", color: "var(--text-muted)" }}
+          title="New session"
+          onMouseEnter={(e) => { e.currentTarget.style.color = "var(--text-primary)"; }}
+          onMouseLeave={(e) => { e.currentTarget.style.color = "var(--text-muted)"; }}
+        >
+          <svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" strokeLinejoin="round">
+            <polyline points="1 4 1 10 7 10" /><path d="M3.51 15a9 9 0 1 0 2.13-9.36L1 10" />
+          </svg>
+        </button>
+      )}
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/agent/AgentMessage.tsx b/src/uipath/dev/server/frontend/src/components/agent/AgentMessage.tsx
new file mode 100644
index 0000000..a389e57
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/agent/AgentMessage.tsx
@@ -0,0 +1,247 @@
+import { useState } from "react";
+import Markdown from "react-markdown";
+import rehypeHighlight from "rehype-highlight";
+import remarkGfm from "remark-gfm";
+import type { AgentMessage as AgentMessageType, AgentToolCall } from "../../types/agent";
+import { useAgentStore } from "../../store/useAgentStore";
+import { getWs } from "../../store/useWebSocket";
+
+interface Props {
+  message: AgentMessageType;
+}
+
+const ROLE_CONFIG: Record<string, { label: string; color: string }> = {
+  user: { label: "You", color: "var(--info)" },
+  assistant: { label: "AI", color: "var(--success)" },
+  tool: { label: "Tool", color: "var(--warning)" },
+  plan: { label: "Plan", color: "var(--accent)" },
+};
+
+function PlanCard({ message }: Props) {
+  const items = message.planItems ?? [];
+  return (
+    <div className="py-1.5">
+      <div className="flex items-center gap-1.5 mb-0.5">
+        <div className="w-2 h-2 rounded-full" style={{ background: "var(--accent)" }} />
+        <span className="text-[11px] font-semibold" style={{ color: "var(--accent)" }}>Plan</span>
+      </div>
+      <div className="pl-2.5 space-y-1 mt-1">
+        {items.map((item, i) => (
+          <div key={i} className="flex items-center gap-2 text-sm">
+            {item.status === "completed" ? (
+              <svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="var(--success)" strokeWidth="2.5" strokeLinecap="round"><path d="M20 6L9 17l-5-5" /></svg>
+            ) : item.status === "in_progress" ? (
+              <span className="w-3.5 h-3.5 flex items-center justify-center">
+                <span className="w-2 h-2 rounded-full animate-pulse" style={{ background: "var(--accent)" }} />
+              </span>
+            ) : (
+              <span className="w-3.5 h-3.5 flex items-center justify-center">
+                <span className="w-2 h-2 rounded-full" style={{ background: "var(--text-muted)", opacity: 0.4 }} />
+              </span>
+            )}
+            <span style={{ color: item.status === "completed" ? "var(--text-muted)" : "var(--text-primary)", textDecoration: item.status === "completed" ? "line-through" : "none" }}>
+              {item.title}
+            </span>
+          </div>
+        ))}
+      </div>
+    </div>
+  );
+}
+
+function SingleToolCall({ tc }: { tc: AgentToolCall }) {
+  const isPending = tc.status === "pending";
+  const isDenied = tc.status === "denied";
+  const [expanded, setExpanded] = useState(false);
+  const hasResult = tc.result !== undefined;
+
+  const handleApproval = (approved: boolean) => {
+    if (!tc.tool_call_id) return;
+    const sessionId = useAgentStore.getState().sessionId;
+    if (!sessionId) return;
+    useAgentStore.getState().resolveToolApproval(tc.tool_call_id, approved);
+    getWs().sendToolApproval(sessionId, tc.tool_call_id, approved);
+  };
+
+  /* ── Pending: card layout matching ChatInterrupt ── */
+  if (isPending) {
+    return (
+      <div
+        className="ml-2.5 rounded-lg overflow-hidden"
+        style={{ border: "1px solid color-mix(in srgb, var(--warning) 40%, var(--border))" }}
+      >
+        <div
+          className="px-3 py-2 flex items-center gap-2"
+          style={{ background: "color-mix(in srgb, var(--warning) 10%, var(--bg-secondary))" }}
+        >
+          <span className="text-[11px] font-semibold" style={{ color: "var(--warning)" }}>
+            Action Required
+          </span>
+          <span
+            className="text-[11px] font-mono px-1.5 py-0.5 rounded"
+            style={{
+              background: "color-mix(in srgb, var(--warning) 15%, var(--bg-secondary))",
+              color: "var(--text-primary)",
+            }}
+          >
+            {tc.tool}
+          </span>
+        </div>
+
+        {tc.args != null && (
+          <pre
+            className="px-3 py-2 text-[11px] font-mono whitespace-pre-wrap break-words overflow-y-auto leading-normal"
+            style={{ background: "var(--bg-secondary)", color: "var(--text-secondary)", maxHeight: 200 }}
+          >
+            {JSON.stringify(tc.args, null, 2)}
+          </pre>
+        )}
+
+        <div
+          className="flex items-center gap-2 px-3 py-2"
+          style={{ background: "var(--bg-secondary)", borderTop: "1px solid var(--border)" }}
+        >
+          <button
+            onClick={() => handleApproval(true)}
+            className="text-xs font-semibold px-3 py-1.5 rounded cursor-pointer transition-colors"
+            style={{
+              background: "color-mix(in srgb, var(--success) 15%, var(--bg-secondary))",
+              color: "var(--success)",
+              border: "1px solid color-mix(in srgb, var(--success) 30%, var(--border))",
+            }}
+            onMouseEnter={(e) => { e.currentTarget.style.background = "color-mix(in srgb, var(--success) 25%, var(--bg-secondary))"; }}
+            onMouseLeave={(e) => { e.currentTarget.style.background = "color-mix(in srgb, var(--success) 15%, var(--bg-secondary))"; }}
+          >
+            Approve
+          </button>
+          <button
+            onClick={() => handleApproval(false)}
+            className="text-xs font-semibold px-3 py-1.5 rounded cursor-pointer transition-colors"
+            style={{
+              background: "color-mix(in srgb, var(--error) 15%, var(--bg-secondary))",
+              color: "var(--error)",
+              border: "1px solid color-mix(in srgb, var(--error) 30%, var(--border))",
+            }}
+            onMouseEnter={(e) => { e.currentTarget.style.background = "color-mix(in srgb, var(--error) 25%, var(--bg-secondary))"; }}
+            onMouseLeave={(e) => { e.currentTarget.style.background = "color-mix(in srgb, var(--error) 15%, var(--bg-secondary))"; }}
+          >
+            Reject
+          </button>
+        </div>
+      </div>
+    );
+  }
+
+  /* ── Resolved / completed: compact inline style ── */
+  const statusColor = isDenied
+    ? "var(--error)"
+    : hasResult
+      ? tc.is_error
+        ? "var(--error)"
+        : "var(--success)"
+      : "var(--text-muted)";
+
+  const statusIcon = isDenied ? "\u2717" : hasResult ? (tc.is_error ? "\u2717" : "\u2713") : "\u2022";
+
+  return (
+    <div className="pl-2.5">
+      <div className="flex items-center gap-2">
+        <button
+          onClick={() => setExpanded(!expanded)}
+          className="inline-flex items-center gap-1 text-[11px] font-mono px-2 py-1 rounded cursor-pointer hover:brightness-125"
+          style={{
+            background: "var(--bg-primary)",
+            border: "1px solid var(--border)",
+            color: statusColor,
+          }}
+        >
+          {statusIcon} {tc.tool}
+          {isDenied && <span className="ml-1 text-[10px] uppercase">Denied</span>}
+          <svg
+            width="10" height="10" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2"
+            style={{ transform: expanded ? "rotate(180deg)" : "rotate(0deg)", transition: "transform 0.15s", marginLeft: 2 }}
+          >
+            <path d="M6 9l6 6 6-6" />
+          </svg>
+        </button>
+      </div>
+      {expanded && (
+        <div className="mt-1.5 space-y-2">
+          <div>
+            <div className="text-[10px] uppercase tracking-wider mb-1 font-semibold" style={{ color: "var(--text-muted)" }}>Arguments</div>
+            <pre className="text-[11px] font-mono p-2 rounded overflow-x-auto whitespace-pre-wrap" style={{ background: "var(--bg-primary)", color: "var(--text-secondary)" }}>
+              {JSON.stringify(tc.args, null, 2)}
+            </pre>
+          </div>
+          {hasResult && (
+            <div>
+              <div className="text-[10px] uppercase tracking-wider mb-1 font-semibold" style={{ color: tc.is_error ? "var(--error)" : "var(--text-muted)" }}>
+                {tc.is_error ? "Error" : "Result"}
+              </div>
+              <pre className="text-[11px] font-mono p-2 rounded overflow-x-auto whitespace-pre-wrap max-h-48 overflow-y-auto" style={{ background: "var(--bg-primary)", color: tc.is_error ? "var(--error)" : "var(--text-secondary)" }}>
+                {tc.result}
+              </pre>
+            </div>
+          )}
+        </div>
+      )}
+    </div>
+  );
+}
+
+function ToolCard({ message }: Props) {
+  const calls = message.toolCalls ?? (message.toolCall ? [message.toolCall] : []);
+  if (calls.length === 0) return null;
+
+  return (
+    <div className="py-1.5">
+      <div className="flex items-center gap-1.5 mb-0.5">
+        <div className="w-2 h-2 rounded-full" style={{ background: "var(--warning)" }} />
+        <span className="text-[11px] font-semibold" style={{ color: "var(--warning)" }}>
+          {calls.length === 1 ? "Tool" : `Tools (${calls.length})`}
+        </span>
+      </div>
+      <div className="space-y-1">
+        {calls.map((tc, i) => (
+          <SingleToolCall key={i} tc={tc} />
+        ))}
+      </div>
+    </div>
+  );
+}
+
+export default function AgentMessageComponent({ message }: Props) {
+  if (message.role === "plan") return <PlanCard message={message} />;
+  if (message.role === "tool") return <ToolCard message={message} />;
+
+  const roleKey = message.role === "user" ? "user" : "assistant";
+  const role = ROLE_CONFIG[roleKey];
+
+  return (
+    <div className="py-1.5">
+      <div className="flex items-center gap-1.5 mb-0.5">
+        <div className="w-2 h-2 rounded-full" style={{ background: role.color }} />
+        <span className="text-[11px] font-semibold" style={{ color: role.color }}>
+          {role.label}
+        </span>
+      </div>
+      {message.content && (
+        message.role === "user" ? (
+          <div
+            className="text-sm leading-relaxed pl-2.5 max-w-prose"
+            style={{ color: "var(--text-primary)" }}
+          >
+            {message.content}
+          </div>
+        ) : (
+          <div
+            className="text-sm leading-relaxed pl-2.5 max-w-prose chat-markdown"
+            style={{ color: "var(--text-secondary)" }}
+          >
+            <Markdown remarkPlugins={[remarkGfm]} rehypePlugins={[rehypeHighlight]}>{message.content}</Markdown>
+          </div>
+        )
+      )}
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/chat/ChatInput.tsx b/src/uipath/dev/server/frontend/src/components/chat/ChatInput.tsx
index 55a3d72..95ec9e5 100644
--- a/src/uipath/dev/server/frontend/src/components/chat/ChatInput.tsx
+++ b/src/uipath/dev/server/frontend/src/components/chat/ChatInput.tsx
@@ -36,13 +36,14 @@ export default function ChatInput({ onSend, disabled, placeholder }: Props) {
         onKeyDown={handleKeyDown}
         disabled={disabled}
         placeholder={placeholder ?? "Message..."}
-        className="flex-1 bg-transparent text-sm py-1 focus:outline-none disabled:opacity-40 placeholder:text-[var(--text-muted)]"
+        className="flex-1 bg-transparent text-sm py-1 disabled:opacity-40 placeholder:text-[var(--text-muted)]"
         style={{ color: "var(--text-primary)" }}
       />
       <button
         onClick={handleSubmit}
         disabled={!canSend}
-        className="text-[11px] uppercase tracking-wider font-semibold px-2 py-1 rounded transition-colors cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed"
+        className="text-xs font-semibold px-3 py-1.5 rounded transition-colors cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed"
+        aria-label="Send message"
         style={{
           color: canSend ? "var(--accent)" : "var(--text-muted)",
           background: "transparent",
diff --git a/src/uipath/dev/server/frontend/src/components/chat/ChatInterrupt.tsx b/src/uipath/dev/server/frontend/src/components/chat/ChatInterrupt.tsx
index 3395423..5299b6d 100644
--- a/src/uipath/dev/server/frontend/src/components/chat/ChatInterrupt.tsx
+++ b/src/uipath/dev/server/frontend/src/components/chat/ChatInterrupt.tsx
@@ -53,7 +53,7 @@ function FormField({
 }) {
   const label = (
     <label
-      className="text-[10px] font-semibold uppercase tracking-wider block mb-1"
+      className="text-[11px] font-medium block mb-1"
       style={{ color: "var(--text-muted)" }}
     >
       {name}
@@ -192,7 +192,7 @@ function ActionButton({
   return (
     <button
       onClick={onClick}
-      className="text-[10px] uppercase tracking-wider font-semibold px-3 py-1 rounded cursor-pointer transition-colors"
+      className="text-xs font-semibold px-3 py-1.5 rounded cursor-pointer transition-colors"
       style={{
         background: `color-mix(in srgb, var(--${color}) 15%, var(--bg-secondary))`,
         color: `var(--${color})`,
@@ -324,7 +324,7 @@ export default function ChatInterrupt({ interrupt, onRespond }: Props) {
           }}
         >
           <span
-            className="text-[10px] uppercase tracking-wider font-semibold"
+            className="text-[11px] font-semibold"
             style={{ color: "var(--warning)" }}
           >
             {editing ? "Edit Arguments" : "Action Required"}
@@ -344,8 +344,9 @@ export default function ChatInterrupt({ interrupt, onRespond }: Props) {
           {!editing && (interrupt.input_value != null || canEditWithForm) && (
             <button
               onClick={startEditing}
-              className="ml-auto p-1 rounded cursor-pointer transition-colors"
+              className="ml-auto p-1.5 rounded cursor-pointer transition-colors"
               style={{ color: "var(--text-muted)" }}
+              aria-label="Edit arguments"
               onMouseEnter={(e) => {
                 e.currentTarget.style.color = "var(--warning)";
               }}
@@ -355,8 +356,8 @@ export default function ChatInterrupt({ interrupt, onRespond }: Props) {
               title="Edit arguments"
             >
               <svg
-                width="12"
-                height="12"
+                width="14"
+                height="14"
                 viewBox="0 0 24 24"
                 fill="none"
                 stroke="currentColor"
@@ -406,7 +407,7 @@ export default function ChatInterrupt({ interrupt, onRespond }: Props) {
               />
             )}
             {jsonError && (
-              <p className="text-[10px]" style={{ color: "var(--error)" }}>
+              <p className="text-[11px]" style={{ color: "var(--error)" }}>
                 {jsonError}
               </p>
             )}
@@ -486,7 +487,7 @@ export default function ChatInterrupt({ interrupt, onRespond }: Props) {
         }}
       >
         <span
-          className="text-[10px] uppercase tracking-wider font-semibold"
+          className="text-[11px] font-semibold"
           style={{ color: "var(--accent)" }}
         >
           Input Required
@@ -522,7 +523,7 @@ export default function ChatInterrupt({ interrupt, onRespond }: Props) {
             }
           }}
           placeholder="Type your response..."
-          className="flex-1 bg-transparent text-sm py-1 focus:outline-none placeholder:text-[var(--text-muted)]"
+          className="flex-1 bg-transparent text-sm py-1 placeholder:text-[var(--text-muted)]"
           style={{ color: "var(--text-primary)" }}
         />
         <button
@@ -532,7 +533,7 @@ export default function ChatInterrupt({ interrupt, onRespond }: Props) {
             }
           }}
           disabled={!responseText.trim()}
-          className="text-[11px] uppercase tracking-wider font-semibold px-2 py-1 rounded transition-colors cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed"
+          className="text-xs font-semibold px-3 py-1.5 rounded transition-colors cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed"
           style={{
             color: responseText.trim() ? "var(--accent)" : "var(--text-muted)",
             background: "transparent",
diff --git a/src/uipath/dev/server/frontend/src/components/chat/ChatMessage.tsx b/src/uipath/dev/server/frontend/src/components/chat/ChatMessage.tsx
index 89c7d50..06a7811 100644
--- a/src/uipath/dev/server/frontend/src/components/chat/ChatMessage.tsx
+++ b/src/uipath/dev/server/frontend/src/components/chat/ChatMessage.tsx
@@ -32,11 +32,11 @@ export default function ChatMessage({ message, onToolCallClick, toolCallIndices
       {/* Role indicator */}
       <div className="flex items-center gap-1.5 mb-0.5">
         <div
-          className="w-1 h-1 rounded-full"
+          className="w-2 h-2 rounded-full"
           style={{ background: role.color }}
         />
         <span
-          className="text-[10px] uppercase tracking-wider font-semibold"
+          className="text-[11px] font-semibold"
           style={{ color: role.color }}
         >
           {role.label}
@@ -68,7 +68,7 @@ export default function ChatMessage({ message, onToolCallClick, toolCallIndices
           {message.tool_calls.map((tc, i) => (
             <span
               key={`${tc.name}-${i}`}
-              className="inline-flex items-center gap-1 text-[11px] font-mono px-1.5 py-0.5 rounded cursor-pointer hover:brightness-125"
+              className="inline-flex items-center gap-1 text-[11px] font-mono px-2 py-1 rounded cursor-pointer hover:brightness-125"
               style={{
                 background: "var(--bg-primary)",
                 border: "1px solid var(--border)",
diff --git a/src/uipath/dev/server/frontend/src/components/debug/DebugControls.tsx b/src/uipath/dev/server/frontend/src/components/debug/DebugControls.tsx
index 4158279..dd18efb 100644
--- a/src/uipath/dev/server/frontend/src/components/debug/DebugControls.tsx
+++ b/src/uipath/dev/server/frontend/src/components/debug/DebugControls.tsx
@@ -25,13 +25,13 @@ export default function DebugControls({ runId, status, ws, breakpointNode }: Pro
       className="flex items-center gap-1 px-4 h-10 border-b shrink-0"
       style={{ borderColor: "var(--border)", background: "var(--bg-secondary)" }}
     >
-      <span className="text-[10px] uppercase tracking-wider font-semibold mr-1" style={{ color: "var(--text-muted)" }}>
+      <span className="text-[11px] font-semibold mr-1" style={{ color: "var(--text-muted)" }}>
         Debug
       </span>
       <DebugBtn label="Step" onClick={() => syncBreakpointsThenSend("step")} disabled={!isSuspended} color="var(--info)" active={isSuspended} />
       <DebugBtn label="Continue" onClick={() => syncBreakpointsThenSend("continue")} disabled={!isSuspended} color="var(--success)" active={isSuspended} />
       <DebugBtn label="Stop" onClick={() => syncBreakpointsThenSend("stop")} disabled={!isSuspended} color="var(--error)" active={isSuspended} />
-      <span className="text-[10px] ml-auto truncate" style={{ color: isSuspended ? "var(--accent)" : "var(--text-muted)" }}>
+      <span className="text-[11px] ml-auto truncate" style={{ color: isSuspended ? "var(--accent)" : "var(--text-muted)" }}>
         {isSuspended
           ? breakpointNode
             ? `Paused at ${breakpointNode}`
@@ -49,7 +49,7 @@ function DebugBtn({ label, onClick, disabled, color, active }: {
     <button
       onClick={onClick}
       disabled={disabled}
-      className="px-2.5 py-0.5 h-5 text-[10px] uppercase tracking-wider font-semibold rounded transition-colors cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed"
+      className="px-3 py-1 h-7 text-[11px] font-semibold rounded transition-colors cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed"
       style={{
         color: active ? color : "var(--text-muted)",
         background: active ? `color-mix(in srgb, ${color} 10%, transparent)` : "transparent",
diff --git a/src/uipath/dev/server/frontend/src/components/evals/CreateEvalSetView.tsx b/src/uipath/dev/server/frontend/src/components/evals/CreateEvalSetView.tsx
new file mode 100644
index 0000000..0757468
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/evals/CreateEvalSetView.tsx
@@ -0,0 +1,165 @@
+import { useState } from "react";
+import { useEvalStore } from "../../store/useEvalStore";
+import { useHashRoute } from "../../hooks/useHashRoute";
+import { createEvalSet } from "../../api/eval-client";
+
+const typeBadgeColors: Record<string, string> = {
+  deterministic: "var(--success)",
+  llm: "#a78bfa",
+  tool: "var(--info)",
+};
+
+export default function CreateEvalSetView() {
+  const localEvaluators = useEvalStore((s) => s.localEvaluators);
+  const addEvalSet = useEvalStore((s) => s.addEvalSet);
+  const { navigate } = useHashRoute();
+
+  const [name, setName] = useState("");
+  const [selectedRefs, setSelectedRefs] = useState<Set<string>>(new Set());
+  const [error, setError] = useState<string | null>(null);
+  const [submitting, setSubmitting] = useState(false);
+
+  const toggleRef = (id: string) => {
+    setSelectedRefs((prev) => {
+      const next = new Set(prev);
+      if (next.has(id)) next.delete(id);
+      else next.add(id);
+      return next;
+    });
+  };
+
+  const handleCreate = async () => {
+    if (!name.trim()) return;
+    setError(null);
+    setSubmitting(true);
+    try {
+      const created = await createEvalSet({
+        name: name.trim(),
+        evaluator_refs: Array.from(selectedRefs),
+      });
+      addEvalSet(created);
+      navigate(`#/evals/sets/${created.id}`);
+    } catch (err: any) {
+      setError(err.detail || err.message || "Failed to create eval set");
+    } finally {
+      setSubmitting(false);
+    }
+  };
+
+  return (
+    <div className="flex items-center justify-center h-full">
+      <div className="w-full max-w-xl px-6">
+        {/* Header */}
+        <div className="mb-8 text-center">
+          <div className="flex items-center justify-center gap-2 mb-2">
+            <div className="w-1.5 h-1.5 rounded-full" style={{ background: "var(--accent)" }} />
+            <span className="text-sm font-semibold" style={{ color: "var(--text-muted)" }}>
+              New Eval Set
+            </span>
+          </div>
+          <p className="text-sm" style={{ color: "var(--text-muted)" }}>
+            Create an evaluation set with a name and evaluators
+          </p>
+        </div>
+
+        {/* Name */}
+        <div className="mb-6">
+          <label
+            className="block text-[11px] font-medium mb-1.5"
+            style={{ color: "var(--text-muted)" }}
+          >
+            Name
+          </label>
+          <input
+            type="text"
+            value={name}
+            onChange={(e) => setName(e.target.value)}
+            placeholder="e.g. Basic QA Tests"
+            className="w-full rounded-md px-3 py-2 text-xs"
+            style={{
+              background: "var(--bg-secondary)",
+              border: "1px solid var(--border)",
+              color: "var(--text-primary)",
+            }}
+            onKeyDown={(e) => {
+              if (e.key === "Enter" && name.trim()) handleCreate();
+            }}
+          />
+        </div>
+
+        {/* Evaluators */}
+        <div className="mb-6">
+          <label
+            className="block text-[11px] font-medium mb-1.5"
+            style={{ color: "var(--text-muted)" }}
+          >
+            Evaluators
+          </label>
+          {localEvaluators.length === 0 ? (
+            <p className="text-xs" style={{ color: "var(--text-muted)" }}>
+              No evaluators configured.{" "}
+              <button
+                onClick={() => navigate("#/evaluators/new")}
+                className="underline cursor-pointer"
+                style={{ color: "var(--accent)", background: "none", border: "none", padding: 0, font: "inherit" }}
+              >
+                Create one first
+              </button>
+            </p>
+          ) : (
+            <div
+              className="rounded-md border overflow-hidden"
+              style={{ borderColor: "var(--border)", background: "var(--bg-secondary)" }}
+            >
+              {localEvaluators.map((ev) => (
+                <label
+                  key={ev.id}
+                  className="flex items-center gap-2.5 px-3 py-2 text-xs cursor-pointer transition-colors"
+                  style={{ borderBottom: "1px solid var(--border)" }}
+                  onMouseEnter={(e) => { e.currentTarget.style.background = "var(--bg-hover)"; }}
+                  onMouseLeave={(e) => { e.currentTarget.style.background = "transparent"; }}
+                >
+                  <input
+                    type="checkbox"
+                    checked={selectedRefs.has(ev.id)}
+                    onChange={() => toggleRef(ev.id)}
+                    className="accent-[var(--accent)]"
+                  />
+                  <span className="flex-1 truncate" style={{ color: "var(--text-primary)" }}>{ev.name}</span>
+                  <span
+                    className="text-[11px] font-medium px-1.5 py-0.5 rounded"
+                    style={{
+                      background: `color-mix(in srgb, ${typeBadgeColors[ev.type] ?? "var(--text-muted)"} 15%, transparent)`,
+                      color: typeBadgeColors[ev.type] ?? "var(--text-muted)",
+                    }}
+                  >
+                    {ev.type}
+                  </span>
+                </label>
+              ))}
+            </div>
+          )}
+        </div>
+
+        {/* Error */}
+        {error && (
+          <p className="text-xs mb-4 px-3 py-2 rounded" style={{ color: "var(--error)", background: "color-mix(in srgb, var(--error) 10%, var(--bg-secondary))" }}>{error}</p>
+        )}
+
+        {/* Create button */}
+        <button
+          onClick={handleCreate}
+          disabled={!name.trim() || submitting}
+          className="w-full py-2 rounded-md text-[13px] font-semibold transition-colors cursor-pointer disabled:opacity-40 disabled:cursor-not-allowed"
+          style={{
+            background: "var(--accent)",
+            color: "var(--bg-primary)",
+            border: "none",
+          }}
+        >
+          {submitting ? "Creating..." : "Create Eval Set"}
+        </button>
+      </div>
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/evals/EvalRunResults.tsx b/src/uipath/dev/server/frontend/src/components/evals/EvalRunResults.tsx
new file mode 100644
index 0000000..d8b9131
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/evals/EvalRunResults.tsx
@@ -0,0 +1,710 @@
+import { useCallback, useEffect, useRef, useState } from "react";
+import { getEvalRun } from "../../api/eval-client";
+import { useEvalStore } from "../../store/useEvalStore";
+import { useHashRoute } from "../../hooks/useHashRoute";
+import type { EvalRunDetail, EvalItemResult } from "../../types/eval";
+import TraceTree from "../traces/TraceTree";
+import JsonHighlight from "../shared/JsonHighlight";
+import DataSection from "../shared/DataSection";
+
+interface Props {
+  evalRunId: string;
+  itemName?: string | null;
+}
+
+function formatScore(score: number | null): string {
+  if (score === null) return "-";
+  return `${Math.round(score * 100)}%`;
+}
+
+function scoreColor(score: number | null): string {
+  if (score === null) return "var(--text-muted)";
+  const pct = score * 100;
+  if (pct >= 80) return "var(--success)";
+  if (pct >= 50) return "var(--warning)";
+  return "var(--error)";
+}
+
+function formatDuration(startTime: string | null, endTime: string | null): string {
+  if (!startTime) return "-";
+  const start = new Date(startTime).getTime();
+  const end = endTime ? new Date(endTime).getTime() : Date.now();
+  const secs = Math.round((end - start) / 1000);
+  if (secs < 60) return `${secs}s`;
+  return `${Math.floor(secs / 60)}m ${secs % 60}s`;
+}
+
+function stripEvaluatorSuffix(name: string): string {
+  return name.replace(/\s*Evaluator$/i, "");
+}
+
+const statusStyles: Record<string, { color: string; bg: string; label: string }> = {
+  pending: { color: "var(--text-muted)", bg: "var(--bg-tertiary)", label: "Pending" },
+  running: { color: "var(--info)", bg: "rgba(59,130,246,0.1)", label: "Running" },
+  completed: { color: "var(--success)", bg: "rgba(34,197,94,0.1)", label: "Completed" },
+  failed: { color: "var(--error)", bg: "rgba(239,68,68,0.1)", label: "Failed" },
+};
+
+export default function EvalRunResults({ evalRunId, itemName }: Props) {
+  const [detail, setDetail] = useState<EvalRunDetail | null>(null);
+  const [loading, setLoading] = useState(true);
+  const { navigate } = useHashRoute();
+
+  const selectedItemName = itemName ?? null;
+
+  // Item list height (top panel, resizable like GraphPanel)
+  const [itemListHeight, setItemListHeight] = useState(220);
+  const containerRef = useRef<HTMLDivElement>(null);
+  const draggingRow = useRef(false);
+
+  // Sidebar width (right panel, resizable like ChatPanel)
+  const [sidebarWidth, setSidebarWidth] = useState(() => {
+    const saved = localStorage.getItem("evalSidebarWidth");
+    return saved ? parseInt(saved, 10) : 320;
+  });
+  const [isDragging, setIsDragging] = useState(false);
+  const outerRef = useRef<HTMLDivElement>(null);
+
+  useEffect(() => {
+    localStorage.setItem("evalSidebarWidth", String(sidebarWidth));
+  }, [sidebarWidth]);
+
+  const storeRun = useEvalStore((s) => s.evalRuns[evalRunId]);
+  const evaluators = useEvalStore((s) => s.evaluators);
+
+  useEffect(() => {
+    setLoading(true);
+    getEvalRun(evalRunId)
+      .then((d) => {
+        setDetail(d);
+        // Auto-navigate to first item if none selected
+        if (!itemName) {
+          const first = d.results.find((r) => r.status === "completed") ?? d.results[0];
+          if (first) navigate(`#/evals/runs/${evalRunId}/${encodeURIComponent(first.name)}`);
+        }
+      })
+      .catch(console.error)
+      .finally(() => setLoading(false));
+  }, [evalRunId]);
+
+  // Re-fetch when store run status reaches terminal
+  useEffect(() => {
+    if (storeRun?.status === "completed" || storeRun?.status === "failed") {
+      getEvalRun(evalRunId).then(setDetail).catch(console.error);
+    }
+  }, [storeRun?.status, evalRunId]);
+
+  // Auto-select first completed item as results come in (when no item is in route)
+  useEffect(() => {
+    if (itemName || !detail?.results) return;
+    const first = detail.results.find((r) => r.status === "completed") ?? detail.results[0];
+    if (first) navigate(`#/evals/runs/${evalRunId}/${encodeURIComponent(first.name)}`);
+  }, [detail?.results]);
+
+  // --- Row resize (item list height) ---
+  const onRowResizeStart = useCallback((e: React.MouseEvent | React.TouchEvent) => {
+    e.preventDefault();
+    draggingRow.current = true;
+
+    const startY = "touches" in e ? e.touches[0].clientY : e.clientY;
+    const startH = itemListHeight;
+
+    const onMove = (ev: MouseEvent | TouchEvent) => {
+      if (!draggingRow.current) return;
+      const container = containerRef.current;
+      if (!container) return;
+      const clientY = "touches" in ev ? ev.touches[0].clientY : ev.clientY;
+      const maxH = container.clientHeight - 100;
+      const newH = Math.max(80, Math.min(maxH, startH + (clientY - startY)));
+      setItemListHeight(newH);
+    };
+
+    const onUp = () => {
+      draggingRow.current = false;
+      document.removeEventListener("mousemove", onMove);
+      document.removeEventListener("mouseup", onUp);
+      document.removeEventListener("touchmove", onMove);
+      document.removeEventListener("touchend", onUp);
+      document.body.style.cursor = "";
+      document.body.style.userSelect = "";
+    };
+
+    document.body.style.cursor = "row-resize";
+    document.body.style.userSelect = "none";
+    document.addEventListener("mousemove", onMove);
+    document.addEventListener("mouseup", onUp);
+    document.addEventListener("touchmove", onMove, { passive: false });
+    document.addEventListener("touchend", onUp);
+  }, [itemListHeight]);
+
+  // --- Sidebar col resize ---
+  const onSidebarResizeStart = useCallback((e: React.MouseEvent | React.TouchEvent) => {
+    e.preventDefault();
+    setIsDragging(true);
+
+    const startX = "touches" in e ? e.touches[0].clientX : e.clientX;
+    const startW = sidebarWidth;
+
+    const onMove = (ev: MouseEvent | TouchEvent) => {
+      const container = outerRef.current;
+      if (!container) return;
+      const clientX = "touches" in ev ? ev.touches[0].clientX : ev.clientX;
+      const maxW = container.clientWidth - 300;
+      const newW = Math.max(280, Math.min(maxW, startW + (startX - clientX)));
+      setSidebarWidth(newW);
+    };
+
+    const onUp = () => {
+      setIsDragging(false);
+      document.removeEventListener("mousemove", onMove);
+      document.removeEventListener("mouseup", onUp);
+      document.removeEventListener("touchmove", onMove);
+      document.removeEventListener("touchend", onUp);
+      document.body.style.cursor = "";
+      document.body.style.userSelect = "";
+    };
+
+    document.body.style.cursor = "col-resize";
+    document.body.style.userSelect = "none";
+    document.addEventListener("mousemove", onMove);
+    document.addEventListener("mouseup", onUp);
+    document.addEventListener("touchmove", onMove, { passive: false });
+    document.addEventListener("touchend", onUp);
+  }, [sidebarWidth]);
+
+  if (loading) {
+    return (
+      <div className="flex items-center justify-center h-full text-[var(--text-muted)] text-sm">
+        Loading...
+      </div>
+    );
+  }
+
+  if (!detail) {
+    return (
+      <div className="flex items-center justify-center h-full text-[var(--text-muted)]">
+        Eval run not found
+      </div>
+    );
+  }
+
+  const run = storeRun ?? detail;
+  const status = statusStyles[run.status] ?? statusStyles.pending;
+  const isRunning = run.status === "running";
+  const evaluatorIds = Object.keys(run.evaluator_scores ?? {});
+  const selectedItem = detail.results.find((r) => r.name === selectedItemName) ?? null;
+  const selectedTraces = (selectedItem?.traces ?? []).map((t) => ({ ...t, run_id: "" }));
+
+  return (
+    <div ref={outerRef} className="flex h-full">
+      {/* Main content: item list (top) + traces (bottom) */}
+      <div ref={containerRef} className="flex flex-col flex-1 min-w-0">
+        {/* Header bar */}
+        <div className="px-4 h-10 border-b shrink-0 flex items-center gap-4" style={{ borderColor: "var(--border)" }}>
+          <h1 className="text-base font-semibold truncate min-w-0" style={{ color: "var(--text-primary)" }}>
+            {run.eval_set_name}
+          </h1>
+          <span
+            className="px-2 py-0.5 rounded text-[11px] font-semibold uppercase tracking-wide"
+            style={{ color: status.color, background: status.bg }}
+          >
+            {status.label}
+          </span>
+          <span className="text-sm font-bold font-mono" style={{ color: scoreColor(run.overall_score) }}>
+            {formatScore(run.overall_score)}
+          </span>
+          <span className="text-[11px]" style={{ color: "var(--text-muted)" }}>
+            {formatDuration(run.start_time, run.end_time)}
+          </span>
+          {isRunning && (
+            <div className="flex items-center gap-2 max-w-[160px]">
+              <div className="flex-1 h-2 rounded-full overflow-hidden" style={{ background: "var(--bg-tertiary)" }}>
+                <div
+                  className="h-full rounded-full transition-all"
+                  style={{
+                    width: `${run.progress_total > 0 ? (run.progress_completed / run.progress_total) * 100 : 0}%`,
+                    background: "var(--info)",
+                  }}
+                />
+              </div>
+              <span className="text-[11px] shrink-0" style={{ color: "var(--text-muted)" }}>
+                {run.progress_completed}/{run.progress_total}
+              </span>
+            </div>
+          )}
+          {/* Per-evaluator scores inline */}
+          {evaluatorIds.length > 0 && (
+            <div className="flex gap-3 ml-auto">
+              {evaluatorIds.map((id) => {
+                const ev = evaluators.find((e) => e.id === id);
+                const score = run.evaluator_scores[id];
+                return (
+                  <div key={id} className="flex items-center gap-1.5">
+                    <span className="text-[11px]" style={{ color: "var(--text-muted)" }}>
+                      {stripEvaluatorSuffix(ev?.name ?? id)}
+                    </span>
+                    <div className="w-12 h-2 rounded-full overflow-hidden" style={{ background: "var(--bg-tertiary)" }}>
+                      <div
+                        className="h-full rounded-full"
+                        style={{ width: `${score * 100}%`, background: scoreColor(score) }}
+                      />
+                    </div>
+                    <span className="text-[11px] font-mono" style={{ color: scoreColor(score) }}>
+                      {formatScore(score)}
+                    </span>
+                  </div>
+                );
+              })}
+            </div>
+          )}
+        </div>
+
+        {/* Item list (resizable height, like GraphPanel) */}
+        <div className="shrink-0 overflow-hidden flex flex-col" style={{ height: itemListHeight }}>
+          {/* Table header */}
+          <div
+            className="flex items-center px-3 h-7 text-[11px] font-semibold shrink-0 border-b"
+            style={{ color: "var(--text-muted)", background: "var(--bg-secondary)", borderColor: "var(--border)" }}
+          >
+            <span className="w-5 shrink-0" />
+            <span className="flex-1 min-w-0">Name</span>
+            <span className="w-14 shrink-0 text-right">Score</span>
+            {evaluatorIds.map((id) => {
+              const ev = evaluators.find((e) => e.id === id);
+              return (
+                <span key={id} className="w-36 shrink-0 text-right truncate pl-2" title={ev?.name ?? id}>{stripEvaluatorSuffix(ev?.name ?? id)}</span>
+              );
+            })}
+            <span className="w-14 shrink-0 text-right">Time</span>
+          </div>
+          {/* Scrollable item rows */}
+          <div className="flex-1 overflow-y-auto">
+            {detail.results.map((item: EvalItemResult) => {
+              const isPending = item.status === "pending";
+              const isFailed = item.status === "failed";
+              const isSelected = item.name === selectedItemName;
+              return (
+                <button
+                  key={item.name}
+                  onClick={() => {
+                    if (isSelected) {
+                      navigate(`#/evals/runs/${evalRunId}`);
+                    } else {
+                      navigate(`#/evals/runs/${evalRunId}/${encodeURIComponent(item.name)}`);
+                    }
+                  }}
+                  className="w-full text-left px-3 py-1.5 flex items-center text-xs border-b transition-colors cursor-pointer"
+                  style={{
+                    borderColor: "var(--border)",
+                    background: isSelected ? "color-mix(in srgb, var(--accent) 10%, var(--bg-primary))" : undefined,
+                    borderLeft: isSelected ? "2px solid var(--accent)" : "2px solid transparent",
+                    opacity: isPending ? 0.5 : 1,
+                  }}
+                  onMouseEnter={(e) => { if (!isSelected) e.currentTarget.style.background = "var(--bg-hover)"; }}
+                  onMouseLeave={(e) => { if (!isSelected) e.currentTarget.style.background = ""; }}
+                >
+                  {/* Status dot */}
+                  <span className="w-5 shrink-0 flex justify-center">
+                    <span
+                      className="w-2 h-2 rounded-full"
+                      style={{
+                        background: isPending ? "var(--text-muted)"
+                          : isFailed ? "var(--error)"
+                          : item.overall_score >= 0.8 ? "var(--success)"
+                          : item.overall_score >= 0.5 ? "var(--warning)"
+                          : "var(--error)",
+                      }}
+                    />
+                  </span>
+                  {/* Name */}
+                  <span className="flex-1 min-w-0 truncate" style={{ color: "var(--text-primary)" }}>
+                    {item.name}
+                  </span>
+                  {/* Overall score */}
+                  <span className="w-14 shrink-0 text-right font-mono font-semibold" style={{ color: scoreColor(isPending ? null : item.overall_score) }}>
+                    {isPending ? "-" : formatScore(item.overall_score)}
+                  </span>
+                  {/* Per-evaluator scores */}
+                  {evaluatorIds.map((id) => (
+                    <span key={id} className="w-36 shrink-0 text-right font-mono pl-2" style={{ color: scoreColor(isPending ? null : item.scores[id] ?? null) }}>
+                      {isPending ? "-" : formatScore(item.scores[id] ?? null)}
+                    </span>
+                  ))}
+                  {/* Duration */}
+                  <span className="w-14 shrink-0 text-right" style={{ color: "var(--text-muted)" }}>
+                    {item.duration_ms !== null ? `${(item.duration_ms / 1000).toFixed(1)}s` : "-"}
+                  </span>
+                </button>
+              );
+            })}
+            {detail.results.length === 0 && (
+              <div className="flex items-center justify-center py-8 text-[var(--text-muted)] text-xs">
+                {isRunning ? "Waiting for results..." : "No results"}
+              </div>
+            )}
+          </div>
+        </div>
+
+        {/* Row drag handle */}
+        <div
+          onMouseDown={onRowResizeStart}
+          onTouchStart={onRowResizeStart}
+          className="shrink-0 drag-handle-row"
+        />
+
+        {/* Trace tree (bottom, flex-1, like TraceTree in debug) */}
+        <div className="flex-1 overflow-hidden">
+          {selectedItem && selectedTraces.length > 0 ? (
+            <TraceTree traces={selectedTraces} />
+          ) : (
+            <div className="flex items-center justify-center h-full text-[var(--text-muted)] text-xs">
+              {selectedItem?.status === "pending" ? "Pending..." : "No traces available"}
+            </div>
+          )}
+        </div>
+      </div>
+
+      {/* Sidebar drag handle */}
+      <div
+        onMouseDown={onSidebarResizeStart}
+        onTouchStart={onSidebarResizeStart}
+        className={`shrink-0 drag-handle-col${isDragging ? "" : " transition-all"}`}
+        style={{ width: selectedItem ? 3 : 0, opacity: selectedItem ? 1 : 0 }}
+      />
+
+      {/* Right sidebar */}
+      <DetailsSidebar
+        width={sidebarWidth}
+        item={selectedItem}
+        evaluators={evaluators}
+        isRunning={isRunning}
+        isDragging={isDragging}
+      />
+    </div>
+  );
+}
+
+type DetailTab = "score" | "io" | "logs";
+
+const detailTabs: { id: DetailTab; label: string }[] = [
+  { id: "score", label: "Score" },
+  { id: "io", label: "I/O" },
+  { id: "logs", label: "Logs" },
+];
+
+function DetailsSidebar({
+  width,
+  item,
+  evaluators,
+  isRunning,
+  isDragging,
+}: {
+  width: number;
+  item: EvalItemResult | null;
+  evaluators: { id: string; name: string }[];
+  isRunning: boolean;
+  isDragging: boolean;
+}) {
+  const [tab, setTab] = useState<DetailTab>("score");
+
+  const showSidebar = !!item;
+
+  return (
+    <div
+      className={`shrink-0 flex flex-col overflow-hidden${isDragging ? "" : " transition-[width] duration-200 ease-in-out"}`}
+      style={{ width: showSidebar ? width : 0, background: "var(--bg-primary)" }}
+    >
+      {/* Tab bar */}
+      <div
+        className="flex items-center gap-1 px-2 h-10 border-b shrink-0"
+        style={{ borderColor: "var(--border)", background: "var(--bg-secondary)", minWidth: width }}
+      >
+        {detailTabs.map((t) => (
+          <button
+            key={t.id}
+            onClick={() => setTab(t.id)}
+            className="px-2.5 py-1 h-7 text-xs font-semibold rounded transition-colors cursor-pointer"
+            style={{
+              color: tab === t.id ? "var(--accent)" : "var(--text-muted)",
+              background: tab === t.id ? "color-mix(in srgb, var(--accent) 10%, transparent)" : "transparent",
+              border: "none",
+            }}
+            onMouseEnter={(e) => { if (tab !== t.id) e.currentTarget.style.color = "var(--text-primary)"; }}
+            onMouseLeave={(e) => { if (tab !== t.id) e.currentTarget.style.color = "var(--text-muted)"; }}
+          >
+            {t.label}
+          </button>
+        ))}
+        {isRunning && (
+          <span
+            className="ml-auto text-[11px] px-2 py-0.5 rounded-full shrink-0"
+            style={{
+              background: "color-mix(in srgb, var(--warning) 15%, var(--bg-secondary))",
+              color: "var(--warning)",
+            }}
+          >
+            Running...
+          </span>
+        )}
+      </div>
+
+      {/* Content */}
+      <div className="flex-1 overflow-y-auto" style={{ minWidth: width }}>
+        {!item ? null : item.status === "pending" ? (
+          <div className="flex items-center justify-center h-full text-[var(--text-muted)] text-xs">
+            Pending...
+          </div>
+        ) : (
+          <>
+            {item.status === "failed" && (
+              <div
+                className="mx-2 mt-2 px-3 py-2 rounded text-xs"
+                style={{ background: "rgba(239,68,68,0.1)", color: "var(--error)" }}
+              >
+                <div className="flex items-center gap-2 font-semibold">
+                  <svg width="14" height="14" viewBox="0 0 16 16" fill="none"><circle cx="8" cy="8" r="7" stroke="currentColor" strokeWidth="1.5"/><path d="M8 4.5v4" stroke="currentColor" strokeWidth="1.5" strokeLinecap="round"/><circle cx="8" cy="11" r="0.75" fill="currentColor"/></svg>
+                  <span>Evaluator error</span>
+                </div>
+                {item.error && (
+                  <div className="mt-1 pl-[22px] text-[11px] opacity-80 break-words" style={{ color: "var(--text-secondary)" }}>
+                    {item.error}
+                  </div>
+                )}
+              </div>
+            )}
+            {tab === "score" ? (
+              <ScoreTab item={item} evaluators={evaluators} />
+            ) : tab === "io" ? (
+              <IOTab item={item} />
+            ) : (
+              <div className="flex items-center justify-center h-full text-[var(--text-muted)] text-xs">
+                Logs coming soon
+              </div>
+            )}
+          </>
+        )}
+      </div>
+    </div>
+  );
+}
+
+function ScoreTab({ item, evaluators }: { item: EvalItemResult; evaluators: { id: string; name: string }[] }) {
+  const evalIds = Object.keys(item.scores);
+
+  return (
+    <div className="p-2 overflow-y-auto h-full space-y-1.5">
+      {/* Overall */}
+      <div
+        className="overflow-hidden"
+        style={{ border: "1px solid var(--border)" }}
+      >
+        <div
+          className="px-3 py-2 flex items-center gap-2"
+          style={{ background: "var(--bg-secondary)" }}
+        >
+          <span className="truncate text-[11px] font-semibold" style={{ color: "var(--text-primary)" }}>
+            Overall
+          </span>
+          <div className="ml-auto flex items-center gap-2">
+            <div className="w-24 h-2.5 rounded-full overflow-hidden" style={{ background: "var(--bg-tertiary)" }}>
+              <div
+                className="h-full rounded-full"
+                style={{ width: `${item.overall_score * 100}%`, background: scoreColor(item.overall_score) }}
+              />
+            </div>
+            <span className="text-xs font-mono font-bold shrink-0 w-10 text-right" style={{ color: scoreColor(item.overall_score) }}>
+              {formatScore(item.overall_score)}
+            </span>
+          </div>
+        </div>
+      </div>
+
+      {/* Failed: no evaluator scores */}
+      {item.status === "failed" && evalIds.length === 0 && (
+        <div
+          className="px-3 py-3 text-xs text-center"
+          style={{ color: "var(--text-muted)" }}
+        >
+          All evaluators failed — no scores available
+        </div>
+      )}
+
+      {/* Per-evaluator scores */}
+      {evalIds.map((evId) => {
+            const ev = evaluators.find((e) => e.id === evId);
+            const score = item.scores[evId];
+            const justification = item.justifications[evId];
+            return (
+              <div
+                key={evId}
+                className="overflow-hidden"
+                style={{ border: "1px solid var(--border)" }}
+              >
+                <div
+                  className="px-3 py-2 flex items-center gap-2"
+                  style={{ background: "var(--bg-secondary)" }}
+                >
+                  <span className="truncate text-[11px] font-semibold" style={{ color: "var(--text-primary)" }} title={ev?.name ?? evId}>
+                    {ev?.name ?? evId}
+                  </span>
+                  <div className="ml-auto flex items-center gap-2">
+                    <div className="w-24 h-2.5 rounded-full overflow-hidden" style={{ background: "var(--bg-tertiary)" }}>
+                      <div
+                        className="h-full rounded-full"
+                        style={{ width: `${score * 100}%`, background: scoreColor(score) }}
+                      />
+                    </div>
+                    <span className="text-xs font-mono font-bold shrink-0 w-10 text-right" style={{ color: scoreColor(score) }}>
+                      {formatScore(score)}
+                    </span>
+                  </div>
+                </div>
+                {justification && (
+                  <JustificationBlock text={justification} />
+                )}
+              </div>
+            );
+          })}
+    </div>
+  );
+}
+
+function IOTab({ item }: { item: EvalItemResult }) {
+  const inputJson = JSON.stringify(item.inputs, null, 2);
+  const outputJson = typeof item.output === "string" ? item.output : JSON.stringify(item.output, null, 2);
+  const expectedJson = item.expected_output != null
+    ? (typeof item.expected_output === "string" ? item.expected_output : JSON.stringify(item.expected_output, null, 2))
+    : null;
+
+  return (
+    <div className="p-2 overflow-y-auto h-full space-y-1.5">
+      <DataSection title="Input" copyText={inputJson}>
+        <JsonHighlight
+          json={inputJson}
+          className="px-3 py-2 text-xs font-mono whitespace-pre-wrap break-words"
+        />
+      </DataSection>
+
+      {expectedJson && (
+        <DataSection title="Expected Output" copyText={expectedJson}>
+          <JsonHighlight
+            json={expectedJson}
+            className="px-3 py-2 text-xs font-mono whitespace-pre-wrap break-words"
+          />
+        </DataSection>
+      )}
+
+      <DataSection
+        title="Output"
+        copyText={outputJson}
+        trailing={item.duration_ms !== null ? (
+          <span className="ml-auto text-[10px]" style={{ color: "var(--text-muted)" }}>
+            {(item.duration_ms / 1000).toFixed(2)}s
+          </span>
+        ) : undefined}
+      >
+        <JsonHighlight
+          json={outputJson}
+          className="px-3 py-2 text-xs font-mono whitespace-pre-wrap break-words"
+        />
+      </DataSection>
+    </div>
+  );
+}
+
+/** Try to parse `expected="..." actual="..."` from justification text into structured blocks. */
+function parseExpectedActual(text: string): { expected: string; actual: string; meta: Record<string, string> } | null {
+  const m = text.match(/expected="(.+?)"\s+actual="(.+?)"(.*)/s);
+  if (!m) return null;
+  // Parse trailing key=value pairs like matched_leaves=1.0 total_leaves=1.0
+  const meta: Record<string, string> = {};
+  const rest = m[3]?.trim() ?? "";
+  if (rest) {
+    for (const pair of rest.match(/(\w+)=([\S]+)/g) ?? []) {
+      const eq = pair.indexOf("=");
+      meta[pair.slice(0, eq)] = pair.slice(eq + 1);
+    }
+  }
+  return { expected: m[1], actual: m[2], meta };
+}
+
+function tryFormatValue(raw: string): string {
+  // Python dict repr → JSON: single quotes → double quotes, True/False/None → JSON equivalents
+  try {
+    const jsonLike = raw
+      .replace(/'/g, '"')
+      .replace(/\bTrue\b/g, "true")
+      .replace(/\bFalse\b/g, "false")
+      .replace(/\bNone\b/g, "null");
+    const parsed = JSON.parse(jsonLike);
+    return JSON.stringify(parsed, null, 2);
+  } catch {
+    return raw;
+  }
+}
+
+function JustificationBlock({ text }: { text: string }) {
+  const parsed = parseExpectedActual(text);
+
+  if (!parsed) {
+    // Fallback: plain text
+    return (
+      <div className="px-3 py-2 border-t" style={{ borderColor: "var(--border)" }}>
+        <div className="text-xs leading-relaxed" style={{ color: "var(--text-secondary)" }}>
+          {text}
+        </div>
+      </div>
+    );
+  }
+
+  const expected = tryFormatValue(parsed.expected);
+  const actual = tryFormatValue(parsed.actual);
+  const match = expected === actual;
+
+  return (
+    <div className="border-t" style={{ borderColor: "var(--border)" }}>
+      <div className="grid grid-cols-2 gap-0">
+        {/* Expected */}
+        <div className="px-3 py-2 border-r" style={{ borderColor: "var(--border)" }}>
+          <div className="text-[10px] font-semibold mb-1" style={{ color: "var(--text-muted)" }}>
+            Expected
+          </div>
+          <pre
+            className="text-[11px] font-mono whitespace-pre-wrap break-words"
+            style={{ color: "var(--text-secondary)" }}
+          >
+            {expected}
+          </pre>
+        </div>
+        {/* Actual */}
+        <div className="px-3 py-2">
+          <div className="flex items-center gap-1.5 mb-1">
+            <span className="text-[10px] font-semibold" style={{ color: "var(--text-muted)" }}>
+              Actual
+            </span>
+            <span
+              className="w-1.5 h-1.5 rounded-full"
+              style={{ background: match ? "var(--success)" : "var(--error)" }}
+            />
+          </div>
+          <pre
+            className="text-[11px] font-mono whitespace-pre-wrap break-words"
+            style={{ color: match ? "var(--success)" : "var(--error)" }}
+          >
+            {actual}
+          </pre>
+        </div>
+      </div>
+      {Object.keys(parsed.meta).length > 0 && (
+        <div className="px-3 py-1.5 border-t flex items-center gap-3" style={{ borderColor: "var(--border)" }}>
+          {Object.entries(parsed.meta).map(([k, v]) => (
+            <span key={k} className="text-[10px]" style={{ color: "var(--text-muted)" }}>
+              <span className="font-medium">{k.replace(/_/g, " ")}</span>{" "}
+              <span className="font-mono">{v}</span>
+            </span>
+          ))}
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/evals/EvalSetDetail.tsx b/src/uipath/dev/server/frontend/src/components/evals/EvalSetDetail.tsx
new file mode 100644
index 0000000..2d322be
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/evals/EvalSetDetail.tsx
@@ -0,0 +1,518 @@
+import { useCallback, useEffect, useRef, useState } from "react";
+import { getEvalSet, startEvalRun, updateEvalSetEvaluators, deleteEvalItem } from "../../api/eval-client";
+import { useEvalStore } from "../../store/useEvalStore";
+import { useHashRoute } from "../../hooks/useHashRoute";
+import type { EvalSetDetail as EvalSetDetailType, EvalItem } from "../../types/eval";
+import JsonHighlight from "../shared/JsonHighlight";
+import DataSection from "../shared/DataSection";
+
+interface Props {
+  evalSetId: string;
+}
+
+function truncateJson(val: unknown, max = 60): string {
+  const s = typeof val === "string" ? val : JSON.stringify(val);
+  if (!s || s === "null") return "-";
+  return s.length > max ? s.slice(0, max) + "..." : s;
+}
+
+type SidebarTab = "io" | "evaluators";
+
+export default function EvalSetDetail({ evalSetId }: Props) {
+  const [detail, setDetail] = useState<EvalSetDetailType | null>(null);
+  const [loading, setLoading] = useState(true);
+  const [selectedItemName, setSelectedItemName] = useState<string | null>(null);
+  const [runLoading, setRunLoading] = useState(false);
+  const [sidebarTab, setSidebarTab] = useState<SidebarTab>("io");
+  const evaluators = useEvalStore((s) => s.evaluators);
+  const localEvaluators = useEvalStore((s) => s.localEvaluators);
+  const storeUpdateEvaluators = useEvalStore((s) => s.updateEvalSetEvaluators);
+  const incrementEvalSetCount = useEvalStore((s) => s.incrementEvalSetCount);
+  const upsertEvalRun = useEvalStore((s) => s.upsertEvalRun);
+  const { navigate } = useHashRoute();
+
+  // Evaluator edit popover state
+  const [editOpen, setEditOpen] = useState(false);
+  const [editRefs, setEditRefs] = useState<Set<string>>(new Set());
+  const [editSaving, setEditSaving] = useState(false);
+  const popoverRef = useRef<HTMLDivElement>(null);
+
+  // Sidebar width (resizable)
+  const [sidebarWidth, setSidebarWidth] = useState(() => {
+    const saved = localStorage.getItem("evalSetSidebarWidth");
+    return saved ? parseInt(saved, 10) : 320;
+  });
+  const [isDragging, setIsDragging] = useState(false);
+  const outerRef = useRef<HTMLDivElement>(null);
+
+  useEffect(() => {
+    localStorage.setItem("evalSetSidebarWidth", String(sidebarWidth));
+  }, [sidebarWidth]);
+
+  useEffect(() => {
+    setLoading(true);
+    setSelectedItemName(null);
+    getEvalSet(evalSetId)
+      .then((d) => {
+        setDetail(d);
+        if (d.items.length > 0) setSelectedItemName(d.items[0].name);
+      })
+      .catch(console.error)
+      .finally(() => setLoading(false));
+  }, [evalSetId]);
+
+  const handleRun = async () => {
+    setRunLoading(true);
+    try {
+      const run = await startEvalRun(evalSetId);
+      upsertEvalRun(run);
+      navigate(`#/evals/runs/${run.id}`);
+    } catch (err) {
+      console.error(err);
+    } finally {
+      setRunLoading(false);
+    }
+  };
+
+  const handleDeleteItem = async (itemName: string) => {
+    if (!detail) return;
+    try {
+      await deleteEvalItem(evalSetId, itemName);
+      setDetail((prev) => {
+        if (!prev) return prev;
+        const items = prev.items.filter((i) => i.name !== itemName);
+        return { ...prev, items, eval_count: items.length };
+      });
+      incrementEvalSetCount(evalSetId, -1);
+      if (selectedItemName === itemName) setSelectedItemName(null);
+    } catch (err) {
+      console.error(err);
+    }
+  };
+
+  // --- Evaluator edit popover ---
+  const openEditPopover = useCallback(() => {
+    if (detail) {
+      setEditRefs(new Set(detail.evaluator_ids));
+    }
+    setEditOpen(true);
+  }, [detail]);
+
+  const toggleEditRef = (id: string) => {
+    setEditRefs((prev) => {
+      const next = new Set(prev);
+      if (next.has(id)) next.delete(id);
+      else next.add(id);
+      return next;
+    });
+  };
+
+  const handleSaveEvaluators = async () => {
+    if (!detail) return;
+    setEditSaving(true);
+    try {
+      const updated = await updateEvalSetEvaluators(evalSetId, Array.from(editRefs));
+      setDetail(updated);
+      storeUpdateEvaluators(evalSetId, updated.evaluator_ids);
+      setEditOpen(false);
+    } catch (err) {
+      console.error(err);
+    } finally {
+      setEditSaving(false);
+    }
+  };
+
+  // Click-outside to close popover
+  useEffect(() => {
+    if (!editOpen) return;
+    const handler = (e: MouseEvent) => {
+      if (popoverRef.current && !popoverRef.current.contains(e.target as Node)) {
+        setEditOpen(false);
+      }
+    };
+    document.addEventListener("mousedown", handler);
+    return () => document.removeEventListener("mousedown", handler);
+  }, [editOpen]);
+
+  // --- Sidebar col resize ---
+  const onSidebarResizeStart = useCallback((e: React.MouseEvent | React.TouchEvent) => {
+    e.preventDefault();
+    setIsDragging(true);
+
+    const startX = "touches" in e ? e.touches[0].clientX : e.clientX;
+    const startW = sidebarWidth;
+
+    const onMove = (ev: MouseEvent | TouchEvent) => {
+      const container = outerRef.current;
+      if (!container) return;
+      const clientX = "touches" in ev ? ev.touches[0].clientX : ev.clientX;
+      const maxW = container.clientWidth - 300;
+      const newW = Math.max(280, Math.min(maxW, startW + (startX - clientX)));
+      setSidebarWidth(newW);
+    };
+
+    const onUp = () => {
+      setIsDragging(false);
+      document.removeEventListener("mousemove", onMove);
+      document.removeEventListener("mouseup", onUp);
+      document.removeEventListener("touchmove", onMove);
+      document.removeEventListener("touchend", onUp);
+      document.body.style.cursor = "";
+      document.body.style.userSelect = "";
+    };
+
+    document.body.style.cursor = "col-resize";
+    document.body.style.userSelect = "none";
+    document.addEventListener("mousemove", onMove);
+    document.addEventListener("mouseup", onUp);
+    document.addEventListener("touchmove", onMove, { passive: false });
+    document.addEventListener("touchend", onUp);
+  }, [sidebarWidth]);
+
+  if (loading) {
+    return (
+      <div className="flex items-center justify-center h-full text-[var(--text-muted)] text-sm">
+        Loading...
+      </div>
+    );
+  }
+
+  if (!detail) {
+    return (
+      <div className="flex items-center justify-center h-full text-[var(--text-muted)]">
+        Eval set not found
+      </div>
+    );
+  }
+
+  const selectedItem = detail.items.find((i) => i.name === selectedItemName) ?? null;
+
+  return (
+    <div ref={outerRef} className="flex h-full">
+      {/* Main content: header + item grid */}
+      <div className="flex flex-col flex-1 min-w-0">
+        {/* Header bar */}
+        <div className="px-4 h-10 border-b shrink-0 flex items-center gap-4" style={{ borderColor: "var(--border)" }}>
+          <h1 className="text-base font-semibold" style={{ color: "var(--text-primary)" }}>
+            {detail.name}
+          </h1>
+          <span className="text-[11px]" style={{ color: "var(--text-muted)" }}>
+            {detail.eval_count} items
+          </span>
+          <div className="flex gap-1 items-center ml-auto relative">
+            <button
+              onClick={openEditPopover}
+              className="w-7 h-7 flex items-center justify-center rounded cursor-pointer transition-colors"
+              style={{ color: "var(--text-muted)", background: "transparent", border: "none" }}
+              onMouseEnter={(e) => { e.currentTarget.style.color = "var(--text-primary)"; e.currentTarget.style.background = "var(--bg-secondary)"; }}
+              onMouseLeave={(e) => { e.currentTarget.style.color = "var(--text-muted)"; e.currentTarget.style.background = "transparent"; }}
+              title="Edit evaluators"
+              aria-label="Edit evaluators"
+            >
+              <svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" strokeLinejoin="round">
+                <path d="M17 3a2.85 2.83 0 1 1 4 4L7.5 20.5 2 22l1.5-5.5Z" />
+                <path d="m15 5 4 4" />
+              </svg>
+            </button>
+            {detail.evaluator_ids.map((id) => {
+              const ev = evaluators.find((e) => e.id === id);
+              return (
+                <span
+                  key={id}
+                  className="px-1.5 py-0.5 rounded text-[11px] font-medium"
+                  style={{ background: "var(--bg-tertiary)", color: "var(--text-secondary)" }}
+                >
+                  {ev?.name ?? id}
+                </span>
+              );
+            })}
+            {editOpen && (
+              <div
+                ref={popoverRef}
+                className="absolute top-full right-0 mt-1 z-50 rounded-md border shadow-lg"
+                style={{
+                  background: "var(--bg-primary)",
+                  borderColor: "var(--border)",
+                  minWidth: 220,
+                }}
+              >
+                <div className="px-3 py-2 border-b text-[10px] uppercase tracking-wide font-semibold"
+                  style={{ color: "var(--text-muted)", borderColor: "var(--border)" }}>
+                  Evaluators
+                </div>
+                <div className="max-h-48 overflow-y-auto">
+                  {localEvaluators.length === 0 ? (
+                    <div className="px-3 py-3 text-xs" style={{ color: "var(--text-muted)" }}>
+                      No evaluators available
+                    </div>
+                  ) : (
+                    localEvaluators.map((ev) => (
+                      <label
+                        key={ev.id}
+                        className="flex items-center gap-2 px-3 py-1.5 text-xs cursor-pointer transition-colors"
+                        style={{ borderBottom: "1px solid var(--border)" }}
+                        onMouseEnter={(e) => { e.currentTarget.style.background = "var(--bg-hover)"; }}
+                        onMouseLeave={(e) => { e.currentTarget.style.background = "transparent"; }}
+                      >
+                        <input
+                          type="checkbox"
+                          checked={editRefs.has(ev.id)}
+                          onChange={() => toggleEditRef(ev.id)}
+                          className="accent-[var(--accent)]"
+                        />
+                        <span className="flex-1 truncate" style={{ color: "var(--text-primary)" }}>{ev.name}</span>
+                      </label>
+                    ))
+                  )}
+                </div>
+                <div className="px-3 py-2 border-t flex justify-end" style={{ borderColor: "var(--border)" }}>
+                  <button
+                    onClick={handleSaveEvaluators}
+                    disabled={editSaving}
+                    className="px-3 py-1 text-[11px] font-semibold rounded cursor-pointer transition-colors disabled:opacity-50"
+                    style={{ background: "var(--accent)", color: "var(--bg-primary)", border: "none" }}
+                    onMouseEnter={(e) => { e.currentTarget.style.background = "var(--accent-hover)"; }}
+                    onMouseLeave={(e) => { e.currentTarget.style.background = "var(--accent)"; }}
+                  >
+                    {editSaving ? "Saving..." : "Update"}
+                  </button>
+                </div>
+              </div>
+            )}
+          </div>
+          <button
+            onClick={handleRun}
+            disabled={runLoading}
+            className="ml-2 px-3 py-1 h-7 text-xs font-semibold rounded border flex items-center gap-1.5 cursor-pointer transition-colors disabled:opacity-30 disabled:cursor-not-allowed"
+            style={{ color: "var(--success)", borderColor: "var(--success)", background: "transparent" }}
+            onMouseEnter={(e) => { if (!runLoading) e.currentTarget.style.background = "color-mix(in srgb, var(--success) 10%, transparent)"; }}
+            onMouseLeave={(e) => { e.currentTarget.style.background = "transparent"; }}
+            title="Run eval set"
+            aria-label="Run eval set"
+          >
+            <svg width="12" height="12" viewBox="0 0 24 24" fill="currentColor" stroke="none">
+              <polygon points="5,3 19,12 5,21" />
+            </svg>
+            {runLoading ? "Running..." : "Run"}
+          </button>
+        </div>
+
+        {/* Table header */}
+        <div
+          className="flex items-center px-3 h-7 text-[11px] font-semibold shrink-0 border-b"
+          style={{ color: "var(--text-muted)", background: "var(--bg-secondary)", borderColor: "var(--border)" }}
+        >
+          <span className="w-56 shrink-0">Name</span>
+          <span className="flex-1 min-w-0">Input</span>
+          <span className="w-32 shrink-0 pl-2">Expected Behavior</span>
+          <span className="w-32 shrink-0 pl-2">Expected Output</span>
+          <span className="w-32 shrink-0 pl-2">Simulation Instr.</span>
+          <span className="w-8 shrink-0" />
+        </div>
+
+        {/* Scrollable item rows */}
+        <div className="flex-1 overflow-y-auto">
+          {detail.items.map((item: EvalItem) => {
+            const isSelected = item.name === selectedItemName;
+            return (
+              <button
+                key={item.name}
+                onClick={() => setSelectedItemName(isSelected ? null : item.name)}
+                className="group w-full text-left px-3 py-1.5 flex items-center text-xs border-b transition-colors cursor-pointer"
+                style={{
+                  borderColor: "var(--border)",
+                  background: isSelected ? "color-mix(in srgb, var(--accent) 10%, var(--bg-primary))" : undefined,
+                  borderLeft: isSelected ? "3px solid var(--accent)" : "3px solid transparent",
+                }}
+                onMouseEnter={(e) => { if (!isSelected) e.currentTarget.style.background = "var(--bg-hover)"; }}
+                onMouseLeave={(e) => { if (!isSelected) e.currentTarget.style.background = ""; }}
+              >
+                {/* Evaluation Name */}
+                <span className="w-56 shrink-0 truncate" style={{ color: "var(--text-primary)" }}>
+                  {item.name}
+                </span>
+                {/* Input */}
+                <span className="flex-1 min-w-0 truncate font-mono text-[11px]" style={{ color: "var(--text-muted)" }}>
+                  {truncateJson(item.inputs)}
+                </span>
+                {/* Expected Behavior */}
+                <span className="w-32 shrink-0 truncate pl-2 text-[11px]" style={{ color: "var(--text-muted)" }}>
+                  {item.expected_behavior || "-"}
+                </span>
+                {/* Expected Output */}
+                <span className="w-32 shrink-0 truncate pl-2 font-mono text-[11px]" style={{ color: "var(--text-muted)" }}>
+                  {truncateJson(item.expected_output, 40)}
+                </span>
+                {/* Simulation Instructions */}
+                <span className="w-32 shrink-0 truncate pl-2 text-[11px]" style={{ color: "var(--text-muted)" }}>
+                  {item.simulation_instructions || "-"}
+                </span>
+                {/* Delete */}
+                <span
+                  role="button"
+                  tabIndex={0}
+                  className="w-8 shrink-0 flex items-center justify-center opacity-0 group-hover:opacity-100 transition-opacity"
+                  onClick={(e) => { e.stopPropagation(); handleDeleteItem(item.name); }}
+                  onKeyDown={(e) => { if (e.key === "Enter") { e.stopPropagation(); handleDeleteItem(item.name); } }}
+                  style={{ color: "var(--text-muted)" }}
+                  onMouseEnter={(e) => { e.currentTarget.style.color = "var(--error)"; }}
+                  onMouseLeave={(e) => { e.currentTarget.style.color = "var(--text-muted)"; }}
+                  title="Delete item"
+                >
+                  <svg width="12" height="12" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round">
+                    <line x1="18" y1="6" x2="6" y2="18" />
+                    <line x1="6" y1="6" x2="18" y2="18" />
+                  </svg>
+                </span>
+              </button>
+            );
+          })}
+          {detail.items.length === 0 && (
+            <div className="flex items-center justify-center py-8 text-[var(--text-muted)] text-xs">
+              No items in this eval set
+            </div>
+          )}
+        </div>
+      </div>
+
+      {/* Sidebar drag handle */}
+      <div
+        onMouseDown={onSidebarResizeStart}
+        onTouchStart={onSidebarResizeStart}
+        className={`shrink-0 drag-handle-col${isDragging ? "" : " transition-all"}`}
+        style={{ width: selectedItem ? 3 : 0, opacity: selectedItem ? 1 : 0 }}
+      />
+
+      {/* Right sidebar */}
+      <div
+        className={`shrink-0 flex flex-col overflow-hidden${isDragging ? "" : " transition-[width] duration-200 ease-in-out"}`}
+        style={{ width: selectedItem ? sidebarWidth : 0, background: "var(--bg-primary)" }}
+      >
+        {/* Tab bar */}
+        <div
+          className="flex items-center gap-1 px-2 h-10 border-b shrink-0"
+          style={{ borderColor: "var(--border)", background: "var(--bg-secondary)", minWidth: sidebarWidth }}
+        >
+          {(["io", "evaluators"] as const).map((tab) => {
+            const active = sidebarTab === tab;
+            const label = tab === "io" ? "I/O" : "Evaluators";
+            return (
+              <button
+                key={tab}
+                onClick={() => setSidebarTab(tab)}
+                className="px-2.5 py-1 h-7 text-xs font-semibold rounded inline-flex items-center cursor-pointer transition-colors"
+                style={{
+                  color: active ? "var(--accent)" : "var(--text-muted)",
+                  background: active ? "color-mix(in srgb, var(--accent) 10%, transparent)" : "transparent",
+                  border: "none",
+                }}
+              >
+                {label}
+              </button>
+            );
+          })}
+        </div>
+
+        {/* Content */}
+        <div className="flex-1 overflow-hidden" style={{ minWidth: sidebarWidth }}>
+          {selectedItem ? (
+            sidebarTab === "io" ? (
+              <ItemIOView item={selectedItem} />
+            ) : (
+              <ItemEvaluatorsView item={selectedItem} evaluators={evaluators} />
+            )
+          ) : null}
+        </div>
+      </div>
+    </div>
+  );
+}
+
+function ItemIOView({ item }: { item: EvalItem }) {
+  const inputJson = JSON.stringify(item.inputs, null, 2);
+  const expectedOutputJson = item.expected_output != null
+    ? (typeof item.expected_output === "string" ? item.expected_output : JSON.stringify(item.expected_output, null, 2))
+    : null;
+
+  return (
+    <div className="p-2 overflow-y-auto h-full space-y-1.5">
+      <DataSection title="Input" copyText={inputJson}>
+        <JsonHighlight
+          json={inputJson}
+          className="px-3 py-2 text-xs font-mono whitespace-pre-wrap break-words"
+        />
+      </DataSection>
+
+      {item.expected_behavior && (
+        <DataSection title="Expected Behavior" copyText={item.expected_behavior}>
+          <div className="px-3 py-2 text-xs leading-relaxed whitespace-pre-wrap" style={{ color: "var(--text-secondary)" }}>
+            {item.expected_behavior}
+          </div>
+        </DataSection>
+      )}
+
+      {expectedOutputJson && (
+        <DataSection title="Expected Output" copyText={expectedOutputJson}>
+          <JsonHighlight
+            json={expectedOutputJson}
+            className="px-3 py-2 text-xs font-mono whitespace-pre-wrap break-words"
+          />
+        </DataSection>
+      )}
+
+      {item.simulation_instructions && (
+        <DataSection title="Simulation Instructions" copyText={item.simulation_instructions}>
+          <div className="px-3 py-2 text-xs leading-relaxed whitespace-pre-wrap" style={{ color: "var(--text-secondary)" }}>
+            {item.simulation_instructions}
+          </div>
+        </DataSection>
+      )}
+    </div>
+  );
+}
+
+function ItemEvaluatorsView({ item, evaluators }: { item: EvalItem; evaluators: { id: string; name: string }[] }) {
+  return (
+    <div className="p-2 overflow-y-auto h-full space-y-1.5">
+      {item.evaluator_ids.length > 0 ? (
+        <>
+          {item.evaluator_ids.map((evId) => {
+            const ev = evaluators.find((e) => e.id === evId);
+            const criteria = item.evaluation_criterias?.[evId];
+            return (
+              <div
+                key={evId}
+                className="overflow-hidden"
+                style={{ border: "1px solid var(--border)" }}
+              >
+                <div
+                  className="px-3 py-2 flex items-center gap-2"
+                  style={{ background: "var(--bg-secondary)" }}
+                >
+                  <span className="text-[11px] font-semibold" style={{ color: "var(--text-primary)" }}>
+                    {ev?.name ?? evId}
+                  </span>
+                  <span className="ml-auto text-[10px]" style={{ color: "var(--text-muted)" }}>
+                    {criteria ? "Custom criteria" : "Default criteria"}
+                  </span>
+                </div>
+                {criteria && (
+                  <pre
+                    className="px-3 py-2 border-t text-[11px] font-mono overflow-x-auto max-h-32 whitespace-pre-wrap break-words"
+                    style={{ borderColor: "var(--border)", color: "var(--text-secondary)" }}
+                  >
+                    {JSON.stringify(criteria, null, 2)}
+                  </pre>
+                )}
+              </div>
+            );
+          })}
+        </>
+      ) : (
+        <div className="flex items-center justify-center h-full text-[var(--text-muted)] text-xs">
+          No evaluators configured for this item
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/evals/EvalsSidebar.tsx b/src/uipath/dev/server/frontend/src/components/evals/EvalsSidebar.tsx
new file mode 100644
index 0000000..48844d4
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/evals/EvalsSidebar.tsx
@@ -0,0 +1,141 @@
+import { useEvalStore } from "../../store/useEvalStore";
+import { useHashRoute } from "../../hooks/useHashRoute";
+
+function formatScore(score: number | null): string {
+  if (score === null) return "-";
+  return `${Math.round(score * 100)}%`;
+}
+
+function scoreColor(score: number | null): string {
+  if (score === null) return "var(--text-muted)";
+  const pct = score * 100;
+  if (pct >= 80) return "var(--success)";
+  if (pct >= 50) return "var(--warning)";
+  return "var(--error)";
+}
+
+const statusIcons: Record<string, { color: string; label: string }> = {
+  pending: { color: "var(--text-muted)", label: "Pending" },
+  running: { color: "var(--info)", label: "Running" },
+  completed: { color: "var(--success)", label: "Completed" },
+  failed: { color: "var(--error)", label: "Failed" },
+};
+
+export default function EvalsSidebar() {
+  const evalSets = useEvalStore((s) => s.evalSets);
+  const evalRuns = useEvalStore((s) => s.evalRuns);
+  const { evalSetId, evalRunId, navigate } = useHashRoute();
+
+  const sets = Object.values(evalSets);
+  const runs = Object.values(evalRuns).sort(
+    (a, b) => new Date(b.start_time ?? 0).getTime() - new Date(a.start_time ?? 0).getTime(),
+  );
+
+  return (
+    <div className="flex-1 overflow-y-auto">
+      {/* New Eval Set */}
+      <button
+        onClick={() => navigate("#/evals/new")}
+        className="w-[calc(100%-24px)] mx-3 mt-2.5 mb-1 px-3 py-1.5 text-[11px] text-center font-medium rounded border border-[var(--border)] bg-transparent transition-colors cursor-pointer"
+        style={{ color: "var(--text-secondary)" }}
+        onMouseEnter={(e) => {
+          e.currentTarget.style.color = "var(--text-primary)";
+          e.currentTarget.style.borderColor = "var(--text-muted)";
+        }}
+        onMouseLeave={(e) => {
+          e.currentTarget.style.color = "var(--text-secondary)";
+          e.currentTarget.style.borderColor = "";
+        }}
+      >
+        + New Eval Set
+      </button>
+
+      {/* Eval Sets */}
+      <div
+        className="px-3 pt-3 pb-1 text-[11px] uppercase tracking-widest font-semibold"
+        style={{ color: "var(--text-muted)" }}
+      >
+        Eval Sets
+      </div>
+      {sets.map((es) => {
+        const active = evalSetId === es.id;
+        return (
+          <button
+            key={es.id}
+            onClick={() => navigate(`#/evals/sets/${es.id}`)}
+            className="w-full text-left px-3 py-1.5 text-xs cursor-pointer transition-colors"
+            style={{
+              background: active ? "color-mix(in srgb, var(--accent) 15%, var(--bg-primary))" : "transparent",
+              color: active ? "var(--text-primary)" : "var(--text-secondary)",
+              borderLeft: active ? "3px solid var(--accent)" : "3px solid transparent",
+            }}
+            onMouseEnter={(e) => {
+              if (!active) e.currentTarget.style.background = "var(--bg-hover)";
+            }}
+            onMouseLeave={(e) => {
+              if (!active) e.currentTarget.style.background = "transparent";
+            }}
+          >
+            <div className="truncate font-medium">{es.name}</div>
+            <div className="text-[11px] mt-0.5" style={{ color: "var(--text-muted)" }}>
+              {es.eval_count} items · {es.evaluator_ids.length} evaluator{es.evaluator_ids.length !== 1 ? "s" : ""}
+            </div>
+          </button>
+        );
+      })}
+      {sets.length === 0 && (
+        <p className="text-[11px] px-3 py-2" style={{ color: "var(--text-muted)" }}>
+          No eval sets yet
+        </p>
+      )}
+
+      {/* Run History */}
+      <div
+        className="px-3 pt-4 pb-1 text-[11px] uppercase tracking-widest font-semibold"
+        style={{ color: "var(--text-muted)" }}
+      >
+        History
+      </div>
+      {runs.map((run) => {
+        const active = evalRunId === run.id;
+        const si = statusIcons[run.status] ?? statusIcons.pending;
+        return (
+          <button
+            key={run.id}
+            onClick={() => navigate(`#/evals/runs/${run.id}`)}
+            className="w-full text-left px-3 py-1.5 text-xs cursor-pointer transition-colors"
+            style={{
+              background: active ? "color-mix(in srgb, var(--accent) 15%, var(--bg-primary))" : "transparent",
+              color: active ? "var(--text-primary)" : "var(--text-secondary)",
+              borderLeft: active ? "3px solid var(--accent)" : "3px solid transparent",
+            }}
+            onMouseEnter={(e) => {
+              if (!active) e.currentTarget.style.background = "var(--bg-hover)";
+            }}
+            onMouseLeave={(e) => {
+              if (!active) e.currentTarget.style.background = "transparent";
+            }}
+          >
+            <div className="flex items-center gap-1.5">
+              <div className="w-2 h-2 rounded-full shrink-0" style={{ background: si.color }} />
+              <div className="flex-1 min-w-0">
+                <div className="truncate font-medium">{run.eval_set_name}</div>
+                <div className="text-[11px] mt-0.5" style={{ color: "var(--text-muted)" }}>
+                  {run.start_time ? new Date(run.start_time).toLocaleString() : si.label}
+                </div>
+              </div>
+              <span className="font-mono shrink-0" style={{ color: scoreColor(run.overall_score) }}>
+                {formatScore(run.overall_score)}
+              </span>
+            </div>
+          </button>
+        );
+      })}
+      {runs.length === 0 && (
+        <p className="text-[11px] px-3 py-2" style={{ color: "var(--text-muted)" }}>
+          No eval runs yet
+        </p>
+      )}
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/evaluators/CreateEvaluatorView.tsx b/src/uipath/dev/server/frontend/src/components/evaluators/CreateEvaluatorView.tsx
new file mode 100644
index 0000000..9a4c76c
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/evaluators/CreateEvaluatorView.tsx
@@ -0,0 +1,272 @@
+import { useEffect, useState } from "react";
+import { useEvalStore } from "../../store/useEvalStore";
+import { useHashRoute } from "../../hooks/useHashRoute";
+import { createLocalEvaluator } from "../../api/eval-client";
+import { typesByCategory, typeDefaults, getTypeFields, categoryLabel } from "./EvaluatorDetail";
+
+const allCategories = ["deterministic", "llm", "tool"] as const;
+
+interface Props {
+  category: string;
+}
+
+export default function CreateEvaluatorView({ category: initialCategory }: Props) {
+  const addLocalEvaluator = useEvalStore((s) => s.addLocalEvaluator);
+  const { navigate } = useHashRoute();
+
+  const isFixed = initialCategory !== "any";
+  const [category, setCategory] = useState(isFixed ? initialCategory : "deterministic");
+  const types = typesByCategory[category] ?? [];
+  const [name, setName] = useState("");
+  const [description, setDescription] = useState("");
+  const [typeId, setTypeId] = useState(types[0]?.id ?? "");
+  const [targetOutputKey, setTargetOutputKey] = useState("*");
+  const [prompt, setPrompt] = useState("");
+  const [saving, setSaving] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const [descriptionTouched, setDescriptionTouched] = useState(false);
+  const [promptTouched, setPromptTouched] = useState(false);
+
+  // Reset form when initial category prop changes
+  useEffect(() => {
+    const cat = isFixed ? initialCategory : "deterministic";
+    setCategory(cat);
+    const t = typesByCategory[cat] ?? [];
+    const firstId = t[0]?.id ?? "";
+    const defaults = typeDefaults[firstId];
+    setName("");
+    setDescription(defaults?.description ?? "");
+    setTypeId(firstId);
+    setTargetOutputKey("*");
+    setPrompt(defaults?.prompt ?? "");
+    setError(null);
+    setDescriptionTouched(false);
+    setPromptTouched(false);
+  }, [initialCategory, isFixed]);
+
+  const handleCategoryChange = (newCat: string) => {
+    setCategory(newCat);
+    const t = typesByCategory[newCat] ?? [];
+    const firstId = t[0]?.id ?? "";
+    const defaults = typeDefaults[firstId];
+    setTypeId(firstId);
+    if (!descriptionTouched) setDescription(defaults?.description ?? "");
+    if (!promptTouched) setPrompt(defaults?.prompt ?? "");
+  };
+
+  const handleTypeChange = (newTypeId: string) => {
+    setTypeId(newTypeId);
+    const defaults = typeDefaults[newTypeId];
+    if (defaults) {
+      if (!descriptionTouched) setDescription(defaults.description);
+      if (!promptTouched) setPrompt(defaults.prompt);
+    }
+  };
+
+  const fields = getTypeFields(typeId);
+
+  const handleSubmit = async () => {
+    if (!name.trim()) {
+      setError("Name is required");
+      return;
+    }
+    setSaving(true);
+    setError(null);
+    try {
+      const config: Record<string, unknown> = {};
+      if (fields.targetOutputKey) config.targetOutputKey = targetOutputKey;
+      if (fields.prompt && prompt.trim()) config.prompt = prompt;
+
+      const result = await createLocalEvaluator({
+        name: name.trim(),
+        description: description.trim(),
+        evaluator_type_id: typeId,
+        config,
+      });
+      addLocalEvaluator(result);
+      navigate("#/evaluators");
+    } catch (err: unknown) {
+      const detail = (err as { detail?: string })?.detail;
+      setError(detail ?? "Failed to create evaluator");
+    } finally {
+      setSaving(false);
+    }
+  };
+
+  const inputStyle = {
+    background: "var(--bg-secondary)",
+    border: "1px solid var(--border)",
+    color: "var(--text-primary)",
+  };
+
+  return (
+    <div className="h-full overflow-y-auto">
+      <div className="flex items-center justify-center min-h-full py-8">
+        <div className="w-full max-w-xl px-6">
+          {/* Header */}
+          <div className="mb-8 text-center">
+            <div className="flex items-center justify-center gap-2 mb-2">
+              <div className="w-1.5 h-1.5 rounded-full" style={{ background: "var(--accent)" }} />
+              <span className="text-sm font-semibold" style={{ color: "var(--text-muted)" }}>
+                New Evaluator
+              </span>
+            </div>
+            <p className="text-sm" style={{ color: "var(--text-muted)" }}>
+              Create an evaluator to score agent outputs
+            </p>
+          </div>
+
+          {/* Name */}
+          <div className="mb-6">
+            <label
+              className="block text-[11px] font-medium mb-1.5"
+              style={{ color: "var(--text-muted)" }}
+            >
+              Name
+            </label>
+            <input
+              type="text"
+              value={name}
+              onChange={(e) => setName(e.target.value)}
+              placeholder="e.g. MyEvaluator"
+              className="w-full rounded-md px-3 py-2 text-xs"
+              style={inputStyle}
+              onKeyDown={(e) => {
+                if (e.key === "Enter" && name.trim()) handleSubmit();
+              }}
+            />
+          </div>
+
+          {/* Category */}
+          <div className="mb-6">
+            <label
+              className="block text-[11px] font-medium mb-1.5"
+              style={{ color: "var(--text-muted)" }}
+            >
+              Category
+            </label>
+            {isFixed ? (
+              <div
+                className="px-3 py-2 rounded-md text-xs"
+                style={{ background: "var(--bg-tertiary)", color: "var(--text-secondary)" }}
+              >
+                {categoryLabel[category] ?? category}
+              </div>
+            ) : (
+              <select
+                value={category}
+                onChange={(e) => handleCategoryChange(e.target.value)}
+                className="w-full rounded-md px-3 py-2 text-xs cursor-pointer appearance-auto"
+                style={inputStyle}
+              >
+                {allCategories.map((cat) => (
+                  <option key={cat} value={cat}>{categoryLabel[cat]}</option>
+                ))}
+              </select>
+            )}
+          </div>
+
+          {/* Type */}
+          <div className="mb-6">
+            <label
+              className="block text-[11px] font-medium mb-1.5"
+              style={{ color: "var(--text-muted)" }}
+            >
+              Type
+            </label>
+            <select
+              value={typeId}
+              onChange={(e) => handleTypeChange(e.target.value)}
+              className="w-full rounded-md px-3 py-2 text-xs cursor-pointer appearance-auto"
+              style={inputStyle}
+            >
+              {types.map((t) => (
+                <option key={t.id} value={t.id}>{t.name}</option>
+              ))}
+            </select>
+          </div>
+
+          {/* Description */}
+          <div className="mb-6">
+            <label
+              className="block text-[11px] font-medium mb-1.5"
+              style={{ color: "var(--text-muted)" }}
+            >
+              Description
+            </label>
+            <textarea
+              value={description}
+              onChange={(e) => { setDescription(e.target.value); setDescriptionTouched(true); }}
+              placeholder="What does this evaluator check?"
+              rows={3}
+              className="w-full rounded-md px-3 py-2 text-xs leading-relaxed resize-y"
+              style={inputStyle}
+            />
+          </div>
+
+          {/* Target Output Key (conditional) */}
+          {fields.targetOutputKey && (
+            <div className="mb-6">
+              <label
+                className="block text-[11px] font-medium mb-1.5"
+                style={{ color: "var(--text-muted)" }}
+              >
+                Target Output Key
+              </label>
+              <input
+                type="text"
+                value={targetOutputKey}
+                onChange={(e) => setTargetOutputKey(e.target.value)}
+                placeholder="*"
+                className="w-full rounded-md px-3 py-2 text-xs"
+                style={inputStyle}
+              />
+              <div className="text-xs mt-1" style={{ color: "var(--text-muted)" }}>
+                Use * for entire output or a specific key name
+              </div>
+            </div>
+          )}
+
+          {/* Prompt (conditional) */}
+          {fields.prompt && (
+            <div className="mb-6">
+              <label
+                className="block text-[11px] font-medium mb-1.5"
+                style={{ color: "var(--text-muted)" }}
+              >
+                Prompt
+              </label>
+              <textarea
+                value={prompt}
+                onChange={(e) => { setPrompt(e.target.value); setPromptTouched(true); }}
+                placeholder="Evaluation prompt for the LLM judge..."
+                rows={6}
+                className="w-full rounded-md px-3 py-2 text-xs font-mono leading-relaxed resize-y"
+                style={inputStyle}
+              />
+            </div>
+          )}
+
+          {/* Error */}
+          {error && (
+            <p className="text-xs mb-4 px-3 py-2 rounded" style={{ color: "var(--error)", background: "color-mix(in srgb, var(--error) 10%, var(--bg-secondary))" }}>{error}</p>
+          )}
+
+          {/* Create button */}
+          <button
+            onClick={handleSubmit}
+            disabled={saving || !name.trim()}
+            className="w-full py-2 rounded-md text-[13px] font-semibold transition-colors cursor-pointer disabled:opacity-40 disabled:cursor-not-allowed"
+            style={{
+              background: "var(--accent)",
+              color: "var(--bg-primary)",
+              border: "none",
+            }}
+          >
+            {saving ? "Creating..." : "Create Evaluator"}
+          </button>
+        </div>
+      </div>
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/evaluators/EvaluatorDetail.tsx b/src/uipath/dev/server/frontend/src/components/evaluators/EvaluatorDetail.tsx
new file mode 100644
index 0000000..d3cae15
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/evaluators/EvaluatorDetail.tsx
@@ -0,0 +1,559 @@
+import { useCallback, useEffect, useRef, useState } from "react";
+import { useEvalStore } from "../../store/useEvalStore";
+import { useHashRoute } from "../../hooks/useHashRoute";
+import { listLocalEvaluators, updateLocalEvaluator } from "../../api/eval-client";
+import type { EvaluatorInfo, LocalEvaluator } from "../../types/eval";
+
+// --- Badge styles ---
+const typeBadge: Record<string, { label: string; color: string; bg: string }> = {
+  deterministic: { label: "Deterministic", color: "var(--success)", bg: "rgba(34,197,94,0.1)" },
+  llm: { label: "LLM Judge", color: "#a78bfa", bg: "rgba(167,139,250,0.1)" },
+  tool: { label: "Tool-Based", color: "var(--info)", bg: "rgba(59,130,246,0.1)" },
+};
+
+export const categoryLabel: Record<string, string> = {
+  deterministic: "Deterministic",
+  llm: "LLM Judge",
+  tool: "Tool-Based",
+};
+
+// Built-in evaluator types grouped by category
+export const typesByCategory: Record<string, { id: string; name: string }[]> = {
+  deterministic: [
+    { id: "uipath-exact-match", name: "Exact Match" },
+    { id: "uipath-contains", name: "Contains" },
+    { id: "uipath-json-similarity", name: "JSON Similarity" },
+  ],
+  llm: [
+    { id: "uipath-llm-judge-output-semantic-similarity", name: "LLM Judge Output" },
+    { id: "uipath-llm-judge-output-strict-json-similarity", name: "LLM Judge Strict JSON" },
+    { id: "uipath-llm-judge-trajectory-similarity", name: "LLM Judge Trajectory" },
+    { id: "uipath-llm-judge-trajectory-simulation", name: "LLM Judge Trajectory Simulation" },
+  ],
+  tool: [
+    { id: "uipath-tool-call-order", name: "Tool Call Order" },
+    { id: "uipath-tool-call-args", name: "Tool Call Args" },
+    { id: "uipath-tool-call-count", name: "Tool Call Count" },
+    { id: "uipath-tool-call-output", name: "Tool Call Output" },
+  ],
+};
+
+// Which types show which extra fields
+export function getTypeFields(typeId: string): { targetOutputKey: boolean; prompt: boolean } {
+  if (typeId.includes("trajectory")) return { targetOutputKey: false, prompt: true };
+  if (typeId.includes("llm-judge")) return { targetOutputKey: true, prompt: true };
+  if (typeId.includes("tool-call-output")) return { targetOutputKey: true, prompt: false };
+  if (typeId.includes("exact-match") || typeId.includes("contains") || typeId.includes("json-similarity")) {
+    return { targetOutputKey: true, prompt: false };
+  }
+  return { targetOutputKey: false, prompt: false };
+}
+
+// Predefined defaults per evaluator type
+export const typeDefaults: Record<string, { description: string; prompt: string }> = {
+  "uipath-exact-match": {
+    description: "Checks whether the agent output exactly matches the expected output.",
+    prompt: "",
+  },
+  "uipath-contains": {
+    description: "Checks whether the agent output contains the expected substring.",
+    prompt: "",
+  },
+  "uipath-json-similarity": {
+    description: "Compares JSON structures for semantic similarity, ignoring key ordering and whitespace.",
+    prompt: "",
+  },
+  "uipath-llm-judge-output-semantic-similarity": {
+    description: "Uses an LLM to score semantic similarity between the agent's actual output and the expected output, accounting for synonyms, paraphrases, and equivalent expressions.",
+    prompt: `As an expert evaluator, analyze the semantic similarity between the expected and actual outputs and determine a score from 0 to 100. Focus on comparing meaning and contextual equivalence of corresponding fields, accounting for alternative valid expressions, synonyms, and reasonable variations in language while maintaining high standards for accuracy and completeness. Provide your score with a brief justification.
+----
+ExpectedOutput:
+{{ExpectedOutput}}
+----
+ActualOutput:
+{{ActualOutput}}`,
+  },
+  "uipath-llm-judge-output-strict-json-similarity": {
+    description: "Uses an LLM to perform strict structural and value comparison between JSON outputs, checking key names, nesting, types, and values.",
+    prompt: `As an expert evaluator, perform a strict comparison of the expected and actual JSON outputs and determine a score from 0 to 100. Check that all keys are present, values match in type and content, and nesting structure is preserved. Minor formatting differences (whitespace, key ordering) should not affect the score. Provide your score with a brief justification.
+----
+ExpectedOutput:
+{{ExpectedOutput}}
+----
+ActualOutput:
+{{ActualOutput}}`,
+  },
+  "uipath-llm-judge-trajectory-similarity": {
+    description: "Uses an LLM to evaluate whether the agent's tool-call trajectory matches the expected sequence of actions, considering order, arguments, and completeness.",
+    prompt: `As an expert evaluator, compare the agent's actual tool-call trajectory against the expected trajectory and determine a score from 0 to 100. Consider the order of tool calls, the correctness of arguments passed, and whether all expected steps were completed. Minor variations in argument formatting are acceptable if semantically equivalent. Provide your score with a brief justification.
+----
+ExpectedTrajectory:
+{{ExpectedTrajectory}}
+----
+ActualTrajectory:
+{{ActualTrajectory}}`,
+  },
+  "uipath-llm-judge-trajectory-simulation": {
+    description: "Uses an LLM to evaluate the agent's behavior against simulation instructions and expected outcomes by analyzing the full run history.",
+    prompt: `As an expert evaluator, determine how well the agent performed on a scale of 0 to 100. Focus on whether the simulation was successful and whether the agent behaved according to the expected output, accounting for alternative valid expressions and reasonable variations in language while maintaining high standards for accuracy and completeness. Provide your score with a brief justification.
+----
+UserOrSyntheticInputGivenToAgent:
+{{UserOrSyntheticInput}}
+----
+SimulationInstructions:
+{{SimulationInstructions}}
+----
+ExpectedAgentBehavior:
+{{ExpectedAgentBehavior}}
+----
+AgentRunHistory:
+{{AgentRunHistory}}`,
+  },
+  "uipath-tool-call-order": {
+    description: "Validates that the agent called tools in the expected sequence.",
+    prompt: "",
+  },
+  "uipath-tool-call-args": {
+    description: "Checks whether the agent called tools with the expected arguments.",
+    prompt: "",
+  },
+  "uipath-tool-call-count": {
+    description: "Validates that the agent made the expected number of tool calls.",
+    prompt: "",
+  },
+  "uipath-tool-call-output": {
+    description: "Validates the output returned by the agent's tool calls.",
+    prompt: "",
+  },
+};
+
+// Reverse-lookup: given an evaluator_type_id, find which category it belongs to
+function categoryForTypeId(typeId: string): string {
+  for (const [cat, types] of Object.entries(typesByCategory)) {
+    if (types.some((t) => t.id === typeId)) return cat;
+  }
+  return "deterministic";
+}
+
+interface Props {
+  evaluatorId?: string | null;
+  evaluatorFilter?: string | null;
+}
+
+export default function EvaluatorsView({ evaluatorId, evaluatorFilter }: Props) {
+  const localEvaluators = useEvalStore((s) => s.localEvaluators);
+  const setLocalEvaluators = useEvalStore((s) => s.setLocalEvaluators);
+  const upsertLocalEvaluator = useEvalStore((s) => s.upsertLocalEvaluator);
+  const evaluators = useEvalStore((s) => s.evaluators);
+  const { navigate } = useHashRoute();
+
+  const selectedEvaluator = evaluatorId ? localEvaluators.find((e) => e.id === evaluatorId) ?? null : null;
+  const showSidebar = !!selectedEvaluator;
+
+  const filteredEvaluators = evaluatorFilter
+    ? localEvaluators.filter((e) => e.type === evaluatorFilter)
+    : localEvaluators;
+
+  // Sidebar width (resizable)
+  const [sidebarWidth, setSidebarWidth] = useState(() => {
+    const saved = localStorage.getItem("evaluatorSidebarWidth");
+    return saved ? parseInt(saved, 10) : 320;
+  });
+  const [isDragging, setIsDragging] = useState(false);
+  const outerRef = useRef<HTMLDivElement>(null);
+
+  useEffect(() => {
+    localStorage.setItem("evaluatorSidebarWidth", String(sidebarWidth));
+  }, [sidebarWidth]);
+
+  // Load local evaluators on mount
+  useEffect(() => {
+    listLocalEvaluators().then(setLocalEvaluators).catch(console.error);
+  }, [setLocalEvaluators]);
+
+  // --- Sidebar col resize ---
+  const onSidebarResizeStart = useCallback((e: React.MouseEvent | React.TouchEvent) => {
+    e.preventDefault();
+    setIsDragging(true);
+    const startX = "touches" in e ? e.touches[0].clientX : e.clientX;
+    const startW = sidebarWidth;
+
+    const onMove = (ev: MouseEvent | TouchEvent) => {
+      const container = outerRef.current;
+      if (!container) return;
+      const clientX = "touches" in ev ? ev.touches[0].clientX : ev.clientX;
+      const maxW = container.clientWidth - 300;
+      const newW = Math.max(280, Math.min(maxW, startW + (startX - clientX)));
+      setSidebarWidth(newW);
+    };
+
+    const onUp = () => {
+      setIsDragging(false);
+      document.removeEventListener("mousemove", onMove);
+      document.removeEventListener("mouseup", onUp);
+      document.removeEventListener("touchmove", onMove);
+      document.removeEventListener("touchend", onUp);
+      document.body.style.cursor = "";
+      document.body.style.userSelect = "";
+    };
+
+    document.body.style.cursor = "col-resize";
+    document.body.style.userSelect = "none";
+    document.addEventListener("mousemove", onMove);
+    document.addEventListener("mouseup", onUp);
+    document.addEventListener("touchmove", onMove, { passive: false });
+    document.addEventListener("touchend", onUp);
+  }, [sidebarWidth]);
+
+  const handleUpdated = (ev: LocalEvaluator) => {
+    upsertLocalEvaluator(ev);
+  };
+
+  const handleCloseSidebar = () => {
+    navigate("#/evaluators");
+  };
+
+  return (
+    <div ref={outerRef} className="flex h-full">
+      {/* Main content: header + cards */}
+      <div className="flex flex-col flex-1 min-w-0">
+        {/* Header bar */}
+        <div className="px-4 h-10 border-b shrink-0 flex items-center gap-4" style={{ borderColor: "var(--border)" }}>
+          <h1 className="text-base font-semibold" style={{ color: "var(--text-primary)" }}>
+            Evaluators
+          </h1>
+          <span className="text-[11px]" style={{ color: "var(--text-muted)" }}>
+            {filteredEvaluators.length}{evaluatorFilter ? ` / ${localEvaluators.length}` : ""} configured
+          </span>
+        </div>
+
+        {/* Cards grid */}
+        <div className="flex-1 overflow-y-auto p-4">
+          {filteredEvaluators.length === 0 ? (
+            <div className="flex items-center justify-center h-full text-[var(--text-muted)] text-xs">
+              {localEvaluators.length === 0 ? "No evaluators configured yet." : "No evaluators in this category."}
+            </div>
+          ) : (
+            <div className="grid gap-3" style={{ gridTemplateColumns: "repeat(auto-fill, minmax(320px, 1fr))" }}>
+              {filteredEvaluators.map((ev) => (
+                <EvaluatorCard
+                  key={ev.id}
+                  evaluator={ev}
+                  evaluators={evaluators}
+                  selected={ev.id === evaluatorId}
+                  onClick={() => navigate(ev.id === evaluatorId ? "#/evaluators" : `#/evaluators/${encodeURIComponent(ev.id)}`)}
+                />
+              ))}
+            </div>
+          )}
+        </div>
+      </div>
+
+      {/* Right sidebar: create or edit form (animated) */}
+      {/* Drag handle */}
+      <div
+        onMouseDown={onSidebarResizeStart}
+        onTouchStart={onSidebarResizeStart}
+        className={`shrink-0 drag-handle-col${isDragging ? "" : " transition-all"}`}
+        style={{ width: showSidebar ? 3 : 0, opacity: showSidebar ? 1 : 0 }}
+      />
+
+      <div
+        className={`shrink-0 flex flex-col overflow-hidden${isDragging ? "" : " transition-[width] duration-200 ease-in-out"}`}
+        style={{ width: showSidebar ? sidebarWidth : 0, background: "var(--bg-primary)" }}
+      >
+        {/* Tab bar */}
+        <div
+          className="flex items-center gap-1 px-2 h-10 border-b shrink-0"
+          style={{ borderColor: "var(--border)", background: "var(--bg-secondary)", minWidth: sidebarWidth }}
+        >
+          <span
+            className="px-2 py-0.5 h-7 text-xs font-semibold rounded inline-flex items-center"
+            style={{
+              color: "var(--accent)",
+              background: "color-mix(in srgb, var(--accent) 10%, transparent)",
+            }}
+          >
+            Edit Evaluator
+          </span>
+          <button
+            onClick={handleCloseSidebar}
+            aria-label="Close editor"
+            className="ml-auto w-7 h-7 flex items-center justify-center rounded cursor-pointer transition-colors"
+            style={{ color: "var(--text-muted)", background: "transparent", border: "none" }}
+            onMouseEnter={(e) => { e.currentTarget.style.color = "var(--text-primary)"; }}
+            onMouseLeave={(e) => { e.currentTarget.style.color = "var(--text-muted)"; }}
+          >
+            <svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round">
+              <line x1="18" y1="6" x2="6" y2="18" />
+              <line x1="6" y1="6" x2="18" y2="18" />
+            </svg>
+          </button>
+        </div>
+
+        <div className="flex-1 overflow-hidden" style={{ minWidth: sidebarWidth }}>
+          {selectedEvaluator && (
+            <EditEvaluatorForm
+              evaluator={selectedEvaluator}
+              onUpdated={handleUpdated}
+            />
+          )}
+        </div>
+      </div>
+    </div>
+  );
+}
+
+// --- Evaluator Card ---
+function EvaluatorCard({ evaluator, evaluators, selected, onClick }: { evaluator: LocalEvaluator; evaluators: EvaluatorInfo[]; selected?: boolean; onClick?: () => void }) {
+  const badge = typeBadge[evaluator.type] ?? typeBadge.deterministic;
+  // Try to find the built-in evaluator name for the type
+  const builtIn = evaluators.find((e) => e.id === evaluator.evaluator_type_id);
+  const isCustom = evaluator.evaluator_type_id.startsWith("file://");
+
+  return (
+    <div
+      className="rounded-md p-4 flex flex-col cursor-pointer transition-colors"
+      style={{
+        border: selected ? "1px solid var(--accent)" : "1px solid var(--border)",
+        background: selected ? "color-mix(in srgb, var(--accent) 5%, var(--card-bg))" : "var(--card-bg)",
+      }}
+      onClick={onClick}
+      onMouseEnter={(e) => { if (!selected) e.currentTarget.style.borderColor = "var(--text-muted)"; }}
+      onMouseLeave={(e) => { if (!selected) e.currentTarget.style.borderColor = "var(--border)"; }}
+    >
+      {/* Name */}
+      <div className="text-sm font-semibold" style={{ color: "var(--text-primary)" }}>
+        {evaluator.name}
+      </div>
+      {/* Description */}
+      {evaluator.description && (
+        <div className="text-xs leading-relaxed mt-2" style={{ color: "var(--text-secondary)" }}>
+          {evaluator.description}
+        </div>
+      )}
+      {/* Pills — pinned to bottom */}
+      <div className="flex flex-wrap gap-1.5 mt-auto pt-3">
+        <span
+          className="px-2 py-0.5 rounded text-[10px] font-medium"
+          style={{ color: badge.color, background: badge.bg }}
+        >
+          Category: {badge.label}
+        </span>
+        <span
+          className="px-2 py-0.5 rounded text-[10px] font-medium"
+          style={{ background: "var(--bg-tertiary)", color: "var(--text-secondary)" }}
+        >
+          Type: {isCustom ? "Custom" : (builtIn?.name ?? evaluator.evaluator_type_id)}
+        </span>
+        <span
+          className="px-2 py-0.5 rounded text-[10px] font-medium font-mono"
+          style={{ background: "var(--bg-tertiary)", color: "var(--text-secondary)" }}
+        >
+          Target: {evaluator.target_output_key || "*"}
+        </span>
+      </div>
+    </div>
+  );
+}
+
+// --- Edit Evaluator Form ---
+
+function EditEvaluatorForm({
+  evaluator,
+  onUpdated,
+}: {
+  evaluator: LocalEvaluator;
+  onUpdated: (ev: LocalEvaluator) => void;
+}) {
+  const category = categoryForTypeId(evaluator.evaluator_type_id);
+  const types = typesByCategory[category] ?? [];
+
+  const [description, setDescription] = useState(evaluator.description);
+  const [typeId, setTypeId] = useState(evaluator.evaluator_type_id);
+  const [targetOutputKey, setTargetOutputKey] = useState(
+    (evaluator.config?.targetOutputKey as string) ?? "*",
+  );
+  const [prompt, setPrompt] = useState(
+    (evaluator.config?.prompt as string) ?? "",
+  );
+  const [saving, setSaving] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const [success, setSuccess] = useState(false);
+
+  // Reset form when switching to a different evaluator
+  useEffect(() => {
+    setDescription(evaluator.description);
+    setTypeId(evaluator.evaluator_type_id);
+    setTargetOutputKey((evaluator.config?.targetOutputKey as string) ?? "*");
+    setPrompt((evaluator.config?.prompt as string) ?? "");
+    setError(null);
+    setSuccess(false);
+  }, [evaluator.id]);
+
+  const fields = getTypeFields(typeId);
+
+  const handleSave = async () => {
+    setSaving(true);
+    setError(null);
+    setSuccess(false);
+    try {
+      const config: Record<string, unknown> = {};
+      if (fields.targetOutputKey) config.targetOutputKey = targetOutputKey;
+      if (fields.prompt && prompt.trim()) config.prompt = prompt;
+
+      const result = await updateLocalEvaluator(evaluator.id, {
+        description: description.trim(),
+        evaluator_type_id: typeId,
+        config,
+      });
+      onUpdated(result);
+      setSuccess(true);
+      setTimeout(() => setSuccess(false), 2000);
+    } catch (err: unknown) {
+      const detail = (err as { detail?: string })?.detail;
+      setError(detail ?? "Failed to update evaluator");
+    } finally {
+      setSaving(false);
+    }
+  };
+
+  const inputStyle = {
+    background: "var(--bg-secondary)",
+    color: "var(--text-primary)",
+    border: "1px solid var(--border)",
+  };
+
+  return (
+    <div className="flex flex-col h-full">
+      <div className="p-4 overflow-y-auto flex-1 space-y-4">
+        {/* Name (readonly) */}
+        <div>
+          <label className="text-[11px] font-medium block mb-1" style={{ color: "var(--text-muted)" }}>
+            Name
+          </label>
+          <div
+            className="px-3 py-2 rounded-lg text-xs"
+            style={{ background: "var(--bg-tertiary)", color: "var(--text-secondary)" }}
+          >
+            {evaluator.name}
+          </div>
+        </div>
+
+        {/* Category (readonly) */}
+        <div>
+          <label className="text-[11px] font-medium block mb-1" style={{ color: "var(--text-muted)" }}>
+            Category
+          </label>
+          <div
+            className="px-3 py-2 rounded-lg text-xs"
+            style={{ background: "var(--bg-tertiary)", color: "var(--text-secondary)" }}
+          >
+            {categoryLabel[category] ?? category}
+          </div>
+        </div>
+
+        {/* Type dropdown */}
+        <div>
+          <label className="text-[11px] font-medium block mb-1" style={{ color: "var(--text-muted)" }}>
+            Type
+          </label>
+          <select
+            value={typeId}
+            onChange={(e) => setTypeId(e.target.value)}
+            className="w-full px-3 py-2 rounded-lg text-xs outline-none cursor-pointer"
+            style={inputStyle}
+          >
+            {types.map((t) => (
+              <option key={t.id} value={t.id}>{t.name}</option>
+            ))}
+          </select>
+        </div>
+
+        {/* Description */}
+        <div>
+          <label className="text-[11px] font-medium block mb-1" style={{ color: "var(--text-muted)" }}>
+            Description
+          </label>
+          <textarea
+            value={description}
+            onChange={(e) => setDescription(e.target.value)}
+            placeholder="What does this evaluator check?"
+            rows={4}
+            className="w-full px-3 py-2 rounded-lg text-xs leading-relaxed outline-none resize-y"
+            style={inputStyle}
+          />
+        </div>
+
+        {/* Target Output Key (conditional) */}
+        {fields.targetOutputKey && (
+          <div>
+            <label className="text-[11px] font-medium block mb-1" style={{ color: "var(--text-muted)" }}>
+              Target Output Key
+            </label>
+            <input
+              type="text"
+              value={targetOutputKey}
+              onChange={(e) => setTargetOutputKey(e.target.value)}
+              placeholder="*"
+              className="w-full px-3 py-2 rounded-lg text-xs outline-none"
+              style={inputStyle}
+            />
+            <div className="text-[11px] mt-0.5" style={{ color: "var(--text-muted)" }}>
+              Use * for entire output or a specific key name
+            </div>
+          </div>
+        )}
+
+        {/* Prompt (conditional) */}
+        {fields.prompt && (
+          <div>
+            <label className="text-[11px] font-medium block mb-1" style={{ color: "var(--text-muted)" }}>
+              Prompt
+            </label>
+            <textarea
+              value={prompt}
+              onChange={(e) => setPrompt(e.target.value)}
+              placeholder="Evaluation prompt for the LLM judge..."
+              rows={8}
+              className="w-full px-3 py-2 rounded-lg text-xs font-mono leading-relaxed outline-none resize-y"
+              style={inputStyle}
+            />
+          </div>
+        )}
+      </div>
+
+      {/* Bottom pinned section */}
+      <div className="shrink-0 p-4 space-y-2">
+        {/* Error */}
+        {error && (
+          <div className="text-xs px-3 py-2 rounded-lg" style={{ background: "rgba(239,68,68,0.1)", color: "var(--error)" }}>
+            {error}
+          </div>
+        )}
+
+        {/* Success */}
+        {success && (
+          <div className="text-xs px-3 py-2 rounded-lg" style={{ background: "rgba(34,197,94,0.1)", color: "var(--success)" }}>
+            Saved successfully
+          </div>
+        )}
+
+        <button
+          onClick={handleSave}
+          disabled={saving}
+          className="w-full py-2.5 text-xs font-semibold rounded-md border cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed transition-colors"
+          style={{
+            background: "transparent",
+            borderColor: "var(--accent)",
+            color: "var(--accent)",
+          }}
+          onMouseEnter={(e) => { e.currentTarget.style.background = "color-mix(in srgb, var(--accent) 15%, transparent)"; }}
+          onMouseLeave={(e) => { e.currentTarget.style.background = "transparent"; }}
+        >
+          {saving ? "Saving..." : "Save Changes"}
+        </button>
+      </div>
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/evaluators/EvaluatorsSidebar.tsx b/src/uipath/dev/server/frontend/src/components/evaluators/EvaluatorsSidebar.tsx
new file mode 100644
index 0000000..a1d54a7
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/evaluators/EvaluatorsSidebar.tsx
@@ -0,0 +1,107 @@
+import { useEvalStore } from "../../store/useEvalStore";
+import { useHashRoute } from "../../hooks/useHashRoute";
+
+const categories: { type: string; label: string; badgeColor: string }[] = [
+  { type: "deterministic", label: "Deterministic", badgeColor: "var(--success)" },
+  { type: "llm", label: "LLM Judge", badgeColor: "#a78bfa" },
+  { type: "tool", label: "Tool-Based", badgeColor: "var(--info)" },
+];
+
+export default function EvaluatorsSidebar() {
+  const localEvaluators = useEvalStore((s) => s.localEvaluators);
+  const { evaluatorFilter, evaluatorCreateType, navigate } = useHashRoute();
+
+  // "All" is active when on #/evaluators (no filter, no create, no detail)
+  const isAllActive = !evaluatorFilter && !evaluatorCreateType;
+
+  return (
+    <>
+      {/* New Evaluator */}
+      <button
+        onClick={() => navigate("#/evaluators/new")}
+        className="mx-3 mt-2.5 mb-1 px-3 py-1.5 text-[11px] font-medium rounded border border-[var(--border)] bg-transparent transition-colors cursor-pointer"
+        style={{ color: "var(--text-secondary)" }}
+        onMouseEnter={(e) => {
+          e.currentTarget.style.color = "var(--text-primary)";
+          e.currentTarget.style.borderColor = "var(--text-muted)";
+        }}
+        onMouseLeave={(e) => {
+          e.currentTarget.style.color = "var(--text-secondary)";
+          e.currentTarget.style.borderColor = "";
+        }}
+      >
+        + New Evaluator
+      </button>
+
+      {/* Categories label */}
+      <div className="px-3 pt-3 pb-1 text-[11px] uppercase tracking-widest font-semibold" style={{ color: "var(--text-muted)" }}>
+        Categories
+      </div>
+
+      {/* Category list */}
+      <div className="flex-1 overflow-y-auto">
+        {/* All */}
+        <button
+          onClick={() => navigate("#/evaluators")}
+          className="w-full text-left px-3 py-2 text-xs flex items-center gap-2 cursor-pointer transition-colors"
+          style={{
+            background: isAllActive ? "color-mix(in srgb, var(--accent) 15%, var(--bg-primary))" : "transparent",
+            color: isAllActive ? "var(--text-primary)" : "var(--text-secondary)",
+            borderLeft: isAllActive ? "3px solid var(--accent)" : "3px solid transparent",
+          }}
+          onMouseEnter={(e) => {
+            if (!isAllActive) e.currentTarget.style.background = "var(--bg-hover)";
+          }}
+          onMouseLeave={(e) => {
+            if (!isAllActive) e.currentTarget.style.background = "transparent";
+          }}
+        >
+          <div
+            className="w-2 h-2 rounded-full shrink-0"
+            style={{ background: "var(--text-muted)" }}
+          />
+          <span className="flex-1 truncate">All</span>
+          {localEvaluators.length > 0 && (
+            <span className="text-[10px] px-1.5 rounded-full" style={{ background: "var(--bg-tertiary)", color: "var(--text-muted)" }}>
+              {localEvaluators.length}
+            </span>
+          )}
+        </button>
+
+        {categories.map((cat) => {
+          const count = localEvaluators.filter((e) => e.type === cat.type).length;
+          const active = evaluatorFilter === cat.type;
+          return (
+            <button
+              key={cat.type}
+              onClick={() => navigate(active ? "#/evaluators" : `#/evaluators/category/${cat.type}`)}
+              className="w-full text-left px-3 py-2 text-xs flex items-center gap-2 cursor-pointer transition-colors"
+              style={{
+                background: active ? "color-mix(in srgb, var(--accent) 15%, var(--bg-primary))" : "transparent",
+                color: active ? "var(--text-primary)" : "var(--text-secondary)",
+                borderLeft: active ? "3px solid var(--accent)" : "3px solid transparent",
+              }}
+              onMouseEnter={(e) => {
+                if (!active) e.currentTarget.style.background = "var(--bg-hover)";
+              }}
+              onMouseLeave={(e) => {
+                if (!active) e.currentTarget.style.background = "transparent";
+              }}
+            >
+              <div
+                className="w-2 h-2 rounded-full shrink-0"
+                style={{ background: cat.badgeColor }}
+              />
+              <span className="flex-1 truncate">{cat.label}</span>
+              {count > 0 && (
+                <span className="text-[10px] px-1.5 rounded-full" style={{ background: "var(--bg-tertiary)", color: "var(--text-muted)" }}>
+                  {count}
+                </span>
+              )}
+            </button>
+          );
+        })}
+      </div>
+    </>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/explorer/ExplorerSidebar.tsx b/src/uipath/dev/server/frontend/src/components/explorer/ExplorerSidebar.tsx
new file mode 100644
index 0000000..d6b2eba
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/explorer/ExplorerSidebar.tsx
@@ -0,0 +1,147 @@
+import { useEffect, useCallback } from "react";
+import { useExplorerStore } from "../../store/useExplorerStore";
+import { useHashRoute } from "../../hooks/useHashRoute";
+import { listDirectory } from "../../api/explorer-client";
+
+function FileTreeNode({ path, name, type, depth }: {
+  path: string;
+  name: string;
+  type: "file" | "directory";
+  depth: number;
+}) {
+  const children = useExplorerStore((s) => s.children[path]);
+  const isExpanded = useExplorerStore((s) => !!s.expanded[path]);
+  const isLoading = useExplorerStore((s) => !!s.loadingDirs[path]);
+  const isDirty = useExplorerStore((s) => !!s.dirty[path]);
+  const selectedFile = useExplorerStore((s) => s.selectedFile);
+  const { setChildren, toggleExpanded, setLoadingDir, openTab } = useExplorerStore();
+  const { navigate } = useHashRoute();
+
+  const isDir = type === "directory";
+  const isSelected = !isDir && selectedFile === path;
+
+  const handleClick = useCallback(() => {
+    if (isDir) {
+      if (!children && !isLoading) {
+        setLoadingDir(path, true);
+        listDirectory(path)
+          .then((entries) => setChildren(path, entries))
+          .catch(console.error)
+          .finally(() => setLoadingDir(path, false));
+      }
+      toggleExpanded(path);
+    } else {
+      openTab(path);
+      navigate(`#/explorer/file/${encodeURIComponent(path)}`);
+    }
+  }, [isDir, children, isLoading, path, setChildren, toggleExpanded, setLoadingDir, openTab, navigate]);
+
+  return (
+    <>
+      <button
+        onClick={handleClick}
+        className="w-full text-left flex items-center gap-1 py-[3px] text-[13px] cursor-pointer transition-colors group"
+        style={{
+          paddingLeft: `${12 + depth * 16}px`,
+          paddingRight: "8px",
+          background: isSelected
+            ? "color-mix(in srgb, var(--accent) 15%, var(--bg-primary))"
+            : "transparent",
+          color: isSelected ? "var(--text-primary)" : "var(--text-secondary)",
+          border: "none",
+        }}
+        onMouseEnter={(e) => {
+          if (!isSelected) e.currentTarget.style.background = "var(--bg-hover)";
+        }}
+        onMouseLeave={(e) => {
+          if (!isSelected) e.currentTarget.style.background = "transparent";
+        }}
+      >
+        {/* Chevron / spacer */}
+        <span className="w-3 shrink-0 flex items-center justify-center" style={{ color: "var(--text-muted)" }}>
+          {isDir && (
+            <svg
+              width="10"
+              height="10"
+              viewBox="0 0 10 10"
+              fill="currentColor"
+              style={{ transform: isExpanded ? "rotate(90deg)" : "rotate(0deg)", transition: "transform 0.15s" }}
+            >
+              <path d="M3 1.5L7 5L3 8.5z" />
+            </svg>
+          )}
+        </span>
+        {/* Icon */}
+        <span className="shrink-0" style={{ color: isDir ? "var(--accent)" : "var(--text-muted)" }}>
+          {isDir ? (
+            <svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="1.5" strokeLinecap="round" strokeLinejoin="round">
+              <path d="M22 19a2 2 0 0 1-2 2H4a2 2 0 0 1-2-2V5a2 2 0 0 1 2-2h5l2 3h9a2 2 0 0 1 2 2z" />
+            </svg>
+          ) : (
+            <svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="1.5" strokeLinecap="round" strokeLinejoin="round">
+              <path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8z" />
+              <polyline points="14 2 14 8 20 8" />
+            </svg>
+          )}
+        </span>
+        {/* Label */}
+        <span className="truncate flex-1">{name}</span>
+        {/* Dirty dot */}
+        {isDirty && (
+          <span
+            className="w-2 h-2 rounded-full shrink-0"
+            style={{ background: "var(--accent)" }}
+          />
+        )}
+        {isLoading && (
+          <span className="text-[10px] shrink-0" style={{ color: "var(--text-muted)" }}>...</span>
+        )}
+      </button>
+      {isDir && isExpanded && children && (
+        children.map((child) => (
+          <FileTreeNode
+            key={child.path}
+            path={child.path}
+            name={child.name}
+            type={child.type}
+            depth={depth + 1}
+          />
+        ))
+      )}
+    </>
+  );
+}
+
+export default function ExplorerSidebar() {
+  const rootChildren = useExplorerStore((s) => s.children[""]);
+  const { setChildren } = useExplorerStore();
+
+  // Load root directory on mount
+  useEffect(() => {
+    if (!rootChildren) {
+      listDirectory("")
+        .then((entries) => setChildren("", entries))
+        .catch(console.error);
+    }
+  }, [rootChildren, setChildren]);
+
+  return (
+    <div className="flex-1 overflow-y-auto py-1">
+      {rootChildren ? (
+        rootChildren.map((entry) => (
+          <FileTreeNode
+            key={entry.path}
+            path={entry.path}
+            name={entry.name}
+            type={entry.type}
+            depth={0}
+          />
+        ))
+      ) : (
+        <p className="text-[11px] px-3 py-2" style={{ color: "var(--text-muted)" }}>
+          Loading...
+        </p>
+      )}
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/explorer/FileEditor.tsx b/src/uipath/dev/server/frontend/src/components/explorer/FileEditor.tsx
new file mode 100644
index 0000000..fbd2941
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/explorer/FileEditor.tsx
@@ -0,0 +1,381 @@
+import { useEffect, useCallback, useRef } from "react";
+import Editor, { type OnMount, type BeforeMount } from "@monaco-editor/react";
+import { useExplorerStore } from "../../store/useExplorerStore";
+import { useTheme } from "../../store/useTheme";
+import { useHashRoute } from "../../hooks/useHashRoute";
+import { readFile, saveFile } from "../../api/explorer-client";
+
+const handleBeforeMount: BeforeMount = (monaco) => {
+  monaco.editor.defineTheme("uipath-dark", {
+    base: "vs-dark",
+    inherit: true,
+    rules: [
+      { token: "comment", foreground: "64748b", fontStyle: "italic" },
+      { token: "keyword", foreground: "c084fc" },
+      { token: "string", foreground: "86efac" },
+      { token: "number", foreground: "fcd34d" },
+      { token: "type", foreground: "7dd3fc" },
+    ],
+    colors: {
+      "editor.background": "#0f172a",
+      "editor.foreground": "#cbd5e1",
+      "editor.lineHighlightBackground": "#1e293b",
+      "editor.selectionBackground": "#334155",
+      "editor.inactiveSelectionBackground": "#263348",
+      "editorLineNumber.foreground": "#64748b",
+      "editorLineNumber.activeForeground": "#94a3b8",
+      "editorCursor.foreground": "#fa4616",
+      "editorIndentGuide.background": "#334155",
+      "editorIndentGuide.activeBackground": "#64748b",
+      "editorWidget.background": "#1e293b",
+      "editorWidget.border": "#334155",
+      "editorSuggestWidget.background": "#1e293b",
+      "editorSuggestWidget.border": "#334155",
+      "editorSuggestWidget.selectedBackground": "#263348",
+      "editorHoverWidget.background": "#1e293b",
+      "editorHoverWidget.border": "#334155",
+      "scrollbarSlider.background": "#33415580",
+      "scrollbarSlider.hoverBackground": "#33415599",
+      "scrollbarSlider.activeBackground": "#334155cc",
+    },
+  });
+
+  monaco.editor.defineTheme("uipath-light", {
+    base: "vs",
+    inherit: true,
+    rules: [
+      { token: "comment", foreground: "94a3b8", fontStyle: "italic" },
+      { token: "keyword", foreground: "7c3aed" },
+      { token: "string", foreground: "16a34a" },
+      { token: "number", foreground: "d97706" },
+      { token: "type", foreground: "0284c7" },
+    ],
+    colors: {
+      "editor.background": "#f8fafc",
+      "editor.foreground": "#0f172a",
+      "editor.lineHighlightBackground": "#f1f5f9",
+      "editor.selectionBackground": "#e2e8f0",
+      "editor.inactiveSelectionBackground": "#f1f5f9",
+      "editorLineNumber.foreground": "#94a3b8",
+      "editorLineNumber.activeForeground": "#475569",
+      "editorCursor.foreground": "#fa4616",
+      "editorIndentGuide.background": "#e2e8f0",
+      "editorIndentGuide.activeBackground": "#94a3b8",
+      "editorWidget.background": "#ffffff",
+      "editorWidget.border": "#e2e8f0",
+      "editorSuggestWidget.background": "#ffffff",
+      "editorSuggestWidget.border": "#e2e8f0",
+      "editorSuggestWidget.selectedBackground": "#f1f5f9",
+      "editorHoverWidget.background": "#ffffff",
+      "editorHoverWidget.border": "#e2e8f0",
+      "scrollbarSlider.background": "#d1d5db80",
+      "scrollbarSlider.hoverBackground": "#d1d5db99",
+      "scrollbarSlider.activeBackground": "#d1d5dbcc",
+    },
+  });
+};
+
+function formatSize(bytes: number): string {
+  if (bytes < 1024) return `${bytes} B`;
+  if (bytes < 1024 * 1024) return `${(bytes / 1024).toFixed(1)} KB`;
+  return `${(bytes / (1024 * 1024)).toFixed(1)} MB`;
+}
+
+function basename(path: string): string {
+  const parts = path.replace(/\\/g, "/").split("/");
+  return parts[parts.length - 1] || path;
+}
+
+export default function FileEditor() {
+  const openTabs = useExplorerStore((s) => s.openTabs);
+  const selectedFile = useExplorerStore((s) => s.selectedFile);
+  const filePath = selectedFile;
+  const fileContent = useExplorerStore((s) => (filePath ? s.fileCache[filePath] : undefined));
+  const isDirty = useExplorerStore((s) => (filePath ? !!s.dirty[filePath] : false));
+  const buffer = useExplorerStore((s) => (filePath ? s.buffers[filePath] : undefined));
+  const loadingFile = useExplorerStore((s) => s.loadingFile);
+  const dirty = useExplorerStore((s) => s.dirty);
+  const { setFileContent, updateBuffer, markClean, setLoadingFile, openTab, closeTab } =
+    useExplorerStore();
+  const { navigate } = useHashRoute();
+  const theme = useTheme((s) => s.theme);
+  const editorRef = useRef<any>(null);
+
+  // Sync route → open tab (e.g. on direct URL navigation)
+  const { explorerFile } = useHashRoute();
+  useEffect(() => {
+    if (explorerFile) {
+      openTab(explorerFile);
+    }
+  }, [explorerFile, openTab]);
+
+  // Load file content when selectedFile changes
+  useEffect(() => {
+    if (!filePath) return;
+    if (!useExplorerStore.getState().fileCache[filePath]) {
+      setLoadingFile(true);
+      readFile(filePath)
+        .then((fc) => setFileContent(filePath, fc))
+        .catch(console.error)
+        .finally(() => setLoadingFile(false));
+    }
+  }, [filePath, setFileContent, setLoadingFile]);
+
+  // Save handler
+  const handleSave = useCallback(() => {
+    if (!filePath) return;
+    const fc = useExplorerStore.getState().fileCache[filePath];
+    const buf = useExplorerStore.getState().buffers[filePath];
+    const content = buf ?? fc?.content;
+    if (content == null) return;
+    saveFile(filePath, content)
+      .then(() => {
+        markClean(filePath);
+        setFileContent(filePath, { ...fc!, content });
+      })
+      .catch(console.error);
+  }, [filePath, markClean, setFileContent]);
+
+  // Ctrl+S / Cmd+S
+  useEffect(() => {
+    const onKeyDown = (e: KeyboardEvent) => {
+      if ((e.ctrlKey || e.metaKey) && e.key === "s") {
+        e.preventDefault();
+        handleSave();
+      }
+    };
+    window.addEventListener("keydown", onKeyDown);
+    return () => window.removeEventListener("keydown", onKeyDown);
+  }, [handleSave]);
+
+  const handleEditorMount: OnMount = (editor) => {
+    editorRef.current = editor;
+  };
+
+  const handleChange = useCallback(
+    (value: string | undefined) => {
+      if (value !== undefined && filePath) {
+        updateBuffer(filePath, value);
+      }
+    },
+    [filePath, updateBuffer],
+  );
+
+  const handleTabClick = useCallback(
+    (path: string) => {
+      openTab(path);
+      navigate(`#/explorer/file/${encodeURIComponent(path)}`);
+    },
+    [openTab, navigate],
+  );
+
+  const handleTabClose = useCallback(
+    (e: React.MouseEvent, path: string) => {
+      e.stopPropagation();
+      const state = useExplorerStore.getState();
+      const tabs = state.openTabs.filter((t) => t !== path);
+      closeTab(path);
+      if (state.selectedFile === path) {
+        const idx = state.openTabs.indexOf(path);
+        const next = tabs[Math.min(idx, tabs.length - 1)];
+        if (next) {
+          navigate(`#/explorer/file/${encodeURIComponent(next)}`);
+        } else {
+          navigate("#/explorer");
+        }
+      }
+    },
+    [closeTab, navigate],
+  );
+
+  const handleTabMiddleClick = useCallback(
+    (e: React.MouseEvent, path: string) => {
+      if (e.button === 1) {
+        handleTabClose(e, path);
+      }
+    },
+    [handleTabClose],
+  );
+
+  // --- Tab bar ---
+  const tabBar = openTabs.length > 0 && (
+    <div
+      className="h-10 flex items-end overflow-x-auto shrink-0"
+      style={{ background: "var(--bg-secondary)", borderBottom: "1px solid var(--border)" }}
+    >
+      {openTabs.map((tab) => {
+        const isActive = tab === filePath;
+        const tabDirty = !!dirty[tab];
+        return (
+          <button
+            key={tab}
+            onClick={() => handleTabClick(tab)}
+            onMouseDown={(e) => handleTabMiddleClick(e, tab)}
+            className="h-full flex items-center gap-1.5 px-3 text-[12px] shrink-0 cursor-pointer transition-colors relative"
+            style={{
+              background: isActive ? "var(--bg-primary)" : "transparent",
+              color: isActive ? "var(--text-primary)" : "var(--text-secondary)",
+              border: "none",
+              borderBottom: isActive ? "2px solid var(--accent)" : "2px solid transparent",
+              maxWidth: "180px",
+            }}
+            onMouseEnter={(e) => {
+              if (!isActive) e.currentTarget.style.background = "var(--bg-hover)";
+            }}
+            onMouseLeave={(e) => {
+              if (!isActive) e.currentTarget.style.background = "transparent";
+            }}
+          >
+            <span className="truncate">{basename(tab)}</span>
+            {tabDirty ? (
+              <span
+                className="w-2 h-2 rounded-full shrink-0"
+                style={{ background: "var(--accent)" }}
+                title="Unsaved changes"
+              />
+            ) : (
+              <span
+                className="w-4 h-4 flex items-center justify-center rounded shrink-0 transition-colors"
+                style={{ color: "var(--text-muted)" }}
+                onClick={(e) => handleTabClose(e, tab)}
+                onMouseEnter={(e) => {
+                  e.currentTarget.style.background = "var(--bg-hover)";
+                  e.currentTarget.style.color = "var(--text-primary)";
+                }}
+                onMouseLeave={(e) => {
+                  e.currentTarget.style.background = "transparent";
+                  e.currentTarget.style.color = "var(--text-muted)";
+                }}
+              >
+                <svg width="10" height="10" viewBox="0 0 16 16" fill="currentColor">
+                  <path d="M8 8.707l3.646 3.647.708-.707L8.707 8l3.647-3.646-.707-.708L8 7.293 4.354 3.646l-.708.708L7.293 8l-3.647 3.646.708.708L8 8.707z" />
+                </svg>
+              </span>
+            )}
+          </button>
+        );
+      })}
+    </div>
+  );
+
+  // No file selected
+  if (!filePath) {
+    return (
+      <div className="flex flex-col h-full">
+        {tabBar}
+        <div className="flex-1 flex items-center justify-center" style={{ color: "var(--text-muted)" }}>
+          Select a file to view
+        </div>
+      </div>
+    );
+  }
+
+  // Loading state
+  if (loadingFile && !fileContent) {
+    return (
+      <div className="flex flex-col h-full">
+        {tabBar}
+        <div className="flex-1 flex items-center justify-center" style={{ color: "var(--text-muted)" }}>
+          <div className="text-sm">Loading file...</div>
+        </div>
+      </div>
+    );
+  }
+
+  // Error state
+  if (!fileContent && !loadingFile) {
+    return (
+      <div className="flex flex-col h-full">
+        {tabBar}
+        <div className="flex-1 flex items-center justify-center" style={{ color: "var(--text-muted)" }}>
+          <div className="text-sm">Failed to load file</div>
+        </div>
+      </div>
+    );
+  }
+
+  if (!fileContent) return null;
+
+  // Binary file
+  if (fileContent.binary) {
+    return (
+      <div className="flex flex-col h-full">
+        {tabBar}
+        <div
+          className="h-8 flex items-center px-3 gap-2 text-xs shrink-0 border-b"
+          style={{ borderColor: "var(--border)", background: "var(--bg-secondary)" }}
+        >
+          <span style={{ color: "var(--text-muted)" }}>{formatSize(fileContent.size)}</span>
+        </div>
+        <div className="flex-1 flex flex-col items-center justify-center gap-3" style={{ color: "var(--text-muted)" }}>
+          <svg width="48" height="48" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="1" strokeLinecap="round" strokeLinejoin="round">
+            <path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8z" />
+            <polyline points="14 2 14 8 20 8" />
+            <line x1="9" y1="15" x2="15" y2="15" />
+          </svg>
+          <span className="text-sm">Binary file — preview not available</span>
+        </div>
+      </div>
+    );
+  }
+
+  return (
+    <div className="flex flex-col h-full">
+      {tabBar}
+      {/* Info bar */}
+      <div
+        className="h-8 flex items-center px-3 gap-2 text-xs shrink-0 border-b"
+        style={{ borderColor: "var(--border)", background: "var(--bg-secondary)" }}
+      >
+        {fileContent.language && (
+          <span
+            className="px-1.5 py-0.5 rounded text-[10px]"
+            style={{ background: "var(--bg-hover)", color: "var(--text-muted)" }}
+          >
+            {fileContent.language}
+          </span>
+        )}
+        <span style={{ color: "var(--text-muted)" }}>{formatSize(fileContent.size)}</span>
+        <div className="flex-1" />
+        {isDirty && (
+          <span className="text-[10px] font-medium" style={{ color: "var(--accent)" }}>
+            Modified
+          </span>
+        )}
+        <button
+          onClick={handleSave}
+          className="px-2 py-0.5 rounded text-[11px] font-medium cursor-pointer transition-colors"
+          style={{
+            background: isDirty ? "var(--accent)" : "var(--bg-hover)",
+            color: isDirty ? "white" : "var(--text-muted)",
+            border: "none",
+          }}
+        >
+          Save
+        </button>
+      </div>
+      {/* Editor */}
+      <div className="flex-1 overflow-hidden">
+        <Editor
+          key={filePath}
+          language={fileContent.language ?? "plaintext"}
+          theme={theme === "dark" ? "uipath-dark" : "uipath-light"}
+          value={buffer ?? fileContent.content ?? ""}
+          onChange={handleChange}
+          beforeMount={handleBeforeMount}
+          onMount={handleEditorMount}
+          options={{
+            minimap: { enabled: false },
+            fontSize: 13,
+            lineNumbersMinChars: 4,
+            scrollBeyondLastLine: false,
+            wordWrap: "on",
+            automaticLayout: true,
+            tabSize: 2,
+            renderWhitespace: "selection",
+          }}
+        />
+      </div>
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/graph/GraphPanel.tsx b/src/uipath/dev/server/frontend/src/components/graph/GraphPanel.tsx
index ebbe08f..3ae8c71 100644
--- a/src/uipath/dev/server/frontend/src/components/graph/GraphPanel.tsx
+++ b/src/uipath/dev/server/frontend/src/components/graph/GraphPanel.tsx
@@ -361,10 +361,9 @@ interface Props {
   breakpointNode?: string | null;
   breakpointNextNodes?: string[];
   onBreakpointChange?: (breakpoints: string[]) => void;
-  fitViewTrigger?: number;
 }
 
-export default function GraphPanel({ entrypoint, runId, breakpointNode, breakpointNextNodes, onBreakpointChange, fitViewTrigger }: Props) {
+export default function GraphPanel({ entrypoint, runId, breakpointNode, breakpointNextNodes, onBreakpointChange }: Props) {
   const [nodes, setNodes, onNodesChange] = useNodesState([]);
   const [edges, setEdges, onEdgesChange] = useEdgesState([]);
   const [loading, setLoading] = useState(true);
@@ -676,12 +675,17 @@ export default function GraphPanel({ entrypoint, runId, breakpointNode, breakpoi
     return () => clearTimeout(t);
   }, [runId]);
 
-  // Fit view when parent container is resized (drag handles)
+  // Fit view when parent container is resized (any drag handle or window resize)
+  const containerRef = useRef<HTMLDivElement>(null);
   useEffect(() => {
-    if (fitViewTrigger) {
+    const el = containerRef.current;
+    if (!el) return;
+    const ro = new ResizeObserver(() => {
       rfInstance.current?.fitView({ padding: 0.1, duration: 200 });
-    }
-  }, [fitViewTrigger]);
+    });
+    ro.observe(el);
+    return () => ro.disconnect();
+  }, [loading, graphUnavailable]);
 
   // Update node status from state events (uses qualified_node_name for precise subgraph matching)
   useEffect(() => {
@@ -821,7 +825,7 @@ export default function GraphPanel({ entrypoint, runId, breakpointNode, breakpoi
   }
 
   return (
-    <div className="h-full graph-panel">
+    <div ref={containerRef} className="h-full graph-panel">
       <style>{`
         .graph-panel .react-flow__handle {
           opacity: 0 !important;
diff --git a/src/uipath/dev/server/frontend/src/components/layout/ActivityBar.tsx b/src/uipath/dev/server/frontend/src/components/layout/ActivityBar.tsx
new file mode 100644
index 0000000..303c3af
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/layout/ActivityBar.tsx
@@ -0,0 +1,108 @@
+import type { ReactNode } from "react";
+import type { Section } from "../../hooks/useHashRoute";
+
+interface Props {
+  section: Section;
+  onSectionChange: (section: Section) => void;
+}
+
+const icons: { section: Section; label: string; icon: ReactNode }[] = [
+  {
+    section: "debug",
+    label: "Developer Console",
+    icon: (
+      // Bug icon
+      <svg width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="1.5" strokeLinecap="round" strokeLinejoin="round">
+        <rect x="8" y="6" width="8" height="14" rx="4" />
+        <path d="M6 10H4" />
+        <path d="M6 18H4" />
+        <path d="M18 10h2" />
+        <path d="M18 18h2" />
+        <path d="M8 14h8" />
+        <path d="M9 6l-1.5-2" />
+        <path d="M15 6l1.5-2" />
+        <path d="M6 14H4" />
+        <path d="M18 14h2" />
+      </svg>
+    ),
+  },
+  {
+    section: "evals",
+    label: "Evals",
+    icon: (
+      // Beaker/flask icon
+      <svg width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="1.5" strokeLinecap="round" strokeLinejoin="round">
+        <path d="M9 3h6" />
+        <path d="M10 3v6.5L5 20a1 1 0 0 0 .9 1.4h12.2a1 1 0 0 0 .9-1.4L14 9.5V3" />
+        <path d="M8.5 14h7" />
+      </svg>
+    ),
+  },
+  {
+    section: "evaluators",
+    label: "Evaluators",
+    icon: (
+      // Shield-check icon
+      <svg width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="1.5" strokeLinecap="round" strokeLinejoin="round">
+        <path d="M12 2l7 4v5c0 5.25-3.5 9.74-7 11-3.5-1.26-7-5.75-7-11V6l7-4z" />
+        <path d="M9 12l2 2 4-4" />
+      </svg>
+    ),
+  },
+  {
+    section: "explorer",
+    label: "Explorer",
+    icon: (
+      // VS Code codicon "files" — exact icon from microsoft/vscode-codicons
+      <svg width="20" height="20" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg" fill="currentColor">
+        <path d="M7.5 22.5H17.595C17.07 23.4 16.11 24 15 24H7.5C4.185 24 1.5 21.315 1.5 18V6C1.5 4.89 2.1 3.93 3 3.405V18C3 20.475 5.025 22.5 7.5 22.5ZM21 8.121V18C21 19.6545 19.6545 21 18 21H7.5C5.8455 21 4.5 19.6545 4.5 18V3C4.5 1.3455 5.8455 0 7.5 0H12.879C13.4715 0 14.0505 0.24 14.4705 0.6585L20.3415 6.5295C20.766 6.954 21 7.5195 21 8.121ZM13.5 6.75C13.5 7.164 13.8375 7.5 14.25 7.5H19.1895L13.5 1.8105V6.75ZM19.5 18V9H14.25C13.0095 9 12 7.9905 12 6.75V1.5H7.5C6.672 1.5 6 2.1735 6 3V18C6 18.8265 6.672 19.5 7.5 19.5H18C18.828 19.5 19.5 18.8265 19.5 18Z" />
+      </svg>
+    ),
+  },
+];
+
+export default function ActivityBar({ section, onSectionChange }: Props) {
+  return (
+    <div
+      className="w-12 flex flex-col items-center shrink-0 border-r"
+      style={{
+        background: "var(--activity-bar-bg)",
+        borderColor: "var(--border)",
+      }}
+    >
+      {/* Section icons */}
+      <div className="flex flex-col items-center gap-1 pt-2">
+        {icons.map((item) => {
+          const active = section === item.section;
+          return (
+            <button
+              key={item.section}
+              onClick={() => onSectionChange(item.section)}
+              className="w-10 h-10 flex items-center justify-center rounded cursor-pointer transition-colors relative"
+              style={{
+                color: active ? "var(--text-primary)" : "var(--text-muted)",
+                background: active ? "var(--bg-hover)" : "transparent",
+                border: "none",
+              }}
+              title={item.label}
+              onMouseEnter={(e) => {
+                if (!active) e.currentTarget.style.color = "var(--text-secondary)";
+              }}
+              onMouseLeave={(e) => {
+                if (!active) e.currentTarget.style.color = "var(--text-muted)";
+              }}
+            >
+              {active && (
+                <div
+                  className="absolute left-0 top-1.5 bottom-1.5 w-0.5 rounded-r"
+                  style={{ background: "var(--accent)" }}
+                />
+              )}
+              {item.icon}
+            </button>
+          );
+        })}
+      </div>
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/layout/DebugSidebar.tsx b/src/uipath/dev/server/frontend/src/components/layout/DebugSidebar.tsx
new file mode 100644
index 0000000..376d8b3
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/layout/DebugSidebar.tsx
@@ -0,0 +1,63 @@
+import type { RunSummary } from "../../types/run";
+import RunHistoryItem from "../runs/RunHistoryItem";
+
+interface Props {
+  runs: RunSummary[];
+  selectedRunId: string | null;
+  onSelectRun: (id: string) => void;
+  onNewRun: () => void;
+}
+
+export default function DebugSidebar({ runs, selectedRunId, onSelectRun, onNewRun }: Props) {
+  const sorted = [...runs].sort(
+    (a, b) =>
+      new Date(b.start_time ?? 0).getTime() -
+      new Date(a.start_time ?? 0).getTime(),
+  );
+
+  return (
+    <>
+      {/* New Run */}
+      <button
+        onClick={onNewRun}
+        className="mx-3 mt-2.5 mb-1 px-3 py-1.5 text-[11px] font-medium rounded border border-[var(--border)] bg-transparent transition-colors cursor-pointer"
+        style={{ color: "var(--text-secondary)" }}
+        onMouseEnter={(e) => {
+          e.currentTarget.style.color = "var(--text-primary)";
+          e.currentTarget.style.borderColor = "var(--text-muted)";
+        }}
+        onMouseLeave={(e) => {
+          e.currentTarget.style.color = "var(--text-secondary)";
+          e.currentTarget.style.borderColor = "";
+        }}
+      >
+        + New Run
+      </button>
+
+      {/* Runs label */}
+      <div
+        className="px-3 pt-3 pb-1 text-[11px] uppercase tracking-widest font-semibold"
+        style={{ color: "var(--text-muted)" }}
+      >
+        History
+      </div>
+
+      {/* Run list */}
+      <div className="flex-1 overflow-y-auto">
+        {sorted.map((run) => (
+          <RunHistoryItem
+            key={run.id}
+            run={run}
+            isSelected={run.id === selectedRunId}
+            onClick={() => onSelectRun(run.id)}
+          />
+        ))}
+        {sorted.length === 0 && (
+          <p className="text-xs px-3 py-4 text-center" style={{ color: "var(--text-muted)" }}>
+            No runs yet
+          </p>
+        )}
+      </div>
+    </>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/layout/SidePanel.tsx b/src/uipath/dev/server/frontend/src/components/layout/SidePanel.tsx
new file mode 100644
index 0000000..eeec46f
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/layout/SidePanel.tsx
@@ -0,0 +1,23 @@
+import type { ReactNode } from "react";
+
+interface Props {
+  title: string;
+  children: ReactNode;
+}
+
+export default function SidePanel({ title, children }: Props) {
+  return (
+    <aside className="w-[200px] bg-[var(--sidebar-bg)] border-r border-[var(--border)] flex flex-col shrink-0">
+      {/* Header */}
+      <div className="px-3 h-10 border-b border-[var(--border)] flex items-center">
+        <span
+          className="text-[10px] uppercase tracking-widest font-semibold"
+          style={{ color: "var(--text-muted)" }}
+        >
+          {title}
+        </span>
+      </div>
+      {children}
+    </aside>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/layout/Sidebar.tsx b/src/uipath/dev/server/frontend/src/components/layout/Sidebar.tsx
index 842c589..2744248 100644
--- a/src/uipath/dev/server/frontend/src/components/layout/Sidebar.tsx
+++ b/src/uipath/dev/server/frontend/src/components/layout/Sidebar.tsx
@@ -62,7 +62,7 @@ export default function Sidebar({ runs, selectedRunId, onSelectRun, onNewRun, is
           {/* New Run */}
           <button
             onClick={onNewRun}
-            className="mx-3 mt-2.5 mb-1 px-2 py-1.5 text-[10px] uppercase tracking-wider font-semibold rounded border border-[var(--border)] bg-transparent transition-colors cursor-pointer"
+            className="mx-3 mt-2.5 mb-1 px-2 py-1.5 text-[11px] font-medium rounded border border-[var(--border)] bg-transparent transition-colors cursor-pointer"
             style={{ color: "var(--text-muted)" }}
           >
             + New Run
@@ -120,7 +120,7 @@ export default function Sidebar({ runs, selectedRunId, onSelectRun, onNewRun, is
       {/* New Run */}
       <button
         onClick={onNewRun}
-        className="mx-3 mt-2.5 mb-1 px-2 py-1 text-[10px] uppercase tracking-wider font-semibold rounded border border-[var(--border)] bg-transparent transition-colors cursor-pointer"
+        className="mx-3 mt-2.5 mb-1 px-2 py-1 text-[11px] font-medium rounded border border-[var(--border)] bg-transparent transition-colors cursor-pointer"
         style={{ color: "var(--text-muted)" }}
         onMouseEnter={(e) => {
           e.currentTarget.style.color = "var(--text-primary)";
diff --git a/src/uipath/dev/server/frontend/src/components/layout/StatusBar.tsx b/src/uipath/dev/server/frontend/src/components/layout/StatusBar.tsx
index bb5b198..5f34e0f 100644
--- a/src/uipath/dev/server/frontend/src/components/layout/StatusBar.tsx
+++ b/src/uipath/dev/server/frontend/src/components/layout/StatusBar.tsx
@@ -114,14 +114,14 @@ export default function StatusBar() {
           {popoverOpen && (
             <div
               ref={popoverRef}
-              className="absolute bottom-full right-0 mb-1 rounded border shadow-lg p-1 min-w-[160px]"
+              className="absolute bottom-full right-0 mb-1 rounded border shadow-lg p-1 min-w-[180px]"
               style={{ background: "var(--bg-secondary)", borderColor: "var(--border)" }}
             >
               {(isAuthenticated || isExpired) ? (
                 <>
                   <button
                     onClick={() => { if (uipathUrl) window.open(uipathUrl, "_blank", "noopener,noreferrer"); setPopoverOpen(false); }}
-                    className="w-full flex items-center gap-2 px-2 py-1.5 text-[11px] rounded cursor-pointer transition-colors text-left"
+                    className="w-full flex items-center gap-2 px-2 py-2 text-[11px] rounded cursor-pointer transition-colors text-left"
                     style={{ color: "var(--text-muted)", background: "transparent", border: "none" }}
                     onMouseEnter={(e) => { e.currentTarget.style.background = "var(--bg-hover)"; e.currentTarget.style.color = "var(--text-primary)"; }}
                     onMouseLeave={(e) => { e.currentTarget.style.background = "transparent"; e.currentTarget.style.color = "var(--text-muted)"; }}
@@ -135,7 +135,7 @@ export default function StatusBar() {
                   </button>
                   <button
                     onClick={() => { logout(); setPopoverOpen(false); }}
-                    className="w-full flex items-center gap-2 px-2 py-1.5 text-[11px] rounded cursor-pointer transition-colors text-left"
+                    className="w-full flex items-center gap-2 px-2 py-2 text-[11px] rounded cursor-pointer transition-colors text-left"
                     style={{ color: "var(--text-muted)", background: "transparent", border: "none" }}
                     onMouseEnter={(e) => { e.currentTarget.style.background = "var(--bg-hover)"; e.currentTarget.style.color = "var(--text-primary)"; }}
                     onMouseLeave={(e) => { e.currentTarget.style.background = "transparent"; e.currentTarget.style.color = "var(--text-muted)"; }}
@@ -150,7 +150,7 @@ export default function StatusBar() {
                 </>
               ) : needsTenant ? (
                 <div className="p-1">
-                  <label className="block text-[10px] uppercase tracking-wider font-semibold mb-1" style={{ color: "var(--text-muted)" }}>Tenant</label>
+                  <label className="block text-[10px] font-medium mb-1" style={{ color: "var(--text-muted)" }}>Tenant</label>
                   <select
                     value={selectedTenant}
                     onChange={(e) => setSelectedTenant(e.target.value)}
@@ -163,7 +163,7 @@ export default function StatusBar() {
                   <button
                     onClick={() => { if (selectedTenant) { selectTenant(selectedTenant); setPopoverOpen(false); } }}
                     disabled={!selectedTenant}
-                    className="w-full px-2 py-1 text-[10px] uppercase tracking-wider font-semibold rounded border border-[var(--border)] bg-transparent cursor-pointer transition-colors disabled:opacity-30 disabled:cursor-not-allowed"
+                    className="w-full px-2 py-1 text-[10px] font-medium rounded border border-[var(--border)] bg-transparent cursor-pointer transition-colors disabled:opacity-30 disabled:cursor-not-allowed"
                     style={{ color: "var(--text-muted)" }}
                   >
                     Confirm
@@ -171,7 +171,7 @@ export default function StatusBar() {
                 </div>
               ) : (
                 <div className="p-1">
-                  <label className="block text-[10px] uppercase tracking-wider font-semibold mb-1" style={{ color: "var(--text-muted)" }}>Environment</label>
+                  <label className="block text-[10px] font-medium mb-1" style={{ color: "var(--text-muted)" }}>Environment</label>
                   <select
                     value={environment}
                     onChange={(e) => setEnvironment(e.target.value as "cloud" | "staging" | "alpha")}
@@ -184,7 +184,7 @@ export default function StatusBar() {
                   </select>
                   <button
                     onClick={() => { startLogin(); setPopoverOpen(false); }}
-                    className="w-full px-2 py-1 text-[10px] uppercase tracking-wider font-semibold rounded border border-[var(--border)] bg-transparent cursor-pointer transition-colors"
+                    className="w-full px-2 py-1 text-[10px] font-medium rounded border border-[var(--border)] bg-transparent cursor-pointer transition-colors"
                     style={{ color: "var(--text-muted)" }}
                     onMouseEnter={(e) => { e.currentTarget.style.color = "var(--text-primary)"; e.currentTarget.style.borderColor = "var(--text-muted)"; }}
                     onMouseLeave={(e) => { e.currentTarget.style.color = "var(--text-muted)"; e.currentTarget.style.borderColor = "var(--border)"; }}
diff --git a/src/uipath/dev/server/frontend/src/components/runs/AddToEvalModal.tsx b/src/uipath/dev/server/frontend/src/components/runs/AddToEvalModal.tsx
new file mode 100644
index 0000000..c2656ad
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/runs/AddToEvalModal.tsx
@@ -0,0 +1,442 @@
+import { useEffect, useMemo, useRef, useState } from "react";
+import type { RunSummary } from "../../types/run";
+import type { LocalEvaluator } from "../../types/eval";
+import { useEvalStore } from "../../store/useEvalStore";
+import { listEvalSets, listLocalEvaluators, addEvalItem } from "../../api/eval-client";
+
+interface Props {
+  run: RunSummary;
+  onClose: () => void;
+}
+
+/** Maps evaluator_type_id → default criteria given the run output. */
+const CRITERIA_TEMPLATES: Record<
+  string,
+  (output: unknown) => Record<string, unknown>
+> = {
+  "uipath-exact-match": (o) => ({ expectedOutput: o }),
+  "uipath-json-similarity": (o) => ({ expectedOutput: o }),
+  "uipath-contains": () => ({ searchText: "" }),
+  "uipath-llm-judge-output-semantic-similarity": (o) => ({
+    expectedOutput: o,
+  }),
+  "uipath-llm-judge-output-strict-json-similarity": (o) => ({
+    expectedOutput: o,
+  }),
+  "uipath-llm-judge-trajectory-similarity": () => ({
+    expectedAgentBehavior: "",
+  }),
+  "uipath-llm-judge-trajectory-simulation": () => ({
+    expectedAgentBehavior: "",
+  }),
+  "uipath-tool-call-count": () => ({}),
+  "uipath-tool-call-args": () => ({}),
+  "uipath-tool-call-order": () => ({}),
+  "uipath-tool-call-output": () => ({}),
+};
+
+/** Build default criteria for an evaluator, with category-based fallback. */
+function getDefaultCriteria(
+  ev: LocalEvaluator | undefined,
+  output: unknown,
+): Record<string, unknown> {
+  if (!ev) return {};
+  const template = CRITERIA_TEMPLATES[ev.evaluator_type_id];
+  if (template) return template(output);
+  // Fallback: infer from type/category
+  if (ev.type === "tool") return {};
+  if (ev.evaluator_type_id.includes("trajectory")) return { expectedAgentBehavior: "" };
+  return { expectedOutput: output };
+}
+
+function isToolEvaluator(ev: LocalEvaluator | undefined): boolean {
+  if (!ev) return false;
+  if (ev.type === "tool") return true;
+  return ev.evaluator_type_id.includes("tool-call");
+}
+
+function getCategoryBadge(ev: LocalEvaluator | undefined): { label: string; color: string } {
+  if (!ev) return { label: "output", color: "var(--success, #22c55e)" };
+  if (isToolEvaluator(ev))
+    return { label: "tools", color: "var(--warning, #e5a00d)" };
+  if (ev.evaluator_type_id.includes("trajectory"))
+    return { label: "quality", color: "var(--info, #3b82f6)" };
+  return { label: "output", color: "var(--success, #22c55e)" };
+}
+
+export default function AddToEvalModal({ run, onClose }: Props) {
+  const evalSets = useEvalStore((s) => s.evalSets);
+  const setEvalSets = useEvalStore((s) => s.setEvalSets);
+  const incrementEvalSetCount = useEvalStore((s) => s.incrementEvalSetCount);
+  const localEvaluators = useEvalStore((s) => s.localEvaluators);
+  const setLocalEvaluators = useEvalStore((s) => s.setLocalEvaluators);
+
+  const [name, setName] = useState(`run-${run.id.slice(0, 8)}`);
+  const [selectedSets, setSelectedSets] = useState<Set<string>>(new Set());
+  const [criteriaMap, setCriteriaMap] = useState<Record<string, string>>({});
+  const userEditedRef = useRef(new Set<string>());
+  const [submitting, setSubmitting] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const [success, setSuccess] = useState(false);
+
+  const setsList = Object.values(evalSets);
+
+  // Build a lookup: evaluator id → LocalEvaluator
+  const evaluatorById = useMemo(
+    () => Object.fromEntries(localEvaluators.map((e) => [e.id, e])),
+    [localEvaluators],
+  );
+
+  // Collect unique evaluator IDs across all selected eval sets
+  const selectedEvaluatorIds = useMemo(() => {
+    const ids = new Set<string>();
+    for (const setId of selectedSets) {
+      const es = evalSets[setId];
+      if (es) es.evaluator_ids.forEach((id) => ids.add(id));
+    }
+    return [...ids];
+  }, [selectedSets, evalSets]);
+
+  // Initialize criteria map when selected evaluators change
+  useEffect(() => {
+    const output = run.output_data;
+    const edited = userEditedRef.current;
+    setCriteriaMap((prev) => {
+      const next: Record<string, string> = {};
+      for (const evId of selectedEvaluatorIds) {
+        if (edited.has(evId) && prev[evId] !== undefined) {
+          // Preserve user edits
+          next[evId] = prev[evId];
+        } else {
+          // (Re)generate default from evaluator type with category fallback
+          const ev = evaluatorById[evId];
+          const defaultCriteria = getDefaultCriteria(ev, output);
+          next[evId] = JSON.stringify(defaultCriteria, null, 2);
+        }
+      }
+      return next;
+    });
+  }, [selectedEvaluatorIds, evaluatorById, run.output_data]);
+
+  useEffect(() => {
+    const handleKeyDown = (e: KeyboardEvent) => {
+      if (e.key === "Escape") onClose();
+    };
+    document.addEventListener("keydown", handleKeyDown);
+    return () => document.removeEventListener("keydown", handleKeyDown);
+  }, [onClose]);
+
+  useEffect(() => {
+    if (setsList.length === 0) {
+      listEvalSets().then(setEvalSets).catch(() => {});
+    }
+    if (localEvaluators.length === 0) {
+      listLocalEvaluators().then(setLocalEvaluators).catch(() => {});
+    }
+  }, []); // eslint-disable-line react-hooks/exhaustive-deps
+
+  const toggleSet = (id: string) => {
+    setSelectedSets((prev) => {
+      const next = new Set(prev);
+      if (next.has(id)) next.delete(id);
+      else next.add(id);
+      return next;
+    });
+  };
+
+  const handleSubmit = async () => {
+    if (!name.trim() || selectedSets.size === 0) return;
+    setError(null);
+    setSubmitting(true);
+
+    // Parse each evaluator's criteria JSON
+    const evaluationCriterias: Record<string, Record<string, unknown>> = {};
+    for (const evId of selectedEvaluatorIds) {
+      const raw = criteriaMap[evId];
+      if (raw !== undefined) {
+        try {
+          evaluationCriterias[evId] = JSON.parse(raw);
+        } catch {
+          setError(`Invalid JSON for evaluator "${evaluatorById[evId]?.name ?? evId}"`);
+          setSubmitting(false);
+          return;
+        }
+      }
+    }
+
+    try {
+      for (const setId of selectedSets) {
+        // Only send criteria for evaluators that belong to this eval set
+        const es = evalSets[setId];
+        const setEvIds = new Set(es?.evaluator_ids ?? []);
+        const setCriterias: Record<string, Record<string, unknown>> = {};
+        for (const [evId, criteria] of Object.entries(evaluationCriterias)) {
+          if (setEvIds.has(evId)) setCriterias[evId] = criteria;
+        }
+
+        await addEvalItem(setId, {
+          name: name.trim(),
+          inputs: run.input_data,
+          expected_output: null,
+          evaluation_criterias: setCriterias,
+        });
+        incrementEvalSetCount(setId);
+      }
+      setSuccess(true);
+      setTimeout(onClose, 3000);
+    } catch (err: any) {
+      setError(err.detail || err.message || "Failed to add item");
+    } finally {
+      setSubmitting(false);
+    }
+  };
+
+  return (
+    <div
+      className="fixed inset-0 z-50 flex items-center justify-center"
+      style={{ background: "rgba(0, 0, 0, 0.5)" }}
+      onClick={(e) => { if (e.target === e.currentTarget) onClose(); }}
+    >
+      <div
+        className="w-full max-w-2xl rounded-lg p-6 shadow-xl max-h-[85vh] flex flex-col"
+        style={{ background: "var(--bg-primary)", border: "1px solid var(--border)" }}
+      >
+        {/* Header */}
+        <div className="flex items-center justify-between mb-6">
+          <div className="flex items-center gap-2">
+            <div className="w-1.5 h-1.5 rounded-full" style={{ background: "var(--accent)" }} />
+            <span
+              className="text-sm font-semibold"
+              style={{ color: "var(--text-muted)" }}
+            >
+              Add to Eval Set
+            </span>
+          </div>
+          <button
+            onClick={onClose}
+            className="w-7 h-7 flex items-center justify-center rounded cursor-pointer transition-colors"
+            style={{ color: "var(--text-muted)", background: "transparent", border: "none" }}
+            onMouseEnter={(e) => { e.currentTarget.style.color = "var(--text-primary)"; }}
+            onMouseLeave={(e) => { e.currentTarget.style.color = "var(--text-muted)"; }}
+            aria-label="Close"
+          >
+            <svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round">
+              <line x1="18" y1="6" x2="6" y2="18" />
+              <line x1="6" y1="6" x2="18" y2="18" />
+            </svg>
+          </button>
+        </div>
+
+        {/* Scrollable body */}
+        <div className="flex-1 overflow-y-auto min-h-0 space-y-4 pr-1">
+          {/* Item name */}
+          <div>
+            <label
+              className="block text-[11px] font-medium mb-1.5"
+              style={{ color: "var(--text-muted)" }}
+            >
+              Item Name
+            </label>
+            <input
+              type="text"
+              value={name}
+              onChange={(e) => setName(e.target.value)}
+              className="w-full rounded-md px-3 py-2 text-xs"
+              style={{
+                background: "var(--bg-secondary)",
+                border: "1px solid var(--border)",
+                color: "var(--text-primary)",
+              }}
+            />
+          </div>
+
+          {/* Inputs (read-only) */}
+          <div>
+            <label
+              className="block text-[11px] font-medium mb-1.5"
+              style={{ color: "var(--text-muted)" }}
+            >
+              Inputs
+            </label>
+            <pre
+              className="rounded-md px-3 py-2 text-xs font-mono whitespace-pre-wrap break-words max-h-32 overflow-y-auto"
+              style={{
+                background: "var(--bg-secondary)",
+                border: "1px solid var(--border)",
+                color: "var(--text-secondary)",
+              }}
+            >
+              {JSON.stringify(run.input_data, null, 2)}
+            </pre>
+          </div>
+
+          {/* Eval set selection */}
+          <div>
+            <label
+              className="block text-[11px] font-medium mb-1.5"
+              style={{ color: "var(--text-muted)" }}
+            >
+              Eval Sets
+            </label>
+            {setsList.length === 0 ? (
+              <p className="text-xs" style={{ color: "var(--text-muted)" }}>
+                No eval sets found. Create one first.
+              </p>
+            ) : (
+              <div
+                className="rounded-md border overflow-hidden max-h-40 overflow-y-auto"
+                style={{ borderColor: "var(--border)", background: "var(--bg-secondary)" }}
+              >
+                {setsList.map((es) => (
+                  <label
+                    key={es.id}
+                    className="flex items-center gap-2.5 px-3 py-2 text-xs cursor-pointer transition-colors"
+                    style={{ borderBottom: "1px solid var(--border)" }}
+                    onMouseEnter={(e) => { e.currentTarget.style.background = "var(--bg-hover)"; }}
+                    onMouseLeave={(e) => { e.currentTarget.style.background = "transparent"; }}
+                  >
+                    <input
+                      type="checkbox"
+                      checked={selectedSets.has(es.id)}
+                      onChange={() => toggleSet(es.id)}
+                      className="accent-[var(--accent)]"
+                    />
+                    <span className="flex-1 truncate" style={{ color: "var(--text-primary)" }}>
+                      {es.name}
+                    </span>
+                    <span className="text-[10px]" style={{ color: "var(--text-muted)" }}>
+                      {es.eval_count} items
+                    </span>
+                  </label>
+                ))}
+              </div>
+            )}
+          </div>
+
+          {/* Per-evaluator criteria editors */}
+          {selectedEvaluatorIds.length > 0 && (
+            <div>
+              <label
+                className="block text-[11px] font-medium mb-1.5"
+                style={{ color: "var(--text-muted)" }}
+              >
+                Evaluation Criteria
+              </label>
+              <div className="space-y-2">
+                {selectedEvaluatorIds.map((evId) => {
+                  const ev = evaluatorById[evId];
+                  const isTool = isToolEvaluator(ev);
+                  const badge = getCategoryBadge(ev);
+
+                  return (
+                    <div
+                      key={evId}
+                      className="rounded-md"
+                      style={{
+                        border: "1px solid var(--border)",
+                        background: "var(--bg-primary)",
+                        opacity: isTool ? 0.6 : 1,
+                      }}
+                    >
+                      {/* Card header */}
+                      <div
+                        className="flex items-center gap-2 px-3 py-2"
+                        style={{ borderBottom: isTool ? "none" : "1px solid var(--border)" }}
+                      >
+                        <span
+                          className="text-xs font-medium truncate flex-1"
+                          style={{ color: "var(--text-primary)" }}
+                        >
+                          {ev?.name ?? evId}
+                        </span>
+                        <span
+                          className="text-[10px] px-1.5 py-0.5 rounded-full font-medium"
+                          style={{
+                            color: badge.color,
+                            background: `color-mix(in srgb, ${badge.color} 12%, transparent)`,
+                          }}
+                        >
+                          {badge.label}
+                        </span>
+                      </div>
+                      {/* Card body */}
+                      {isTool ? (
+                        <div className="px-3 pb-2">
+                          <span
+                            className="text-[10px] italic"
+                            style={{ color: "var(--text-muted)" }}
+                          >
+                            Default criteria — uses evaluator config
+                          </span>
+                        </div>
+                      ) : (
+                        <div className="px-3 pb-2 pt-1">
+                          <textarea
+                            value={criteriaMap[evId] ?? "{}"}
+                            onChange={(e) => {
+                              userEditedRef.current.add(evId);
+                              setCriteriaMap((prev) => ({ ...prev, [evId]: e.target.value }));
+                            }}
+                            rows={8}
+                            className="w-full rounded px-2 py-1.5 text-xs font-mono resize-y"
+                            style={{
+                              background: "var(--bg-secondary)",
+                              border: "1px solid var(--border)",
+                              color: "var(--text-primary)",
+                            }}
+                          />
+                        </div>
+                      )}
+                    </div>
+                  );
+                })}
+              </div>
+            </div>
+          )}
+        </div>
+
+        {/* Footer — outside scrollable area */}
+        <div className="mt-4 space-y-3">
+          {/* Error */}
+          {error && (
+            <p className="text-xs px-3 py-2 rounded" style={{ color: "var(--error)", background: "color-mix(in srgb, var(--error) 10%, var(--bg-secondary))" }}>{error}</p>
+          )}
+
+          {/* Success */}
+          {success && (
+            <p className="text-xs px-3 py-2 rounded" style={{ color: "var(--success)", background: "color-mix(in srgb, var(--success) 10%, var(--bg-secondary))" }}>
+              Added to {selectedSets.size} eval set{selectedSets.size !== 1 ? "s" : ""}.
+            </p>
+          )}
+
+          {/* Actions */}
+          <div className="flex gap-2">
+            <button
+              onClick={onClose}
+              className="flex-1 py-2 rounded-md text-xs font-semibold cursor-pointer"
+              style={{
+                background: "var(--bg-secondary)",
+                color: "var(--text-secondary)",
+                border: "1px solid var(--border)",
+              }}
+            >
+              Cancel
+            </button>
+            <button
+              onClick={handleSubmit}
+              disabled={!name.trim() || selectedSets.size === 0 || submitting || success}
+              className="flex-1 py-2 rounded-md text-[13px] font-semibold transition-colors cursor-pointer disabled:opacity-40 disabled:cursor-not-allowed"
+              style={{
+                background: "var(--accent)",
+                color: "var(--bg-primary)",
+                border: "none",
+              }}
+            >
+              {submitting ? "Adding..." : success ? "Added" : "Add Item"}
+            </button>
+          </div>
+        </div>
+      </div>
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/runs/NewRunPanel.tsx b/src/uipath/dev/server/frontend/src/components/runs/NewRunPanel.tsx
index f497250..c78d267 100644
--- a/src/uipath/dev/server/frontend/src/components/runs/NewRunPanel.tsx
+++ b/src/uipath/dev/server/frontend/src/components/runs/NewRunPanel.tsx
@@ -49,7 +49,7 @@ export default function NewRunPanel() {
               style={{ background: entrypointError ? "var(--error)" : "var(--accent)" }}
             />
             <span
-              className="text-xs uppercase tracking-widest font-semibold"
+              className="text-sm font-semibold"
               style={{ color: "var(--text-muted)" }}
             >
               New Run
@@ -66,7 +66,7 @@ export default function NewRunPanel() {
         {entrypoints.length > 1 && (
           <div className="mb-8">
             <label
-              className="block text-[10px] uppercase tracking-wider font-semibold mb-2"
+              className="block text-[11px] font-medium mb-1.5"
               style={{ color: "var(--text-muted)" }}
             >
               Entrypoint
@@ -75,7 +75,7 @@ export default function NewRunPanel() {
               id="entrypoint-select"
               value={selectedEp}
               onChange={(e) => setSelectedEp(e.target.value)}
-              className="w-full rounded-md px-3 py-1.5 text-xs font-mono cursor-pointer appearance-auto"
+              className="w-full rounded-md px-3 py-2 text-xs font-mono cursor-pointer appearance-auto"
               style={{
                 background: "var(--bg-secondary)",
                 border: "1px solid var(--border)",
@@ -174,7 +174,7 @@ function ModeCard({
     <button
       onClick={onClick}
       disabled={disabled}
-      className="group flex flex-col items-center text-center p-6 rounded-lg border transition-all cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed"
+      className="group flex flex-col items-center text-center p-6 rounded-md border transition-all cursor-pointer disabled:opacity-40 disabled:cursor-not-allowed"
       style={{
         background: "var(--bg-secondary)",
         borderColor: "var(--border)",
diff --git a/src/uipath/dev/server/frontend/src/components/runs/RunDetailsPanel.tsx b/src/uipath/dev/server/frontend/src/components/runs/RunDetailsPanel.tsx
index 8e5cf1c..ea9c9a6 100644
--- a/src/uipath/dev/server/frontend/src/components/runs/RunDetailsPanel.tsx
+++ b/src/uipath/dev/server/frontend/src/components/runs/RunDetailsPanel.tsx
@@ -8,6 +8,7 @@ import LogPanel from "../logs/LogPanel";
 const ChatPanel = lazy(() => import("../chat/ChatPanel"));
 import RunEventsPanel from "./RunEventsPanel";
 import JsonHighlight from "../shared/JsonHighlight";
+import DataSection from "../shared/DataSection";
 import DebugControls from "../debug/DebugControls";
 
 type SidebarTab = "primary" | "events" | "io" | "logs";
@@ -34,7 +35,7 @@ export default function RunDetailsPanel({ run, ws, isMobile }: Props) {
   });
   const [sidebarTab, setSidebarTab] = useState<SidebarTab>("primary");
   const [mobileTab, setMobileTab] = useState<MobileTab>(isChatMode ? "primary" : "traces");
-  const [fitViewTrigger, setFitViewTrigger] = useState(0);
+
   const containerRef = useRef<HTMLDivElement>(null);
   const outerRef = useRef<HTMLDivElement>(null);
   const dragging = useRef(false);
@@ -83,7 +84,7 @@ export default function RunDetailsPanel({ run, ws, isMobile }: Props) {
       document.removeEventListener("touchend", onUp);
       document.body.style.cursor = "";
       document.body.style.userSelect = "";
-      setFitViewTrigger((n) => n + 1);
+
     };
 
     document.body.style.cursor = "row-resize";
@@ -117,7 +118,7 @@ export default function RunDetailsPanel({ run, ws, isMobile }: Props) {
       document.body.style.cursor = "";
       document.body.style.userSelect = "";
       localStorage.setItem("chatPanelWidth", String(sidebarWidth));
-      setFitViewTrigger((n) => n + 1);
+
     };
 
     document.body.style.cursor = "col-resize";
@@ -140,7 +141,7 @@ export default function RunDetailsPanel({ run, ws, isMobile }: Props) {
   const statusIndicator =
     run.status === "running" ? (
       <span
-        className="ml-auto text-[10px] px-2 py-0.5 rounded-full shrink-0"
+        className="ml-auto text-[11px] px-2 py-0.5 rounded-full shrink-0"
         style={{
           background: "color-mix(in srgb, var(--warning) 15%, var(--bg-secondary))",
           color: "var(--warning)",
@@ -150,7 +151,7 @@ export default function RunDetailsPanel({ run, ws, isMobile }: Props) {
       </span>
     ) : isChatMode && run.status === "suspended" && interrupt ? (
       <span
-        className="ml-auto text-[10px] px-2 py-0.5 rounded-full shrink-0"
+        className="ml-auto text-[11px] px-2 py-0.5 rounded-full shrink-0"
         style={{
           background: "color-mix(in srgb, var(--warning) 15%, var(--bg-secondary))",
           color: "var(--warning)",
@@ -178,7 +179,7 @@ export default function RunDetailsPanel({ run, ws, isMobile }: Props) {
         )}
         {/* Graph panel — fixed height */}
         <div className="shrink-0" style={{ height: "40vh" }}>
-          <GraphPanel entrypoint={run.entrypoint} traces={traces} runId={run.id} breakpointNode={run.breakpoint_node} breakpointNextNodes={run.breakpoint_next_nodes} onBreakpointChange={handleBreakpointChange} fitViewTrigger={fitViewTrigger} />
+          <GraphPanel entrypoint={run.entrypoint} traces={traces} runId={run.id} breakpointNode={run.breakpoint_node} breakpointNextNodes={run.breakpoint_next_nodes} onBreakpointChange={handleBreakpointChange} />
         </div>
         {/* Tab bar */}
         <div
@@ -189,7 +190,7 @@ export default function RunDetailsPanel({ run, ws, isMobile }: Props) {
             <button
               key={tab.id}
               onClick={() => setMobileTab(tab.id)}
-              className="px-2 py-0.5 h-5 text-[11px] uppercase tracking-wider font-semibold rounded transition-colors cursor-pointer"
+              className="px-2.5 py-1 h-7 text-xs font-semibold rounded transition-colors cursor-pointer"
               style={{
                 color:
                   mobileTab === tab.id
@@ -261,17 +262,15 @@ export default function RunDetailsPanel({ run, ws, isMobile }: Props) {
           <DebugControls runId={run.id} status={run.status} ws={ws} breakpointNode={run.breakpoint_node} />
         )}
         {/* Graph panel — resizable */}
-        <div className="shrink-0" style={{ height: graphHeight }}>
-          <GraphPanel entrypoint={run.entrypoint} traces={traces} runId={run.id} breakpointNode={run.breakpoint_node} breakpointNextNodes={run.breakpoint_next_nodes} onBreakpointChange={handleBreakpointChange} fitViewTrigger={fitViewTrigger} />
+        <div className="shrink-0 overflow-hidden" style={{ height: graphHeight }}>
+          <GraphPanel entrypoint={run.entrypoint} traces={traces} runId={run.id} breakpointNode={run.breakpoint_node} breakpointNextNodes={run.breakpoint_next_nodes} onBreakpointChange={handleBreakpointChange} />
         </div>
         {/* Drag handle */}
         <div
           onMouseDown={onResizeStart}
           onTouchStart={onResizeStart}
-          className="shrink-0 h-1.5 cursor-row-resize bg-[var(--border)] hover:bg-[var(--accent)] transition-colors relative"
-        >
-          <div className="absolute inset-0 -top-1 -bottom-1" />
-        </div>
+          className="shrink-0 drag-handle-row"
+        />
         {/* Trace tree */}
         <div className="flex-1 overflow-hidden">
           <TraceTree traces={traces} />
@@ -282,10 +281,8 @@ export default function RunDetailsPanel({ run, ws, isMobile }: Props) {
       <div
         onMouseDown={onSidebarResizeStart}
         onTouchStart={onSidebarResizeStart}
-        className="shrink-0 w-1.5 cursor-col-resize bg-[var(--border)] hover:bg-[var(--accent)] transition-colors relative"
-      >
-        <div className="absolute inset-0 -left-1 -right-1" />
-      </div>
+        className="shrink-0 drag-handle-col"
+      />
 
       {/* Sidebar */}
       <div
@@ -301,7 +298,7 @@ export default function RunDetailsPanel({ run, ws, isMobile }: Props) {
             <button
               key={tab.id}
               onClick={() => setSidebarTab(tab.id)}
-              className="px-2 py-0.5 h-5 text-[11px] uppercase tracking-wider font-semibold rounded transition-colors cursor-pointer"
+              className="px-2.5 py-1 h-7 text-xs font-semibold rounded transition-colors cursor-pointer"
               style={{
                 color:
                   sidebarTab === tab.id
@@ -363,38 +360,35 @@ export default function RunDetailsPanel({ run, ws, isMobile }: Props) {
 
 function IOView({ run }: { run: RunSummary }) {
   return (
-    <div className="p-4 overflow-y-auto h-full space-y-4">
-      <DataSection title="Input" color="var(--success)" copyText={JSON.stringify(run.input_data, null, 2)}>
+    <div className="p-2 overflow-y-auto h-full space-y-1.5">
+      <DataSection title="Input" copyText={JSON.stringify(run.input_data, null, 2)}>
         <JsonHighlight
           json={JSON.stringify(run.input_data, null, 2)}
-          className="p-3 rounded-lg text-xs font-mono whitespace-pre-wrap break-words"
-          style={{ background: "var(--bg-secondary)", border: "1px solid var(--border)" }}
+          className="px-3 py-2 text-xs font-mono whitespace-pre-wrap break-words"
         />
       </DataSection>
 
       {run.output_data && (
         <DataSection
           title="Output"
-          color="var(--accent)"
           copyText={typeof run.output_data === "string" ? run.output_data : JSON.stringify(run.output_data, null, 2)}
         >
           <JsonHighlight
             json={typeof run.output_data === "string"
               ? run.output_data
               : JSON.stringify(run.output_data, null, 2)}
-            className="p-3 rounded-lg text-xs font-mono whitespace-pre-wrap break-words"
-            style={{ background: "var(--bg-secondary)", border: "1px solid var(--border)" }}
+            className="px-3 py-2 text-xs font-mono whitespace-pre-wrap break-words"
           />
         </DataSection>
       )}
 
       {run.error && (
         <div
-          className="rounded-lg overflow-hidden"
+          className="overflow-hidden"
           style={{ border: "1px solid color-mix(in srgb, var(--error) 40%, var(--border))" }}
         >
           <div
-            className="px-4 py-2 text-xs font-semibold flex items-center gap-2"
+            className="px-3 py-2 text-xs font-semibold flex items-center gap-2"
             style={{
               background: "color-mix(in srgb, var(--error) 15%, var(--bg-secondary))",
               color: "var(--error)",
@@ -414,7 +408,7 @@ function IOView({ run }: { run: RunSummary }) {
               {run.error.category}
             </span>
           </div>
-          <div className="p-4 text-xs leading-normal" style={{ background: "var(--bg-secondary)" }}>
+          <div className="px-3 py-2 text-xs leading-normal">
             <div className="font-semibold mb-2" style={{ color: "var(--text-primary)" }}>
               {run.error.title}
             </div>
@@ -431,49 +425,3 @@ function IOView({ run }: { run: RunSummary }) {
   );
 }
 
-function DataSection({
-  title,
-  color,
-  copyText,
-  children,
-}: {
-  title: string;
-  color: string;
-  copyText?: string;
-  children: React.ReactNode;
-}) {
-  const [copied, setCopied] = useState(false);
-
-  const copy = useCallback(() => {
-    if (!copyText) return;
-    navigator.clipboard.writeText(copyText).then(() => {
-      setCopied(true);
-      setTimeout(() => setCopied(false), 1500);
-    });
-  }, [copyText]);
-
-  return (
-    <div>
-      <div className="flex items-center gap-2 mb-2">
-        <div className="w-1 h-4 rounded-full" style={{ background: color }} />
-        <span className="text-xs font-semibold uppercase tracking-wider" style={{ color }}>{title}</span>
-        {copyText && (
-          <button
-            onClick={copy}
-            className="ml-auto text-[10px] cursor-pointer px-1.5 py-0.5 rounded transition-colors"
-            style={{
-              color: copied ? "var(--success)" : "var(--text-muted)",
-              background: "var(--bg-secondary)",
-              border: "1px solid var(--border)",
-            }}
-            onMouseEnter={(e) => { if (!copied) e.currentTarget.style.color = "var(--text-primary)"; }}
-            onMouseLeave={(e) => { e.currentTarget.style.color = copied ? "var(--success)" : "var(--text-muted)"; }}
-          >
-            {copied ? "Copied" : "Copy"}
-          </button>
-        )}
-      </div>
-      {children}
-    </div>
-  );
-}
diff --git a/src/uipath/dev/server/frontend/src/components/runs/RunHistoryItem.tsx b/src/uipath/dev/server/frontend/src/components/runs/RunHistoryItem.tsx
index 228ae0c..8218ecc 100644
--- a/src/uipath/dev/server/frontend/src/components/runs/RunHistoryItem.tsx
+++ b/src/uipath/dev/server/frontend/src/components/runs/RunHistoryItem.tsx
@@ -1,4 +1,6 @@
+import { useEffect, useRef, useState } from "react";
 import type { RunSummary } from "../../types/run";
+import AddToEvalModal from "./AddToEvalModal";
 
 const STATUS_COLORS: Record<string, string> = {
   pending: "var(--text-muted)",
@@ -21,40 +23,107 @@ export default function RunHistoryItem({ run, isSelected, onClick }: Props) {
     ? new Date(run.start_time).toLocaleTimeString([], { hour: "2-digit", minute: "2-digit" })
     : "";
 
+  const [menuOpen, setMenuOpen] = useState(false);
+  const [showAddToEval, setShowAddToEval] = useState(false);
+  const menuRef = useRef<HTMLDivElement>(null);
+
+  // Close menu on outside click
+  useEffect(() => {
+    if (!menuOpen) return;
+    const handler = (e: MouseEvent) => {
+      if (menuRef.current && !menuRef.current.contains(e.target as Node)) {
+        setMenuOpen(false);
+      }
+    };
+    document.addEventListener("mousedown", handler);
+    return () => document.removeEventListener("mousedown", handler);
+  }, [menuOpen]);
+
   return (
-    <button
-      onClick={onClick}
-      className="w-full text-left px-3 py-1.5 flex items-center gap-2 transition-colors cursor-pointer"
-      style={{
-        background: isSelected
-          ? "color-mix(in srgb, var(--accent) 8%, var(--bg-primary))"
-          : undefined,
-        borderLeft: isSelected ? "2px solid var(--accent)" : "2px solid transparent",
-      }}
-      onMouseEnter={(e) => {
-        if (!isSelected) e.currentTarget.style.background = "var(--bg-hover)";
-      }}
-      onMouseLeave={(e) => {
-        if (!isSelected) e.currentTarget.style.background = "";
-      }}
-    >
-      {/* Status dot */}
-      <span
-        className="shrink-0 w-1.5 h-1.5 rounded-full"
-        style={{ background: color }}
-      />
-      {/* Details */}
-      <div className="flex-1 min-w-0">
-        <div
-          className="text-xs truncate"
-          style={{ color: isSelected ? "var(--text-primary)" : "var(--text-secondary)" }}
-        >
-          {name}
-        </div>
-        <div className="text-[10px] tabular-nums" style={{ color: "var(--text-muted)" }}>
-          {time}{run.duration ? ` \u00b7 ${run.duration}` : ""}
+    <>
+      <div
+        className="group relative w-full text-left px-3 py-1.5 flex items-center gap-2 transition-colors cursor-pointer"
+        style={{
+          background: isSelected
+            ? "color-mix(in srgb, var(--accent) 15%, var(--bg-primary))"
+            : undefined,
+          borderLeft: isSelected ? "3px solid var(--accent)" : "3px solid transparent",
+        }}
+        onMouseEnter={(e) => {
+          if (!isSelected) e.currentTarget.style.background = "var(--bg-hover)";
+        }}
+        onMouseLeave={(e) => {
+          if (!isSelected) e.currentTarget.style.background = "";
+        }}
+        onClick={onClick}
+      >
+        {/* Status dot */}
+        <span
+          className="shrink-0 w-2 h-2 rounded-full"
+          style={{ background: color }}
+        />
+        {/* Details */}
+        <div className="flex-1 min-w-0">
+          <div
+            className="text-xs truncate"
+            style={{ color: isSelected ? "var(--text-primary)" : "var(--text-secondary)" }}
+          >
+            {name}
+          </div>
+          <div className="text-[11px] tabular-nums" style={{ color: "var(--text-muted)" }}>
+            {time}{run.duration ? ` \u00b7 ${run.duration}` : ""}
+          </div>
         </div>
+
+        {/* Three-dot menu — only for completed runs */}
+        {run.status === "completed" && (
+          <div ref={menuRef} className="relative shrink-0">
+            <button
+              onClick={(e) => {
+                e.stopPropagation();
+                setMenuOpen((v) => !v);
+              }}
+              className="opacity-40 group-hover:opacity-100 focus:opacity-100 w-7 h-7 flex items-center justify-center rounded transition-opacity cursor-pointer"
+              style={{ color: "var(--text-muted)" }}
+              onMouseEnter={(e) => { e.currentTarget.style.color = "var(--text-primary)"; e.currentTarget.style.background = "var(--bg-secondary)"; }}
+              onMouseLeave={(e) => { e.currentTarget.style.color = "var(--text-muted)"; e.currentTarget.style.background = ""; }}
+              aria-label="Actions"
+              title="Actions"
+            >
+              <svg width="14" height="14" viewBox="0 0 16 16" fill="currentColor">
+                <circle cx="8" cy="3" r="1.5" />
+                <circle cx="8" cy="8" r="1.5" />
+                <circle cx="8" cy="13" r="1.5" />
+              </svg>
+            </button>
+
+            {menuOpen && (
+              <div
+                className="absolute right-0 top-full mt-1 z-50 min-w-[140px] rounded-md shadow-lg py-1"
+                style={{ background: "var(--bg-primary)", border: "1px solid var(--border)" }}
+              >
+                <button
+                  onClick={(e) => {
+                    e.stopPropagation();
+                    setMenuOpen(false);
+                    setShowAddToEval(true);
+                  }}
+                  className="w-full text-left px-3 py-1.5 text-xs cursor-pointer transition-colors"
+                  style={{ color: "var(--text-secondary)" }}
+                  onMouseEnter={(e) => { e.currentTarget.style.background = "var(--bg-hover)"; e.currentTarget.style.color = "var(--text-primary)"; }}
+                  onMouseLeave={(e) => { e.currentTarget.style.background = ""; e.currentTarget.style.color = "var(--text-secondary)"; }}
+                >
+                  Add to Eval Set
+                </button>
+              </div>
+            )}
+          </div>
+        )}
       </div>
-    </button>
+
+      {showAddToEval && (
+        <AddToEvalModal run={run} onClose={() => setShowAddToEval(false)} />
+      )}
+    </>
   );
 }
diff --git a/src/uipath/dev/server/frontend/src/components/runs/SetupView.tsx b/src/uipath/dev/server/frontend/src/components/runs/SetupView.tsx
index f146808..a41392e 100644
--- a/src/uipath/dev/server/frontend/src/components/runs/SetupView.tsx
+++ b/src/uipath/dev/server/frontend/src/components/runs/SetupView.tsx
@@ -21,7 +21,7 @@ export default function SetupView({ entrypoint, mode, ws, onRunCreated, isMobile
   const [loadingSchema, setLoadingSchema] = useState(true);
   const [schemaError, setSchemaError] = useState<string | null>(null);
   const [chatText, setChatText] = useState("");
-  const [fitViewTrigger, setFitViewTrigger] = useState(0);
+
   const [jsonValid, setJsonValid] = useState(true);
   const [textareaHeight, setTextareaHeight] = useState(() => {
     const saved = localStorage.getItem("setupTextareaHeight");
@@ -183,7 +183,6 @@ export default function SetupView({ entrypoint, mode, ws, onRunCreated, isMobile
         document.body.style.cursor = "";
         document.body.style.userSelect = "";
         localStorage.setItem("setupPanelWidth", String(panelWidth));
-        setFitViewTrigger((n) => n + 1);
       };
 
       document.body.style.cursor = "col-resize";
@@ -204,7 +203,7 @@ export default function SetupView({ entrypoint, mode, ws, onRunCreated, isMobile
     <div className="shrink-0 flex flex-col" style={isMobile ? { background: "var(--bg-primary)" } : { width: panelWidth, background: "var(--bg-primary)" }}>
       {/* Header */}
       <div
-        className="px-4 text-xs font-semibold uppercase tracking-wider border-b flex items-center gap-2 h-[33px]"
+        className="px-4 text-xs font-semibold border-b flex items-center gap-2 h-10"
         style={{
           color: "var(--text-muted)",
           borderColor: "var(--border)",
@@ -264,7 +263,7 @@ export default function SetupView({ entrypoint, mode, ws, onRunCreated, isMobile
             <div
               onMouseDown={onTextareaDragStart}
               onTouchStart={onTextareaDragStart}
-              className="shrink-0 h-1.5 cursor-row-resize bg-[var(--border)] hover:bg-[var(--accent)] transition-colors"
+              className="shrink-0 drag-handle-row"
             />
           )}
         <div className="px-4 py-3">
@@ -282,7 +281,7 @@ export default function SetupView({ entrypoint, mode, ws, onRunCreated, isMobile
           ) : (
             <>
               <label
-                className="block text-[10px] uppercase tracking-wider font-semibold mb-2"
+                className="block text-[11px] font-medium mb-1.5"
                 style={{ color: "var(--text-muted)" }}
               >
                 Input
@@ -294,7 +293,7 @@ export default function SetupView({ entrypoint, mode, ws, onRunCreated, isMobile
                 value={inputJson}
                 onChange={(e) => setInputJson(e.target.value)}
                 spellCheck={false}
-                className="w-full rounded-md px-3 py-2 text-xs font-mono leading-relaxed resize-none focus:outline-none mb-3"
+                className="w-full rounded-md px-3 py-2 text-xs font-mono leading-relaxed resize-none mb-3"
                 style={{
                   height: isMobile ? 120 : textareaHeight,
                   background: "var(--bg-secondary)",
@@ -358,13 +357,13 @@ export default function SetupView({ entrypoint, mode, ws, onRunCreated, isMobile
             }}
             disabled={loading || loadingSchema}
             placeholder={loading ? "Starting..." : "Message..."}
-            className="flex-1 bg-transparent text-sm py-1 focus:outline-none disabled:opacity-40 placeholder:text-[var(--text-muted)]"
+            className="flex-1 bg-transparent text-sm py-1 disabled:opacity-40 placeholder:text-[var(--text-muted)]"
             style={{ color: "var(--text-primary)" }}
           />
           <button
             onClick={handleChatSend}
             disabled={loading || loadingSchema || !chatText.trim()}
-            className="text-[11px] uppercase tracking-wider font-semibold px-2 py-1 rounded transition-colors cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed"
+            className="text-xs font-semibold px-3 py-1.5 rounded transition-colors cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed"
             style={{
               color:
                 !loading && chatText.trim()
@@ -399,7 +398,7 @@ export default function SetupView({ entrypoint, mode, ws, onRunCreated, isMobile
             entrypoint={entrypoint}
             traces={[]}
             runId={SETUP_RUN_ID}
-            fitViewTrigger={fitViewTrigger}
+
           />
         </div>
         {/* Input panel below — scrollable */}
@@ -419,7 +418,6 @@ export default function SetupView({ entrypoint, mode, ws, onRunCreated, isMobile
           entrypoint={entrypoint}
           traces={[]}
           runId={SETUP_RUN_ID}
-          fitViewTrigger={fitViewTrigger}
         />
       </div>
 
@@ -427,10 +425,8 @@ export default function SetupView({ entrypoint, mode, ws, onRunCreated, isMobile
       <div
         onMouseDown={onPanelResizeStart}
         onTouchStart={onPanelResizeStart}
-        className="shrink-0 w-1.5 cursor-col-resize bg-[var(--border)] hover:bg-[var(--accent)] transition-colors relative"
-      >
-        <div className="absolute inset-0 -left-1 -right-1" />
-      </div>
+        className="shrink-0 drag-handle-col"
+      />
 
       {/* Side panel */}
       {inputPanel}
diff --git a/src/uipath/dev/server/frontend/src/components/shared/DataSection.tsx b/src/uipath/dev/server/frontend/src/components/shared/DataSection.tsx
new file mode 100644
index 0000000..0f85db6
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/shared/DataSection.tsx
@@ -0,0 +1,48 @@
+import { useCallback, useState } from "react";
+
+export default function DataSection({
+  title,
+  copyText,
+  trailing,
+  children,
+}: {
+  title: string;
+  copyText?: string;
+  trailing?: React.ReactNode;
+  children: React.ReactNode;
+}) {
+  const [copied, setCopied] = useState(false);
+
+  const copy = useCallback(() => {
+    if (!copyText) return;
+    navigator.clipboard.writeText(copyText).then(() => {
+      setCopied(true);
+      setTimeout(() => setCopied(false), 1500);
+    });
+  }, [copyText]);
+
+  return (
+    <div className="overflow-hidden" style={{ border: "1px solid var(--border)" }}>
+      <div className="px-3 py-2 flex items-center gap-2" style={{ background: "var(--bg-secondary)" }}>
+        <span className="text-[11px] font-semibold" style={{ color: "var(--text-primary)" }}>{title}</span>
+        {trailing}
+        {copyText && (
+          <button
+            onClick={copy}
+            className={`${trailing ? "" : "ml-auto "}text-[10px] cursor-pointer px-1.5 py-0.5 rounded transition-colors`}
+            style={{
+              color: copied ? "var(--success)" : "var(--text-muted)",
+              background: "var(--bg-tertiary)",
+              border: "none",
+            }}
+            onMouseEnter={(e) => { if (!copied) e.currentTarget.style.color = "var(--text-primary)"; }}
+            onMouseLeave={(e) => { e.currentTarget.style.color = copied ? "var(--success)" : "var(--text-muted)"; }}
+          >
+            {copied ? "Copied" : "Copy"}
+          </button>
+        )}
+      </div>
+      {children}
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/shared/ToastContainer.tsx b/src/uipath/dev/server/frontend/src/components/shared/ToastContainer.tsx
new file mode 100644
index 0000000..2c92aa3
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/components/shared/ToastContainer.tsx
@@ -0,0 +1,58 @@
+import { useToastStore } from "../../store/useToastStore";
+
+const typeStyles: Record<string, { color: string; bg: string; border: string }> = {
+  success: {
+    color: "var(--success)",
+    bg: "color-mix(in srgb, var(--success) 10%, var(--bg-elevated))",
+    border: "color-mix(in srgb, var(--success) 30%, var(--border))",
+  },
+  error: {
+    color: "var(--error)",
+    bg: "color-mix(in srgb, var(--error) 10%, var(--bg-elevated))",
+    border: "color-mix(in srgb, var(--error) 30%, var(--border))",
+  },
+  info: {
+    color: "var(--info)",
+    bg: "color-mix(in srgb, var(--info) 10%, var(--bg-elevated))",
+    border: "color-mix(in srgb, var(--info) 30%, var(--border))",
+  },
+};
+
+export default function ToastContainer() {
+  const toasts = useToastStore((s) => s.toasts);
+  const removeToast = useToastStore((s) => s.removeToast);
+
+  if (toasts.length === 0) return null;
+
+  return (
+    <div className="fixed bottom-8 right-4 z-[100] flex flex-col gap-2 pointer-events-none">
+      {toasts.map((toast) => {
+        const style = typeStyles[toast.type] ?? typeStyles.info;
+        return (
+          <div
+            key={toast.id}
+            className="pointer-events-auto flex items-center gap-2 px-4 py-2.5 rounded-lg shadow-lg text-xs font-medium max-w-xs animate-[slideIn_0.2s_ease-out]"
+            style={{
+              background: style.bg,
+              border: `1px solid ${style.border}`,
+              color: style.color,
+            }}
+          >
+            <span className="flex-1">{toast.message}</span>
+            <button
+              onClick={() => removeToast(toast.id)}
+              className="shrink-0 w-5 h-5 flex items-center justify-center rounded cursor-pointer transition-opacity opacity-60 hover:opacity-100"
+              style={{ color: style.color, background: "transparent", border: "none" }}
+              aria-label="Dismiss"
+            >
+              <svg width="10" height="10" viewBox="0 0 10 10" fill="none" stroke="currentColor" strokeWidth="1.5" strokeLinecap="round">
+                <line x1="1" y1="1" x2="9" y2="9" />
+                <line x1="9" y1="1" x2="1" y2="9" />
+              </svg>
+            </button>
+          </div>
+        );
+      })}
+    </div>
+  );
+}
diff --git a/src/uipath/dev/server/frontend/src/components/traces/SpanDetails.tsx b/src/uipath/dev/server/frontend/src/components/traces/SpanDetails.tsx
index af71b9b..873464e 100644
--- a/src/uipath/dev/server/frontend/src/components/traces/SpanDetails.tsx
+++ b/src/uipath/dev/server/frontend/src/components/traces/SpanDetails.tsx
@@ -91,7 +91,7 @@ function AttributeValue({ value }: { value: unknown }) {
       )}
       <button
         onClick={toggle}
-        className="text-[10px] cursor-pointer ml-1"
+        className="text-[11px] cursor-pointer ml-1 px-1"
         style={{ color: "var(--info)" }}
       >
         {expanded ? "[less]" : "[more]"}
@@ -127,11 +127,11 @@ export default function SpanDetails({ span }: Props) {
       {/* Header: tabs + status pill — fixed */}
       <div
         className="px-2 border-b flex items-center gap-1 shrink-0"
-        style={{ borderColor: "var(--border)", background: "var(--bg-secondary)", height: "28px" }}
+        style={{ borderColor: "var(--border)", background: "var(--bg-secondary)", height: "32px" }}
       >
         <button
           onClick={() => setDetailMode("table")}
-          className="px-2 h-[18px] text-[10px] uppercase tracking-wider font-semibold rounded transition-colors cursor-pointer inline-flex items-center"
+          className="px-2.5 h-6 text-[11px] font-semibold rounded transition-colors cursor-pointer inline-flex items-center"
           style={{
             color: detailMode === "table" ? "var(--accent)" : "var(--text-muted)",
             background: detailMode === "table" ? "color-mix(in srgb, var(--accent) 10%, transparent)" : "transparent",
@@ -143,7 +143,7 @@ export default function SpanDetails({ span }: Props) {
         </button>
         <button
           onClick={() => setDetailMode("json")}
-          className="px-2 h-[18px] text-[10px] uppercase tracking-wider font-semibold rounded transition-colors cursor-pointer inline-flex items-center"
+          className="px-2.5 h-6 text-[11px] font-semibold rounded transition-colors cursor-pointer inline-flex items-center"
           style={{
             color: detailMode === "json" ? "var(--accent)" : "var(--text-muted)",
             background: detailMode === "json" ? "color-mix(in srgb, var(--accent) 10%, transparent)" : "transparent",
@@ -154,7 +154,7 @@ export default function SpanDetails({ span }: Props) {
           JSON
         </button>
         <span
-          className="ml-auto shrink-0 inline-flex items-center gap-1 px-2 py-0.5 rounded-full text-[10px] font-bold uppercase tracking-wider"
+          className="ml-auto shrink-0 inline-flex items-center gap-1 px-2 py-0.5 rounded-full text-[11px] font-bold uppercase tracking-wider"
           style={{
             background: `color-mix(in srgb, ${status.color} 15%, var(--bg-secondary))`,
             color: status.color,
@@ -173,7 +173,7 @@ export default function SpanDetails({ span }: Props) {
         {attrEntries.length > 0 && (
           <>
             <div
-              className="px-2 py-1 text-[10px] uppercase font-bold tracking-wider border-b cursor-pointer flex items-center"
+              className="px-2 py-1 text-[11px] uppercase font-bold tracking-wider border-b cursor-pointer flex items-center"
               style={{ color: "var(--success)", borderColor: "var(--border)", background: "var(--bg-secondary)" }}
               onClick={() => setAttrsOpen((o) => !o)}
             >
@@ -208,7 +208,7 @@ export default function SpanDetails({ span }: Props) {
 
         {/* Identifiers — collapsible */}
         <div
-          className="px-2 py-1 text-[10px] uppercase font-bold tracking-wider border-b cursor-pointer flex items-center"
+          className="px-2 py-1 text-[11px] uppercase font-bold tracking-wider border-b cursor-pointer flex items-center"
           style={{ color: "var(--success)", borderColor: "var(--border)", background: "var(--bg-secondary)" }}
           onClick={() => setIdsOpen((o) => !o)}
         >
@@ -245,7 +245,7 @@ export default function SpanDetails({ span }: Props) {
         <div className="relative">
           <button
             onClick={copySpanJson}
-            className="absolute top-1 right-1 z-10 text-[10px] cursor-pointer px-1.5 py-0.5 rounded transition-colors"
+            className="absolute top-1 right-1 z-10 text-[11px] cursor-pointer px-2 py-1 rounded transition-colors"
             style={{
               color: copied ? "var(--success)" : "var(--text-muted)",
               background: "var(--bg-secondary)",
diff --git a/src/uipath/dev/server/frontend/src/components/traces/TraceTree.tsx b/src/uipath/dev/server/frontend/src/components/traces/TraceTree.tsx
index ea17a8e..b6ff4e2 100644
--- a/src/uipath/dev/server/frontend/src/components/traces/TraceTree.tsx
+++ b/src/uipath/dev/server/frontend/src/components/traces/TraceTree.tsx
@@ -178,9 +178,17 @@ export default function TraceTree({ traces }: Props) {
     });
   }, []);
 
-  // Auto-select first span only when nothing is selected; keep selected span data fresh
+  // Track trace identity — reset selection when traces are replaced (different run/item)
+  const prevTraceRootRef = useRef<string | null>(null);
   useEffect(() => {
-    if (selectedSpan === null) {
+    const rootId = tree.length > 0 ? tree[0].span.span_id : null;
+    const prevRootId = prevTraceRootRef.current;
+    prevTraceRootRef.current = rootId;
+
+    if (rootId && rootId !== prevRootId) {
+      // Traces changed to a different root — select the new root
+      setSelectedSpan(tree[0].span);
+    } else if (selectedSpan === null) {
       if (tree.length > 0) setSelectedSpan(tree[0].span);
     } else {
       const updated = traces.find((t) => t.span_id === selectedSpan.span_id);
@@ -273,11 +281,11 @@ export default function TraceTree({ traces }: Props) {
         {traces.length > 0 && (
           <div
             className="flex items-center gap-1 px-2 border-b shrink-0"
-            style={{ borderColor: "var(--border)", background: "var(--bg-secondary)", height: "28px" }}
+            style={{ borderColor: "var(--border)", background: "var(--bg-secondary)", height: "32px" }}
           >
             <button
               onClick={() => { setViewMode("tree"); localStorage.setItem("traceViewMode", "tree"); }}
-              className="px-2 h-[18px] text-[10px] uppercase tracking-wider font-semibold rounded transition-colors cursor-pointer inline-flex items-center"
+              className="px-2.5 h-6 text-[11px] font-semibold rounded transition-colors cursor-pointer inline-flex items-center"
               style={{
                 color: viewMode === "tree" ? "var(--accent)" : "var(--text-muted)",
                 background: viewMode === "tree" ? "color-mix(in srgb, var(--accent) 10%, transparent)" : "transparent",
@@ -289,7 +297,7 @@ export default function TraceTree({ traces }: Props) {
             </button>
             <button
               onClick={() => { setViewMode("timeline"); localStorage.setItem("traceViewMode", "timeline"); }}
-              className="px-2 h-[18px] text-[10px] uppercase tracking-wider font-semibold rounded transition-colors cursor-pointer inline-flex items-center"
+              className="px-2.5 h-6 text-[11px] font-semibold rounded transition-colors cursor-pointer inline-flex items-center"
               style={{
                 color: viewMode === "timeline" ? "var(--accent)" : "var(--text-muted)",
                 background: viewMode === "timeline" ? "color-mix(in srgb, var(--accent) 10%, transparent)" : "transparent",
@@ -301,7 +309,7 @@ export default function TraceTree({ traces }: Props) {
             </button>
             <button
               onClick={() => { setViewMode("json"); localStorage.setItem("traceViewMode", "json"); }}
-              className="px-2 h-[18px] text-[10px] uppercase tracking-wider font-semibold rounded transition-colors cursor-pointer inline-flex items-center"
+              className="px-2.5 h-6 text-[11px] font-semibold rounded transition-colors cursor-pointer inline-flex items-center"
               style={{
                 color: viewMode === "json" ? "var(--accent)" : "var(--text-muted)",
                 background: viewMode === "json" ? "color-mix(in srgb, var(--accent) 10%, transparent)" : "transparent",
@@ -341,7 +349,7 @@ export default function TraceTree({ traces }: Props) {
             <div className="relative">
               <button
                 onClick={copyTree}
-                className="absolute top-1 right-1 z-10 text-[10px] cursor-pointer px-1.5 py-0.5 rounded transition-colors"
+                className="absolute top-1 right-1 z-10 text-[11px] cursor-pointer px-2 py-1 rounded transition-colors"
                 style={{
                   color: copied ? "var(--success)" : "var(--text-muted)",
                   background: "var(--bg-secondary)",
@@ -361,11 +369,10 @@ export default function TraceTree({ traces }: Props) {
       {/* Draggable divider */}
       <div
         onMouseDown={handleMouseDown}
-        className="shrink-0 w-1.5 cursor-col-resize bg-[var(--border)] hover:bg-[var(--accent)] transition-colors relative"
+        className="shrink-0 drag-handle-col"
         style={isDragging ? { background: "var(--accent)" } : undefined}
-      >
-        <div className="absolute inset-0 -left-1 -right-1" />
-      </div>
+      />
+
 
       {/* Right: span details */}
       <div className="flex-1 overflow-hidden">
@@ -432,9 +439,9 @@ function TreeNodeView({
         style={{
           paddingLeft: `${indent + 4}px`,
           background: isSelected
-            ? "color-mix(in srgb, var(--accent) 10%, var(--bg-primary))"
+            ? "color-mix(in srgb, var(--accent) 15%, var(--bg-primary))"
             : undefined,
-          borderLeft: isSelected ? `2px solid var(--accent)` : "2px solid transparent",
+          borderLeft: isSelected ? `3px solid var(--accent)` : "3px solid transparent",
         }}
         onMouseEnter={(e) => {
           if (!isSelected) e.currentTarget.style.background = "var(--bg-hover)";
@@ -464,7 +471,7 @@ function TreeNodeView({
               e.stopPropagation();
               toggleExpanded(span.span_id);
             }}
-            className="shrink-0 w-4 h-4 flex items-center justify-center cursor-pointer rounded hover:bg-[var(--bg-hover)]"
+            className="shrink-0 w-5 h-5 flex items-center justify-center cursor-pointer rounded hover:bg-[var(--bg-hover)]"
             style={{ color: "var(--text-muted)" }}
           >
             <svg
diff --git a/src/uipath/dev/server/frontend/src/hooks/useHashRoute.ts b/src/uipath/dev/server/frontend/src/hooks/useHashRoute.ts
index 48bbba1..0836906 100644
--- a/src/uipath/dev/server/frontend/src/hooks/useHashRoute.ts
+++ b/src/uipath/dev/server/frontend/src/hooks/useHashRoute.ts
@@ -1,47 +1,141 @@
 import { useSyncExternalStore, useCallback } from "react";
 
+export type Section = "debug" | "evals" | "evaluators" | "explorer";
 type Tab = "traces" | "output";
 
 interface Route {
+  section: Section;
   view: "new" | "setup" | "details";
   runId: string | null;
   tab: Tab;
   setupEntrypoint: string | null;
   setupMode: "run" | "chat" | null;
+  evalCreating: boolean;
+  evalSetId: string | null;
+  evalRunId: string | null;
+  evalRunItemName: string | null;
+  evaluatorId: string | null;
+  evaluatorCreateType: string | null;
+  evaluatorFilter: string | null;
+  explorerFile: string | null;
 }
 
 function parseHash(hash: string): Route {
   const path = hash.replace(/^#\/?/, "");
 
-  if (!path || path === "new") {
-    return { view: "new", runId: null, tab: "traces", setupEntrypoint: null, setupMode: null };
+  const base: Route = {
+    section: "debug",
+    view: "new",
+    runId: null,
+    tab: "traces",
+    setupEntrypoint: null,
+    setupMode: null,
+    evalCreating: false,
+    evalSetId: null,
+    evalRunId: null,
+    evalRunItemName: null,
+    evaluatorId: null,
+    evaluatorCreateType: null,
+    evaluatorFilter: null,
+    explorerFile: null,
+  };
+
+  if (!path || path === "new" || path === "debug" || path === "debug/new") {
+    return base;
   }
 
-  // setup/:entrypoint/:mode
-  const setupMatch = path.match(/^setup\/([^/]+)\/(run|chat)$/);
-  if (setupMatch) {
+  // --- Debug section ---
+
+  // #/debug/setup/:entrypoint/:mode
+  const debugSetup = path.match(/^(?:debug\/)?setup\/([^/]+)\/(run|chat)$/);
+  if (debugSetup) {
     return {
+      ...base,
       view: "setup",
-      runId: null,
-      tab: "traces",
-      setupEntrypoint: decodeURIComponent(setupMatch[1]),
-      setupMode: setupMatch[2] as "run" | "chat",
+      setupEntrypoint: decodeURIComponent(debugSetup[1]),
+      setupMode: debugSetup[2] as "run" | "chat",
     };
   }
 
-  // runs/:runId or runs/:runId/traces or runs/:runId/output
-  const match = path.match(/^runs\/([^/]+)(?:\/(traces|output))?$/);
-  if (match) {
+  // #/debug/runs/:runId or #/debug/runs/:runId/traces|output
+  const debugRun = path.match(/^(?:debug\/)?runs\/([^/]+)(?:\/(traces|output))?$/);
+  if (debugRun) {
     return {
+      ...base,
       view: "details",
-      runId: match[1],
-      tab: (match[2] as Tab) ?? "traces",
-      setupEntrypoint: null,
-      setupMode: null,
+      runId: debugRun[1],
+      tab: (debugRun[2] as Tab) ?? "traces",
+    };
+  }
+
+  // --- Evals section ---
+
+  // #/evals/new
+  if (path === "evals/new") {
+    return { ...base, section: "evals", evalCreating: true };
+  }
+
+  // #/evals/runs/:id or #/evals/runs/:id/:itemName
+  const evalRun = path.match(/^evals\/runs\/([^/]+?)(?:\/([^/]+))?$/);
+  if (evalRun) {
+    return {
+      ...base,
+      section: "evals",
+      evalRunId: evalRun[1],
+      evalRunItemName: evalRun[2] ? decodeURIComponent(evalRun[2]) : null,
     };
   }
 
-  return { view: "new", runId: null, tab: "traces", setupEntrypoint: null, setupMode: null };
+  // #/evals/sets/:id
+  const evalSet = path.match(/^evals\/sets\/([^/]+)$/);
+  if (evalSet) {
+    return { ...base, section: "evals", evalSetId: evalSet[1] };
+  }
+
+  // #/evals
+  if (path === "evals") {
+    return { ...base, section: "evals" };
+  }
+
+  // --- Evaluators section ---
+
+  // #/evaluators/new/:type or #/evaluators/new
+  const evaluatorNew = path.match(/^evaluators\/new(?:\/(deterministic|llm|tool))?$/);
+  if (evaluatorNew) {
+    return { ...base, section: "evaluators", evaluatorCreateType: evaluatorNew[1] ?? "any" };
+  }
+
+  // #/evaluators/category/:type
+  const evaluatorCategory = path.match(/^evaluators\/category\/(deterministic|llm|tool)$/);
+  if (evaluatorCategory) {
+    return { ...base, section: "evaluators", evaluatorFilter: evaluatorCategory[1] };
+  }
+
+  // #/evaluators/:id
+  const evaluatorDetail = path.match(/^evaluators\/([^/]+)$/);
+  if (evaluatorDetail) {
+    return { ...base, section: "evaluators", evaluatorId: evaluatorDetail[1] };
+  }
+
+  // #/evaluators
+  if (path === "evaluators") {
+    return { ...base, section: "evaluators" };
+  }
+
+  // --- Explorer section ---
+
+  // #/explorer/file/:path
+  const explorerFile = path.match(/^explorer\/file\/(.+)$/);
+  if (explorerFile) {
+    return { ...base, section: "explorer", explorerFile: decodeURIComponent(explorerFile[1]) };
+  }
+
+  // #/explorer
+  if (path === "explorer") {
+    return { ...base, section: "explorer" };
+  }
+
+  return base;
 }
 
 function getSnapshot(): string {
diff --git a/src/uipath/dev/server/frontend/src/store/useAgentStore.ts b/src/uipath/dev/server/frontend/src/store/useAgentStore.ts
new file mode 100644
index 0000000..f609479
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/store/useAgentStore.ts
@@ -0,0 +1,228 @@
+import { create } from "zustand";
+import type { AgentMessage, AgentPlanItem, AgentStatus, AgentModel, AgentSkill, AgentToolCall } from "../types/agent";
+
+let msgCounter = 0;
+function nextId() {
+  return `agent-msg-${++msgCounter}`;
+}
+
+interface AgentStore {
+  sessionId: string | null;
+  status: AgentStatus;
+  messages: AgentMessage[];
+  plan: AgentPlanItem[];
+  models: AgentModel[];
+  selectedModel: string | null;
+  modelsLoading: boolean;
+  skills: AgentSkill[];
+  selectedSkillIds: string[];
+  skillsLoading: boolean;
+
+  setStatus: (status: AgentStatus) => void;
+  addUserMessage: (text: string) => void;
+  appendAssistantText: (content: string, done: boolean) => void;
+  setPlan: (items: AgentPlanItem[]) => void;
+  addToolUse: (tool: string, args: Record<string, unknown>) => void;
+  addToolResult: (tool: string, result: string, isError: boolean) => void;
+  addToolApprovalRequest: (toolCallId: string, tool: string, args: Record<string, unknown>) => void;
+  resolveToolApproval: (toolCallId: string, approved: boolean) => void;
+  addError: (message: string) => void;
+  setSessionId: (id: string) => void;
+  setModels: (models: AgentModel[]) => void;
+  setSelectedModel: (model: string) => void;
+  setModelsLoading: (loading: boolean) => void;
+  setSkills: (skills: AgentSkill[]) => void;
+  setSelectedSkillIds: (ids: string[]) => void;
+  toggleSkill: (id: string) => void;
+  setSkillsLoading: (loading: boolean) => void;
+  clearSession: () => void;
+}
+
+export const useAgentStore = create<AgentStore>((set) => ({
+  sessionId: null,
+  status: "idle",
+  messages: [],
+  plan: [],
+  models: [],
+  selectedModel: null,
+  modelsLoading: false,
+  skills: [],
+  selectedSkillIds: [],
+  skillsLoading: false,
+
+  setStatus: (status) => set({ status }),
+
+  addUserMessage: (text) =>
+    set((state) => ({
+      messages: [
+        ...state.messages,
+        {
+          id: nextId(),
+          role: "user",
+          content: text,
+          timestamp: Date.now(),
+        },
+      ],
+    })),
+
+  appendAssistantText: (content, done) =>
+    set((state) => {
+      const msgs = [...state.messages];
+      const last = msgs[msgs.length - 1];
+      if (last && last.role === "assistant" && !last.done) {
+        // Append to existing assistant message
+        msgs[msgs.length - 1] = { ...last, content: last.content + content, done };
+      } else {
+        msgs.push({
+          id: nextId(),
+          role: "assistant",
+          content,
+          timestamp: Date.now(),
+          done,
+        });
+      }
+      return { messages: msgs };
+    }),
+
+  setPlan: (items) =>
+    set((state) => {
+      const msgs = [...state.messages];
+      // Find existing plan message and update it, or insert new one
+      const planIdx = msgs.findIndex((m) => m.role === "plan");
+      const planMsg: AgentMessage = {
+        id: planIdx >= 0 ? msgs[planIdx].id : nextId(),
+        role: "plan",
+        content: "",
+        timestamp: Date.now(),
+        planItems: items,
+      };
+      if (planIdx >= 0) {
+        msgs[planIdx] = planMsg;
+      } else {
+        msgs.push(planMsg);
+      }
+      return { messages: msgs, plan: items };
+    }),
+
+  addToolUse: (tool, args) =>
+    set((state) => {
+      const msgs = [...state.messages];
+      const last = msgs[msgs.length - 1];
+      const newCall: AgentToolCall = { tool, args };
+      // Merge into last tool message if it exists
+      if (last && last.role === "tool" && last.toolCalls) {
+        msgs[msgs.length - 1] = {
+          ...last,
+          toolCalls: [...last.toolCalls, newCall],
+        };
+      } else {
+        msgs.push({
+          id: nextId(),
+          role: "tool",
+          content: "",
+          timestamp: Date.now(),
+          toolCalls: [newCall],
+        });
+      }
+      return { messages: msgs };
+    }),
+
+  addToolResult: (tool, result, isError) =>
+    set((state) => {
+      const msgs = [...state.messages];
+      // Find last tool message, then find the last call with matching tool and no result
+      for (let i = msgs.length - 1; i >= 0; i--) {
+        const msg = msgs[i];
+        if (msg.role === "tool" && msg.toolCalls) {
+          const calls = [...msg.toolCalls];
+          for (let j = calls.length - 1; j >= 0; j--) {
+            if (calls[j].tool === tool && calls[j].result === undefined) {
+              calls[j] = { ...calls[j], result, is_error: isError };
+              msgs[i] = { ...msg, toolCalls: calls };
+              return { messages: msgs };
+            }
+          }
+        }
+      }
+      return { messages: msgs };
+    }),
+
+  addToolApprovalRequest: (toolCallId, tool, args) =>
+    set((state) => {
+      const msgs = [...state.messages];
+      const newCall: AgentToolCall = { tool, args, tool_call_id: toolCallId, status: "pending" };
+      const last = msgs[msgs.length - 1];
+      if (last && last.role === "tool" && last.toolCalls) {
+        msgs[msgs.length - 1] = {
+          ...last,
+          toolCalls: [...last.toolCalls, newCall],
+        };
+      } else {
+        msgs.push({
+          id: nextId(),
+          role: "tool",
+          content: "",
+          timestamp: Date.now(),
+          toolCalls: [newCall],
+        });
+      }
+      return { messages: msgs };
+    }),
+
+  resolveToolApproval: (toolCallId, approved) =>
+    set((state) => {
+      const msgs = [...state.messages];
+      for (let i = msgs.length - 1; i >= 0; i--) {
+        const msg = msgs[i];
+        if (msg.role === "tool" && msg.toolCalls) {
+          const calls = [...msg.toolCalls];
+          for (let j = calls.length - 1; j >= 0; j--) {
+            if (calls[j].tool_call_id === toolCallId) {
+              calls[j] = { ...calls[j], status: approved ? "approved" : "denied" };
+              msgs[i] = { ...msg, toolCalls: calls };
+              return { messages: msgs };
+            }
+          }
+        }
+      }
+      return { messages: msgs };
+    }),
+
+  addError: (message) =>
+    set((state) => ({
+      status: "error" as AgentStatus,
+      messages: [
+        ...state.messages,
+        {
+          id: nextId(),
+          role: "assistant",
+          content: `Error: ${message}`,
+          timestamp: Date.now(),
+          done: true,
+        },
+      ],
+    })),
+
+  setSessionId: (id) => set({ sessionId: id }),
+  setModels: (models) => set({ models }),
+  setSelectedModel: (model) => set({ selectedModel: model }),
+  setModelsLoading: (loading) => set({ modelsLoading: loading }),
+  setSkills: (skills) => set({ skills }),
+  setSelectedSkillIds: (ids) => set({ selectedSkillIds: ids }),
+  toggleSkill: (id) =>
+    set((state) => {
+      const selected = state.selectedSkillIds.includes(id)
+        ? state.selectedSkillIds.filter((s) => s !== id)
+        : [...state.selectedSkillIds, id];
+      return { selectedSkillIds: selected };
+    }),
+  setSkillsLoading: (loading) => set({ skillsLoading: loading }),
+
+  clearSession: () =>
+    set({
+      sessionId: null,
+      status: "idle",
+      messages: [],
+      plan: [],
+    }),
+}));
diff --git a/src/uipath/dev/server/frontend/src/store/useEvalStore.ts b/src/uipath/dev/server/frontend/src/store/useEvalStore.ts
new file mode 100644
index 0000000..5d944ba
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/store/useEvalStore.ts
@@ -0,0 +1,109 @@
+import { create } from "zustand";
+import type { EvaluatorInfo, LocalEvaluator, EvalSetSummary, EvalRunSummary, EvalItemResult } from "../types/eval";
+
+interface EvalStore {
+  evaluators: EvaluatorInfo[];
+  localEvaluators: LocalEvaluator[];
+  evalSets: Record<string, EvalSetSummary>;
+  evalRuns: Record<string, EvalRunSummary>;
+
+  setEvaluators: (evaluators: EvaluatorInfo[]) => void;
+  setLocalEvaluators: (evaluators: LocalEvaluator[]) => void;
+  addLocalEvaluator: (evaluator: LocalEvaluator) => void;
+  upsertLocalEvaluator: (evaluator: LocalEvaluator) => void;
+  setEvalSets: (sets: EvalSetSummary[]) => void;
+  addEvalSet: (evalSet: EvalSetSummary) => void;
+  updateEvalSetEvaluators: (setId: string, evaluatorIds: string[]) => void;
+  incrementEvalSetCount: (setId: string, by?: number) => void;
+  setEvalRuns: (runs: EvalRunSummary[]) => void;
+  upsertEvalRun: (run: EvalRunSummary) => void;
+  updateEvalRunProgress: (runId: string, completed: number, total: number, itemResult?: EvalItemResult) => void;
+  completeEvalRun: (runId: string, overallScore: number, evaluatorScores: Record<string, number>) => void;
+}
+
+export const useEvalStore = create<EvalStore>((set) => ({
+  evaluators: [],
+  localEvaluators: [],
+  evalSets: {},
+  evalRuns: {},
+
+  setEvaluators: (evaluators) => set({ evaluators }),
+
+  setLocalEvaluators: (localEvaluators) => set({ localEvaluators }),
+
+  addLocalEvaluator: (evaluator) =>
+    set((state) => ({ localEvaluators: [...state.localEvaluators, evaluator] })),
+
+  upsertLocalEvaluator: (evaluator) =>
+    set((state) => ({
+      localEvaluators: state.localEvaluators.some((e) => e.id === evaluator.id)
+        ? state.localEvaluators.map((e) => (e.id === evaluator.id ? evaluator : e))
+        : [...state.localEvaluators, evaluator],
+    })),
+
+  setEvalSets: (sets) =>
+    set({ evalSets: Object.fromEntries(sets.map((s) => [s.id, s])) }),
+
+  addEvalSet: (evalSet) =>
+    set((state) => ({ evalSets: { ...state.evalSets, [evalSet.id]: evalSet } })),
+
+  updateEvalSetEvaluators: (setId, evaluatorIds) =>
+    set((state) => {
+      const existing = state.evalSets[setId];
+      if (!existing) return state;
+      return {
+        evalSets: {
+          ...state.evalSets,
+          [setId]: { ...existing, evaluator_ids: evaluatorIds },
+        },
+      };
+    }),
+
+  incrementEvalSetCount: (setId, by = 1) =>
+    set((state) => {
+      const existing = state.evalSets[setId];
+      if (!existing) return state;
+      return {
+        evalSets: {
+          ...state.evalSets,
+          [setId]: { ...existing, eval_count: existing.eval_count + by },
+        },
+      };
+    }),
+
+  setEvalRuns: (runs) =>
+    set({ evalRuns: Object.fromEntries(runs.map((r) => [r.id, r])) }),
+
+  upsertEvalRun: (run) =>
+    set((state) => ({ evalRuns: { ...state.evalRuns, [run.id]: run } })),
+
+  updateEvalRunProgress: (runId, completed, total) =>
+    set((state) => {
+      const existing = state.evalRuns[runId];
+      if (!existing) return state;
+      return {
+        evalRuns: {
+          ...state.evalRuns,
+          [runId]: { ...existing, progress_completed: completed, progress_total: total, status: "running" },
+        },
+      };
+    }),
+
+  completeEvalRun: (runId, overallScore, evaluatorScores) =>
+    set((state) => {
+      const existing = state.evalRuns[runId];
+      if (!existing) return state;
+      return {
+        evalRuns: {
+          ...state.evalRuns,
+          [runId]: {
+            ...existing,
+            status: "completed",
+            overall_score: overallScore,
+            evaluator_scores: evaluatorScores,
+            end_time: new Date().toISOString(),
+          },
+        },
+      };
+    }),
+}));
diff --git a/src/uipath/dev/server/frontend/src/store/useExplorerStore.ts b/src/uipath/dev/server/frontend/src/store/useExplorerStore.ts
new file mode 100644
index 0000000..2e0b056
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/store/useExplorerStore.ts
@@ -0,0 +1,89 @@
+import { create } from "zustand";
+import type { FileEntry, FileContent } from "../types/explorer";
+
+interface ExplorerStore {
+  children: Record<string, FileEntry[]>;
+  expanded: Record<string, boolean>;
+  selectedFile: string | null;
+  openTabs: string[];
+  fileCache: Record<string, FileContent>;
+  dirty: Record<string, boolean>;
+  buffers: Record<string, string>;
+  loadingDirs: Record<string, boolean>;
+  loadingFile: boolean;
+
+  setChildren: (path: string, entries: FileEntry[]) => void;
+  toggleExpanded: (path: string) => void;
+  setSelectedFile: (path: string | null) => void;
+  openTab: (path: string) => void;
+  closeTab: (path: string) => void;
+  setFileContent: (path: string, content: FileContent) => void;
+  updateBuffer: (path: string, content: string) => void;
+  markClean: (path: string) => void;
+  setLoadingDir: (path: string, loading: boolean) => void;
+  setLoadingFile: (loading: boolean) => void;
+}
+
+export const useExplorerStore = create<ExplorerStore>((set) => ({
+  children: {},
+  expanded: {},
+  selectedFile: null,
+  openTabs: [],
+  fileCache: {},
+  dirty: {},
+  buffers: {},
+  loadingDirs: {},
+  loadingFile: false,
+
+  setChildren: (path, entries) =>
+    set((state) => ({ children: { ...state.children, [path]: entries } })),
+
+  toggleExpanded: (path) =>
+    set((state) => ({
+      expanded: { ...state.expanded, [path]: !state.expanded[path] },
+    })),
+
+  setSelectedFile: (path) => set({ selectedFile: path }),
+
+  openTab: (path) =>
+    set((state) => ({
+      selectedFile: path,
+      openTabs: state.openTabs.includes(path)
+        ? state.openTabs
+        : [...state.openTabs, path],
+    })),
+
+  closeTab: (path) =>
+    set((state) => {
+      const tabs = state.openTabs.filter((t) => t !== path);
+      let selected = state.selectedFile;
+      if (selected === path) {
+        const idx = state.openTabs.indexOf(path);
+        selected = tabs[Math.min(idx, tabs.length - 1)] ?? null;
+      }
+      const { [path]: _d, ...dirty } = state.dirty;
+      const { [path]: _b, ...buffers } = state.buffers;
+      return { openTabs: tabs, selectedFile: selected, dirty, buffers };
+    }),
+
+  setFileContent: (path, content) =>
+    set((state) => ({ fileCache: { ...state.fileCache, [path]: content } })),
+
+  updateBuffer: (path, content) =>
+    set((state) => ({
+      buffers: { ...state.buffers, [path]: content },
+      dirty: { ...state.dirty, [path]: true },
+    })),
+
+  markClean: (path) =>
+    set((state) => {
+      const { [path]: _, ...dirty } = state.dirty;
+      const { [path]: __, ...buffers } = state.buffers;
+      return { dirty, buffers };
+    }),
+
+  setLoadingDir: (path, loading) =>
+    set((state) => ({ loadingDirs: { ...state.loadingDirs, [path]: loading } })),
+
+  setLoadingFile: (loading) => set({ loadingFile: loading }),
+}));
diff --git a/src/uipath/dev/server/frontend/src/store/useToastStore.ts b/src/uipath/dev/server/frontend/src/store/useToastStore.ts
new file mode 100644
index 0000000..318e19c
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/store/useToastStore.ts
@@ -0,0 +1,30 @@
+import { create } from "zustand";
+
+export interface Toast {
+  id: string;
+  type: "success" | "error" | "info";
+  message: string;
+}
+
+interface ToastState {
+  toasts: Toast[];
+  addToast: (type: Toast["type"], message: string) => void;
+  removeToast: (id: string) => void;
+}
+
+let nextId = 0;
+
+export const useToastStore = create<ToastState>((set) => ({
+  toasts: [],
+  addToast: (type, message) => {
+    const id = String(++nextId);
+    set((s) => ({ toasts: [...s.toasts, { id, type, message }] }));
+    const delay = type === "error" ? 8000 : 5000;
+    setTimeout(() => {
+      set((s) => ({ toasts: s.toasts.filter((t) => t.id !== id) }));
+    }, delay);
+  },
+  removeToast: (id) => {
+    set((s) => ({ toasts: s.toasts.filter((t) => t.id !== id) }));
+  },
+}));
diff --git a/src/uipath/dev/server/frontend/src/store/useWebSocket.ts b/src/uipath/dev/server/frontend/src/store/useWebSocket.ts
index bc9743c..39121f7 100644
--- a/src/uipath/dev/server/frontend/src/store/useWebSocket.ts
+++ b/src/uipath/dev/server/frontend/src/store/useWebSocket.ts
@@ -1,11 +1,17 @@
 import { useEffect, useRef } from "react";
 import { WsClient } from "../api/websocket";
 import { useRunStore } from "./useRunStore";
+import { useEvalStore } from "./useEvalStore";
+import { useAgentStore } from "./useAgentStore";
+import { useExplorerStore } from "./useExplorerStore";
+import { readFile } from "../api/explorer-client";
 import type { RunSummary, TraceSpan, LogEntry, InterruptEvent } from "../types/run";
+import type { EvalRunSummary, EvalItemResult } from "../types/eval";
+import type { AgentPlanItem, AgentStatus } from "../types/agent";
 
 let sharedWs: WsClient | null = null;
 
-function getWs(): WsClient {
+export function getWs(): WsClient {
   if (!sharedWs) {
     sharedWs = new WsClient();
     sharedWs.connect();
@@ -16,6 +22,7 @@ function getWs(): WsClient {
 export function useWebSocket() {
   const ws = useRef(getWs());
   const { upsertRun, addTrace, addLog, addChatEvent, setActiveInterrupt, setActiveNode, removeActiveNode, resetRunGraphState, addStateEvent, setReloadPending } = useRunStore();
+  const { upsertEvalRun, updateEvalRunProgress, completeEvalRun } = useEvalStore();
 
   useEffect(() => {
     const client = ws.current;
@@ -61,11 +68,100 @@ export function useWebSocket() {
         case "reload":
           setReloadPending(true);
           break;
+        case "files.changed": {
+          const changedFiles = msg.payload.files as string[];
+          const changedSet = new Set(changedFiles);
+          const explorer = useExplorerStore.getState();
+          for (const tab of explorer.openTabs) {
+            if (explorer.dirty[tab] || !changedSet.has(tab)) continue;
+            readFile(tab).then((fc) => {
+              const s = useExplorerStore.getState();
+              if (s.dirty[tab]) return;
+              if (s.fileCache[tab]?.content === fc.content) return;
+              s.setFileContent(tab, fc);
+            }).catch(() => {});
+          }
+          break;
+        }
+        // Eval events
+        case "eval_run.created":
+          upsertEvalRun(msg.payload as unknown as EvalRunSummary);
+          break;
+        case "eval_run.progress": {
+          const { run_id, completed, total, item_result } = msg.payload as {
+            run_id: string;
+            completed: number;
+            total: number;
+            item_result?: EvalItemResult;
+          };
+          updateEvalRunProgress(run_id, completed, total, item_result);
+          break;
+        }
+        case "eval_run.completed": {
+          const { run_id, overall_score, evaluator_scores } = msg.payload as {
+            run_id: string;
+            overall_score: number;
+            evaluator_scores: Record<string, number>;
+          };
+          completeEvalRun(run_id, overall_score, evaluator_scores);
+          break;
+        }
+        // Agent events
+        case "agent.status": {
+          const { session_id, status } = msg.payload as { session_id: string; status: AgentStatus };
+          const agent = useAgentStore.getState();
+          if (!agent.sessionId) agent.setSessionId(session_id);
+          agent.setStatus(status);
+          break;
+        }
+        case "agent.text": {
+          const { session_id, content, done } = msg.payload as { session_id: string; content: string; done: boolean };
+          const agent = useAgentStore.getState();
+          if (!agent.sessionId) agent.setSessionId(session_id);
+          agent.appendAssistantText(content, done);
+          break;
+        }
+        case "agent.plan": {
+          const { session_id, items } = msg.payload as { session_id: string; items: AgentPlanItem[] };
+          const agent = useAgentStore.getState();
+          if (!agent.sessionId) agent.setSessionId(session_id);
+          agent.setPlan(items);
+          break;
+        }
+        case "agent.tool_use": {
+          const { session_id, tool, args } = msg.payload as { session_id: string; tool: string; args: Record<string, unknown> };
+          const agent = useAgentStore.getState();
+          if (!agent.sessionId) agent.setSessionId(session_id);
+          agent.addToolUse(tool, args);
+          break;
+        }
+        case "agent.tool_result": {
+          const { tool, result, is_error } = msg.payload as { session_id: string; tool: string; result: string; is_error: boolean };
+          useAgentStore.getState().addToolResult(tool, result, is_error);
+          break;
+        }
+        case "agent.tool_approval": {
+          const { session_id, tool_call_id, tool, args } = msg.payload as {
+            session_id: string;
+            tool_call_id: string;
+            tool: string;
+            args: Record<string, unknown>;
+          };
+          const agent = useAgentStore.getState();
+          if (!agent.sessionId) agent.setSessionId(session_id);
+          agent.addToolApprovalRequest(tool_call_id, tool, args);
+          break;
+        }
+        case "agent.error": {
+          const { message: errMsg } = msg.payload as { session_id: string; message: string };
+          useAgentStore.getState().addError(errMsg);
+          break;
+        }
       }
     });
 
     return unsub;
-  }, [upsertRun, addTrace, addLog, addChatEvent, setActiveInterrupt, setActiveNode, removeActiveNode, resetRunGraphState, addStateEvent, setReloadPending]);
+  }, [upsertRun, addTrace, addLog, addChatEvent, setActiveInterrupt, setActiveNode, removeActiveNode, resetRunGraphState, addStateEvent, setReloadPending, upsertEvalRun, updateEvalRunProgress, completeEvalRun]);
 
   return ws.current;
 }
diff --git a/src/uipath/dev/server/frontend/src/styles/global.css b/src/uipath/dev/server/frontend/src/styles/global.css
index 8838552..69f5d19 100644
--- a/src/uipath/dev/server/frontend/src/styles/global.css
+++ b/src/uipath/dev/server/frontend/src/styles/global.css
@@ -7,7 +7,8 @@
   --bg-primary: #0f172a;
   --bg-secondary: #1e293b;
   --bg-tertiary: #334155;
-  --bg-hover: #1e293b;
+  --bg-hover: #263348;
+  --bg-elevated: #253041;
   --text-primary: #cbd5e1;
   --text-secondary: #94a3b8;
   --text-muted: #64748b;
@@ -19,14 +20,17 @@
   --warning: #eab308;
   --error: #ef4444;
   --info: #3b82f6;
-  --sidebar-bg: #0c1222;
+  --sidebar-bg: #0e1526;
+  --activity-bar-bg: #0a1020;
   --card-bg: #1e293b;
   --input-bg: #0f172a;
+  --code-bg: #0f172a;
   --tab-active: #fa4616;
   --tab-text: #94a3b8;
   --tab-text-active: #fa4616;
   --node-bg: #1e293b;
   --node-border: #475569;
+  --scrollbar-thumb: #334155;
   color-scheme: dark;
 }
 
@@ -36,6 +40,7 @@
   --bg-secondary: #ffffff;
   --bg-tertiary: #cbd5e1;
   --bg-hover: #f1f5f9;
+  --bg-elevated: #ffffff;
   --text-primary: #0f172a;
   --text-secondary: #475569;
   --text-muted: #94a3b8;
@@ -48,13 +53,16 @@
   --error: #ef4444;
   --info: #2563eb;
   --sidebar-bg: #ffffff;
+  --activity-bar-bg: #f1f5f9;
   --card-bg: #ffffff;
   --input-bg: #f8fafc;
+  --code-bg: #e8ecf1;
   --tab-active: #fa4616;
   --tab-text: #64748b;
   --tab-text-active: #fa4616;
   --node-bg: #ffffff;
   --node-border: #cbd5e1;
+  --scrollbar-thumb: #d1d5db;
   color-scheme: light;
 }
 
@@ -72,6 +80,74 @@ body {
   display: flex;
 }
 
+/* ── Focus-visible indicators (P0 accessibility) ──────────── */
+:focus-visible {
+  outline: 2px solid var(--accent);
+  outline-offset: 1px;
+}
+
+/* Remove for elements that handle their own focus styles */
+button:focus-visible,
+[role="button"]:focus-visible,
+input:focus-visible,
+textarea:focus-visible,
+select:focus-visible {
+  outline: 2px solid color-mix(in srgb, var(--accent) 60%, transparent);
+  outline-offset: 0px;
+  border-radius: 3px;
+}
+
+/* ── Drag handle improvements ─────────────────────────────── */
+.drag-handle-row {
+  height: 3px;
+  cursor: row-resize;
+  background: var(--border);
+  transition: background 0.15s;
+  position: relative;
+}
+
+.drag-handle-row::before {
+  content: "";
+  position: absolute;
+  inset: -5px 0;
+}
+
+.drag-handle-row:hover,
+.drag-handle-row:active {
+  background: var(--accent);
+}
+
+.drag-handle-col {
+  width: 3px;
+  cursor: col-resize;
+  background: var(--border);
+  transition: background 0.15s;
+  position: relative;
+}
+
+.drag-handle-col::before {
+  content: "";
+  position: absolute;
+  inset: 0 -5px;
+}
+
+.drag-handle-col:hover,
+.drag-handle-col:active {
+  background: var(--accent);
+}
+
+/* ── Loading skeleton animation ───────────────────────────── */
+@keyframes skeleton-pulse {
+  0%, 100% { opacity: 0.4; }
+  50% { opacity: 0.7; }
+}
+
+.skeleton {
+  background: var(--bg-tertiary);
+  border-radius: 4px;
+  animation: skeleton-pulse 1.5s ease-in-out infinite;
+}
+
 /* React Flow overrides */
 .react-flow__node {
   font-size: 12px;
@@ -112,7 +188,7 @@ body {
 }
 
 ::-webkit-scrollbar-thumb {
-  background: var(--bg-tertiary);
+  background: var(--scrollbar-thumb);
   border-radius: 3px;
 }
 
@@ -140,7 +216,7 @@ select option {
 }
 
 .chat-markdown code {
-  background: var(--bg-primary);
+  background: var(--code-bg);
   border: 1px solid var(--border);
   border-radius: 3px;
   padding: 0.1em 0.35em;
@@ -148,7 +224,7 @@ select option {
 }
 
 .chat-markdown pre {
-  background: var(--bg-primary);
+  background: var(--code-bg);
   border: 1px solid var(--border);
   border-radius: 6px;
   padding: 0.75em;
@@ -214,12 +290,12 @@ select option {
 }
 
 .chat-markdown th {
-  background: var(--bg-primary);
+  background: var(--code-bg);
   font-weight: 600;
 }
 
 .chat-markdown tr:nth-child(even) {
-  background: var(--bg-primary);
+  background: var(--code-bg);
 }
 
 /* Highlight.js: let our pre styles control background */
diff --git a/src/uipath/dev/server/frontend/src/types/agent.ts b/src/uipath/dev/server/frontend/src/types/agent.ts
new file mode 100644
index 0000000..268dcc2
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/types/agent.ts
@@ -0,0 +1,37 @@
+export interface AgentPlanItem {
+  title: string;
+  status: "pending" | "in_progress" | "completed";
+}
+
+export interface AgentToolCall {
+  tool: string;
+  args: Record<string, unknown>;
+  result?: string;
+  is_error?: boolean;
+  tool_call_id?: string;
+  status?: "pending" | "approved" | "denied";
+}
+
+export interface AgentMessage {
+  id: string;
+  role: "user" | "assistant" | "plan" | "tool";
+  content: string;
+  timestamp: number;
+  toolCall?: AgentToolCall;
+  toolCalls?: AgentToolCall[];
+  planItems?: AgentPlanItem[];
+  done?: boolean;
+}
+
+export type AgentStatus = "idle" | "thinking" | "planning" | "executing" | "awaiting_approval" | "done" | "error";
+
+export interface AgentModel {
+  model_name: string;
+  vendor: string | null;
+}
+
+export interface AgentSkill {
+  id: string;
+  name: string;
+  description: string;
+}
diff --git a/src/uipath/dev/server/frontend/src/types/eval.ts b/src/uipath/dev/server/frontend/src/types/eval.ts
new file mode 100644
index 0000000..434b969
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/types/eval.ts
@@ -0,0 +1,71 @@
+export interface EvaluatorInfo {
+  id: string;
+  name: string;
+  type: "deterministic" | "llm" | "tool";
+  category: string;
+  description: string;
+  config_schema: Record<string, unknown>;
+}
+
+export interface LocalEvaluator {
+  id: string;
+  name: string;
+  description: string;
+  evaluator_type_id: string;
+  category: string;
+  type: string;
+  target_output_key: string;
+  config: Record<string, unknown>;
+}
+
+export interface EvalSetSummary {
+  id: string;
+  name: string;
+  eval_count: number;
+  evaluator_ids: string[];
+}
+
+export interface EvalItem {
+  name: string;
+  inputs: Record<string, unknown>;
+  expected_behavior: string;
+  expected_output: unknown;
+  simulation_instructions: string;
+  evaluation_criterias: Record<string, Record<string, unknown>>;
+  evaluator_ids: string[];
+}
+
+export interface EvalSetDetail extends EvalSetSummary {
+  items: EvalItem[];
+}
+
+export interface EvalItemResult {
+  name: string;
+  inputs: Record<string, unknown>;
+  expected_output: unknown;
+  scores: Record<string, number>;
+  overall_score: number;
+  output: unknown;
+  justifications: Record<string, string>;
+  duration_ms: number | null;
+  status: "pending" | "running" | "completed" | "failed";
+  error?: string | null;
+  traces: import("./run").TraceSpan[];
+}
+
+export interface EvalRunSummary {
+  id: string;
+  eval_set_id: string;
+  eval_set_name: string;
+  status: "pending" | "running" | "completed" | "failed";
+  progress_completed: number;
+  progress_total: number;
+  overall_score: number | null;
+  evaluator_scores: Record<string, number>;
+  start_time: string | null;
+  end_time: string | null;
+}
+
+export interface EvalRunDetail extends EvalRunSummary {
+  results: EvalItemResult[];
+}
diff --git a/src/uipath/dev/server/frontend/src/types/explorer.ts b/src/uipath/dev/server/frontend/src/types/explorer.ts
new file mode 100644
index 0000000..797a06f
--- /dev/null
+++ b/src/uipath/dev/server/frontend/src/types/explorer.ts
@@ -0,0 +1,12 @@
+export interface FileEntry {
+  name: string;
+  type: "file" | "directory";
+  path: string;
+}
+
+export interface FileContent {
+  content: string | null;
+  binary: boolean;
+  size: number;
+  language: string | null;
+}
diff --git a/src/uipath/dev/server/frontend/src/types/ws.ts b/src/uipath/dev/server/frontend/src/types/ws.ts
index 1fa7dde..2818ca7 100644
--- a/src/uipath/dev/server/frontend/src/types/ws.ts
+++ b/src/uipath/dev/server/frontend/src/types/ws.ts
@@ -1,4 +1,22 @@
-export type ServerEventType = "run.updated" | "log" | "trace" | "chat" | "chat.interrupt" | "state" | "reload";
+export type ServerEventType =
+  | "run.updated"
+  | "log"
+  | "trace"
+  | "chat"
+  | "chat.interrupt"
+  | "state"
+  | "reload"
+  | "files.changed"
+  | "eval_run.created"
+  | "eval_run.progress"
+  | "eval_run.completed"
+  | "agent.status"
+  | "agent.text"
+  | "agent.plan"
+  | "agent.tool_use"
+  | "agent.tool_result"
+  | "agent.tool_approval"
+  | "agent.error";
 
 export interface ServerMessage {
   type: ServerEventType;
@@ -13,7 +31,10 @@ export type ClientCommandType =
   | "debug.step"
   | "debug.continue"
   | "debug.stop"
-  | "debug.set_breakpoints";
+  | "debug.set_breakpoints"
+  | "agent.message"
+  | "agent.stop"
+  | "agent.tool_response";
 
 export interface ClientMessage {
   type: ClientCommandType;
diff --git a/src/uipath/dev/server/frontend/tsconfig.tsbuildinfo b/src/uipath/dev/server/frontend/tsconfig.tsbuildinfo
index abd56bd..ea7be58 100644
--- a/src/uipath/dev/server/frontend/tsconfig.tsbuildinfo
+++ b/src/uipath/dev/server/frontend/tsconfig.tsbuildinfo
@@ -1 +1 @@
-{"root":["./src/app.tsx","./src/main.tsx","./src/vite-env.d.ts","./src/api/auth.ts","./src/api/client.ts","./src/api/websocket.ts","./src/components/chat/chatinput.tsx","./src/components/chat/chatinterrupt.tsx","./src/components/chat/chatmessage.tsx","./src/components/chat/chatpanel.tsx","./src/components/debug/debugcontrols.tsx","./src/components/graph/graphpanel.tsx","./src/components/graph/edges/elkedge.tsx","./src/components/graph/nodes/defaultnode.tsx","./src/components/graph/nodes/endnode.tsx","./src/components/graph/nodes/groupnode.tsx","./src/components/graph/nodes/modelnode.tsx","./src/components/graph/nodes/startnode.tsx","./src/components/graph/nodes/toolnode.tsx","./src/components/layout/sidebar.tsx","./src/components/layout/statusbar.tsx","./src/components/logs/logpanel.tsx","./src/components/runs/newrunpanel.tsx","./src/components/runs/rundetailspanel.tsx","./src/components/runs/runeventspanel.tsx","./src/components/runs/runhistoryitem.tsx","./src/components/runs/setupview.tsx","./src/components/shared/jsonhighlight.tsx","./src/components/shared/reloadtoast.tsx","./src/components/traces/spandetails.tsx","./src/components/traces/tracetree.tsx","./src/components/traces/waterfallview.tsx","./src/hooks/usehashroute.ts","./src/hooks/useismobile.ts","./src/store/useauthstore.ts","./src/store/useconfigstore.ts","./src/store/userunstore.ts","./src/store/usetheme.ts","./src/store/usewebsocket.ts","./src/types/graph.ts","./src/types/run.ts","./src/types/ws.ts"],"version":"5.7.3"}
\ No newline at end of file
+{"root":["./src/app.tsx","./src/main.tsx","./src/vite-env.d.ts","./src/api/agent-client.ts","./src/api/auth.ts","./src/api/client.ts","./src/api/eval-client.ts","./src/api/explorer-client.ts","./src/api/websocket.ts","./src/components/agent/agentchatsidebar.tsx","./src/components/agent/agentmessage.tsx","./src/components/chat/chatinput.tsx","./src/components/chat/chatinterrupt.tsx","./src/components/chat/chatmessage.tsx","./src/components/chat/chatpanel.tsx","./src/components/debug/debugcontrols.tsx","./src/components/evals/createevalsetview.tsx","./src/components/evals/evalrunresults.tsx","./src/components/evals/evalsetdetail.tsx","./src/components/evals/evalssidebar.tsx","./src/components/evaluators/createevaluatorview.tsx","./src/components/evaluators/evaluatordetail.tsx","./src/components/evaluators/evaluatorssidebar.tsx","./src/components/explorer/explorersidebar.tsx","./src/components/explorer/fileeditor.tsx","./src/components/graph/graphpanel.tsx","./src/components/graph/edges/elkedge.tsx","./src/components/graph/nodes/defaultnode.tsx","./src/components/graph/nodes/endnode.tsx","./src/components/graph/nodes/groupnode.tsx","./src/components/graph/nodes/modelnode.tsx","./src/components/graph/nodes/startnode.tsx","./src/components/graph/nodes/toolnode.tsx","./src/components/layout/activitybar.tsx","./src/components/layout/debugsidebar.tsx","./src/components/layout/sidepanel.tsx","./src/components/layout/sidebar.tsx","./src/components/layout/statusbar.tsx","./src/components/logs/logpanel.tsx","./src/components/runs/addtoevalmodal.tsx","./src/components/runs/newrunpanel.tsx","./src/components/runs/rundetailspanel.tsx","./src/components/runs/runeventspanel.tsx","./src/components/runs/runhistoryitem.tsx","./src/components/runs/setupview.tsx","./src/components/shared/datasection.tsx","./src/components/shared/jsonhighlight.tsx","./src/components/shared/reloadtoast.tsx","./src/components/shared/toastcontainer.tsx","./src/components/traces/spandetails.tsx","./src/components/traces/tracetree.tsx","./src/components/traces/waterfallview.tsx","./src/hooks/usehashroute.ts","./src/hooks/useismobile.ts","./src/store/useagentstore.ts","./src/store/useauthstore.ts","./src/store/useconfigstore.ts","./src/store/useevalstore.ts","./src/store/useexplorerstore.ts","./src/store/userunstore.ts","./src/store/usetheme.ts","./src/store/usetoaststore.ts","./src/store/usewebsocket.ts","./src/types/agent.ts","./src/types/eval.ts","./src/types/explorer.ts","./src/types/graph.ts","./src/types/run.ts","./src/types/ws.ts"],"version":"5.7.3"}
\ No newline at end of file
diff --git a/src/uipath/dev/server/frontend/vite.config.ts b/src/uipath/dev/server/frontend/vite.config.ts
index 89a86ac..f92a275 100644
--- a/src/uipath/dev/server/frontend/vite.config.ts
+++ b/src/uipath/dev/server/frontend/vite.config.ts
@@ -27,6 +27,7 @@ export default defineConfig({
             if (id.includes('/react-dom/') || id.includes('/react/')) return 'vendor-react';
             if (id.includes('/reactflow/') || id.includes('/@reactflow/')) return 'vendor-reactflow';
             if (id.includes('/elkjs/')) return 'vendor-elk';
+            if (id.includes('/monaco-editor/')) return 'vendor-monaco';
           }
         },
       },
diff --git a/src/uipath/dev/server/routes/agent.py b/src/uipath/dev/server/routes/agent.py
new file mode 100644
index 0000000..34e9cb1
--- /dev/null
+++ b/src/uipath/dev/server/routes/agent.py
@@ -0,0 +1,65 @@
+"""Agent endpoints — model discovery and skills."""
+
+from __future__ import annotations
+
+import logging
+import os
+from typing import Any
+
+from fastapi import APIRouter, HTTPException, Request
+
+from uipath.dev.services.skill_service import SkillService
+
+router = APIRouter(tags=["agent"])
+logger = logging.getLogger(__name__)
+
+
+@router.get("/agent/models")
+async def list_agent_models() -> list[dict[str, Any]]:
+    """List available LLM models from the UiPath discovery endpoint."""
+    base_url = os.environ.get("UIPATH_URL", "")
+    access_token = os.environ.get("UIPATH_ACCESS_TOKEN", "")
+
+    if not base_url or not access_token:
+        raise HTTPException(status_code=401, detail="Not authenticated")
+
+    try:
+        from uipath.platform.agenthub._agenthub_service import AgentHubService
+        from uipath.platform.common._config import UiPathApiConfig
+        from uipath.platform.common._execution_context import (
+            UiPathExecutionContext,
+        )
+        from uipath.platform.orchestrator import FolderService
+
+        config = UiPathApiConfig(base_url=base_url, secret=access_token)
+        ctx = UiPathExecutionContext()
+        folder_service = FolderService(config, ctx)
+        svc = AgentHubService(config, ctx, folder_service)
+        headers = {
+            "X-UiPath-LlmGateway-RequestingProduct": "AgentsPlayground",
+            "X-UiPath-LlmGateway-RequestingFeature": "uipath-dev",
+            "X-UiPath-AgentHub-Config": "AgentsPlayground",
+        }
+        models = await svc.get_available_llm_models_async(headers=headers)
+    except Exception as e:
+        logger.warning("Discovery API error: %s", e)
+        raise HTTPException(
+            status_code=502, detail="Failed to fetch models from discovery API"
+        ) from None
+
+    # Filter to OpenAI-compatible models only (used via passthrough endpoint)
+    return [
+        {"model_name": m.model_name, "vendor": m.vendor}
+        for m in models
+        if m.vendor and "openai" in m.vendor.lower()
+    ]
+
+
+@router.get("/agent/skills")
+async def list_agent_skills(request: Request) -> list[dict[str, str]]:
+    """List available built-in skills."""
+    skill_service: SkillService = request.app.state.server.skill_service
+    return [
+        {"id": s.id, "name": s.name, "description": s.description}
+        for s in skill_service.list_skills()
+    ]
diff --git a/src/uipath/dev/server/routes/evals.py b/src/uipath/dev/server/routes/evals.py
new file mode 100644
index 0000000..a448f04
--- /dev/null
+++ b/src/uipath/dev/server/routes/evals.py
@@ -0,0 +1,150 @@
+"""Eval sets and runs endpoints."""
+
+from __future__ import annotations
+
+import logging
+from typing import Any
+
+from fastapi import APIRouter, HTTPException, Request
+from pydantic import BaseModel
+
+router = APIRouter(tags=["evals"])
+logger = logging.getLogger(__name__)
+
+
+@router.get("/eval-sets")
+async def list_eval_sets(request: Request) -> list[dict[str, Any]]:
+    """List discovered eval sets."""
+    server = request.app.state.server
+    sets = server.eval_service.discover_eval_sets()
+    return [
+        {
+            "id": s.id,
+            "name": s.name,
+            "eval_count": s.eval_count,
+            "evaluator_ids": s.evaluator_ids,
+        }
+        for s in sets
+    ]
+
+
+class CreateEvalSetBody(BaseModel):
+    """Body for creating a new eval set."""
+
+    name: str
+    evaluator_refs: list[str] = []
+
+
+@router.post("/eval-sets")
+async def create_eval_set(request: Request, body: CreateEvalSetBody) -> dict[str, Any]:
+    """Create a new eval set JSON file."""
+    server = request.app.state.server
+    try:
+        info = server.eval_service.create_eval_set(body.name, body.evaluator_refs)
+    except FileExistsError as exc:
+        raise HTTPException(status_code=409, detail=str(exc)) from None
+    return {
+        "id": info.id,
+        "name": info.name,
+        "eval_count": info.eval_count,
+        "evaluator_ids": info.evaluator_ids,
+    }
+
+
+class AddEvalItemBody(BaseModel):
+    """Body for adding an item to an eval set."""
+
+    name: str
+    inputs: dict[str, Any] = {}
+    expected_output: Any = None
+    evaluation_criterias: dict[str, dict[str, Any]] | None = None
+
+
+@router.post("/eval-sets/{set_id}/items")
+async def add_eval_item(
+    request: Request, set_id: str, body: AddEvalItemBody
+) -> dict[str, Any]:
+    """Add a new item to an eval set."""
+    server = request.app.state.server
+    try:
+        item = server.eval_service.add_eval_item(
+            set_id,
+            body.name,
+            body.inputs,
+            body.expected_output,
+            evaluation_criterias=body.evaluation_criterias,
+        )
+    except KeyError as exc:
+        raise HTTPException(status_code=404, detail=str(exc)) from None
+    return item
+
+
+@router.delete("/eval-sets/{set_id}/items/{item_name}")
+async def delete_eval_item(
+    request: Request, set_id: str, item_name: str
+) -> dict[str, str]:
+    """Delete an item from an eval set by name."""
+    server = request.app.state.server
+    try:
+        server.eval_service.delete_eval_item(set_id, item_name)
+    except KeyError as exc:
+        raise HTTPException(status_code=404, detail=str(exc)) from None
+    return {"status": "ok"}
+
+
+class UpdateEvalSetEvaluatorsBody(BaseModel):
+    """Body for updating evaluators on an eval set."""
+
+    evaluator_refs: list[str]
+
+
+@router.patch("/eval-sets/{set_id}/evaluators")
+async def update_eval_set_evaluators(
+    request: Request, set_id: str, body: UpdateEvalSetEvaluatorsBody
+) -> dict[str, Any]:
+    """Update the evaluators for an eval set."""
+    server = request.app.state.server
+    try:
+        detail = server.eval_service.update_eval_set_evaluators(
+            set_id, body.evaluator_refs
+        )
+    except KeyError as exc:
+        raise HTTPException(status_code=404, detail=str(exc)) from None
+    return detail
+
+
+@router.get("/eval-sets/{set_id}")
+async def get_eval_set(request: Request, set_id: str) -> dict[str, Any]:
+    """Get full eval set detail including items."""
+    server = request.app.state.server
+    detail = server.eval_service.get_eval_set_detail(set_id)
+    if detail is None:
+        raise HTTPException(status_code=404, detail=f"Eval set '{set_id}' not found")
+    return detail
+
+
+@router.post("/eval-sets/{set_id}/runs")
+async def start_eval_run(request: Request, set_id: str) -> dict[str, Any]:
+    """Start an eval run for the given eval set."""
+    server = request.app.state.server
+    run = await server.eval_service.start_eval_run(set_id)
+    if run is None:
+        raise HTTPException(status_code=404, detail=f"Eval set '{set_id}' not found")
+    return run.to_summary()
+
+
+@router.get("/eval-runs")
+async def list_eval_runs(request: Request) -> list[dict[str, Any]]:
+    """List all eval runs."""
+    server = request.app.state.server
+    return [r.to_summary() for r in server.eval_service.list_eval_runs()]
+
+
+@router.get("/eval-runs/{run_id}")
+async def get_eval_run(request: Request, run_id: str) -> dict[str, Any]:
+    """Get full eval run detail with per-item results."""
+    server = request.app.state.server
+    run = server.eval_service.get_eval_run(run_id)
+    if run is None:
+        raise HTTPException(status_code=404, detail=f"Eval run '{run_id}' not found")
+    return run.to_detail()
diff --git a/src/uipath/dev/server/routes/evaluators.py b/src/uipath/dev/server/routes/evaluators.py
new file mode 100644
index 0000000..c1a8fce
--- /dev/null
+++ b/src/uipath/dev/server/routes/evaluators.py
@@ -0,0 +1,327 @@
+"""Evaluator catalog endpoint."""
+
+from __future__ import annotations
+
+import json
+import logging
+from pathlib import Path
+from typing import Any
+
+from fastapi import APIRouter, HTTPException
+from pydantic import BaseModel
+
+router = APIRouter(tags=["evaluators"])
+logger = logging.getLogger(__name__)
+
+# Human-readable metadata keyed by evaluator ID.
+# Used to enrich the dynamic discovery from uipath.eval.evaluators.EVALUATORS.
+_EVALUATOR_META: dict[str, dict[str, str]] = {
+    "uipath-exact-match": {
+        "name": "Exact Match",
+        "type": "deterministic",
+        "category": "output",
+        "description": "Checks if actual output exactly matches expected output.",
+    },
+    "uipath-contains": {
+        "name": "Contains",
+        "type": "deterministic",
+        "category": "output",
+        "description": "Checks if actual output contains the expected substring.",
+    },
+    "uipath-json-similarity": {
+        "name": "JSON Similarity",
+        "type": "deterministic",
+        "category": "output",
+        "description": (
+            "Compares JSON structures for semantic similarity, "
+            "ignoring key ordering and whitespace."
+        ),
+    },
+    "uipath-llm-judge-output-semantic-similarity": {
+        "name": "LLM Judge Output",
+        "type": "llm",
+        "category": "quality",
+        "description": (
+            "LLM-based evaluation of semantic similarity "
+            "between actual and expected output."
+        ),
+    },
+    "uipath-llm-judge-output-strict-json-similarity": {
+        "name": "LLM Judge Strict JSON",
+        "type": "llm",
+        "category": "quality",
+        "description": (
+            "LLM-based evaluation of strict JSON structural similarity "
+            "between actual and expected output."
+        ),
+    },
+    "uipath-llm-judge-trajectory-similarity": {
+        "name": "LLM Judge Trajectory",
+        "type": "llm",
+        "category": "quality",
+        "description": (
+            "LLM-based evaluation of whether the agent's tool call trajectory "
+            "matches the expected sequence."
+        ),
+    },
+    "uipath-llm-judge-trajectory-simulation": {
+        "name": "LLM Judge Trajectory Simulation",
+        "type": "llm",
+        "category": "quality",
+        "description": (
+            "LLM-based simulation and comparison of agent trajectories "
+            "for behavioral evaluation."
+        ),
+    },
+    "uipath-tool-call-order": {
+        "name": "Tool Call Order",
+        "type": "tool",
+        "category": "tools",
+        "description": "Validates that tools were called in the expected sequence.",
+    },
+    "uipath-tool-call-args": {
+        "name": "Tool Call Args",
+        "type": "tool",
+        "category": "tools",
+        "description": (
+            "Checks if the agent called tools with the expected arguments."
+        ),
+    },
+    "uipath-tool-call-count": {
+        "name": "Tool Call Count",
+        "type": "tool",
+        "category": "tools",
+        "description": (
+            "Validates that the agent made the expected number of tool calls."
+        ),
+    },
+    "uipath-tool-call-output": {
+        "name": "Tool Call Output",
+        "type": "tool",
+        "category": "tools",
+        "description": "Validates the output returned by tool calls.",
+    },
+}
+
+
+def _humanize_class_name(name: str) -> str:
+    """Convert PascalCase class name to human-readable form."""
+    # Strip 'Evaluator' suffix
+    name = name.removesuffix("Evaluator")
+    # Insert spaces before capitals
+    result = []
+    for i, ch in enumerate(name):
+        if ch.isupper() and i > 0 and not name[i - 1].isupper():
+            result.append(" ")
+        result.append(ch)
+    return "".join(result)
+
+
+def _infer_type(cls_name: str) -> str:
+    """Infer evaluator type from class name."""
+    lower = cls_name.lower()
+    if "llm" in lower or "judge" in lower:
+        return "llm"
+    if "tool" in lower:
+        return "tool"
+    return "deterministic"
+
+
+def _infer_type_from_id(ev_type_id: str) -> str:
+    """Infer evaluator type from evaluatorTypeId string."""
+    lower = ev_type_id.lower()
+    if "llm" in lower or "judge" in lower:
+        return "llm"
+    if "tool" in lower:
+        return "tool"
+    return "deterministic"
+
+
+def _load_evaluators() -> list[dict[str, Any]]:
+    """Load evaluator metadata from uipath.eval.evaluators.EVALUATORS."""
+    try:
+        from uipath.eval.evaluators import EVALUATORS
+
+        result: list[dict[str, Any]] = []
+        for cls in EVALUATORS:
+            ev_id = cls.get_evaluator_id()
+            meta = _EVALUATOR_META.get(ev_id, {})
+
+            config_schema: dict[str, Any] = {}
+            config_type = cls.model_fields.get("config_type")
+            if config_type and config_type.default is not None:
+                try:
+                    config_schema = config_type.default.model_json_schema()
+                except Exception:
+                    pass
+
+            result.append(
+                {
+                    "id": ev_id,
+                    "name": meta.get("name", _humanize_class_name(cls.__name__)),
+                    "type": meta.get("type", _infer_type(cls.__name__)),
+                    "category": meta.get("category", "output"),
+                    "description": meta.get("description", ""),
+                    "config_schema": config_schema,
+                }
+            )
+        return result
+    except Exception:
+        logger.debug("Failed to load evaluators from uipath.eval", exc_info=True)
+        return []
+
+
+@router.get("/evaluators")
+async def list_evaluators() -> list[dict[str, Any]]:
+    """Return metadata for all available evaluators."""
+    return _load_evaluators()
+
+
+# ------------------------------------------------------------------
+# Local evaluator files (evaluations/evaluators/*.json)
+# ------------------------------------------------------------------
+
+
+def _local_evaluators_dir() -> Path:
+    return Path.cwd() / "evaluations" / "evaluators"
+
+
+def _discover_local_evaluators() -> list[dict[str, Any]]:
+    """Scan evaluations/evaluators/ for JSON evaluator config files."""
+    evals_dir = _local_evaluators_dir()
+    if not evals_dir.is_dir():
+        return []
+
+    results: list[dict[str, Any]] = []
+    for json_file in sorted(evals_dir.glob("*.json")):
+        try:
+            raw = json.loads(json_file.read_text(encoding="utf-8"))
+            config = raw.get("evaluatorConfig", {})
+            ev_type_id = raw.get("evaluatorTypeId", "")
+            meta = _EVALUATOR_META.get(ev_type_id, {})
+
+            results.append(
+                {
+                    "id": raw.get("id", json_file.stem),
+                    "name": config.get("name", raw.get("name", json_file.stem)),
+                    "description": raw.get("description", ""),
+                    "evaluator_type_id": ev_type_id,
+                    "category": meta.get("category", "output"),
+                    "type": meta.get("type", _infer_type_from_id(ev_type_id)),
+                    "target_output_key": config.get("targetOutputKey", "*"),
+                    "config": config,
+                }
+            )
+        except Exception:
+            logger.warning("Failed to parse evaluator: %s", json_file, exc_info=True)
+
+    return results
+
+
+class CreateEvaluatorBody(BaseModel):
+    """Body for creating a new local evaluator JSON file."""
+
+    name: str
+    description: str = ""
+    evaluator_type_id: str
+    config: dict[str, Any] = {}
+
+
+@router.get("/local-evaluators")
+async def list_local_evaluators() -> list[dict[str, Any]]:
+    """Return all locally defined evaluator configurations."""
+    return _discover_local_evaluators()
+
+
+@router.post("/local-evaluators")
+async def create_local_evaluator(body: CreateEvaluatorBody) -> dict[str, Any]:
+    """Create a new evaluator JSON file in evaluations/evaluators/."""
+    evals_dir = _local_evaluators_dir()
+    evals_dir.mkdir(parents=True, exist_ok=True)
+
+    # Build standard evaluator JSON
+    evaluator_id = body.name.replace(" ", "")
+    config_block: dict[str, Any] = {"name": evaluator_id, **body.config}
+    # Only include defaultEvaluationCriteria when explicitly provided and non-empty;
+    # an empty dict fails Pydantic validation for evaluators that require fields like expectedOutput.
+    if not config_block.get("defaultEvaluationCriteria"):
+        config_block.pop("defaultEvaluationCriteria", None)
+
+    evaluator_json: dict[str, Any] = {
+        "version": "1.0",
+        "id": evaluator_id,
+        "description": body.description,
+        "evaluatorTypeId": body.evaluator_type_id,
+        "evaluatorConfig": config_block,
+    }
+
+    filepath = evals_dir / f"{evaluator_id}.json"
+    if filepath.exists():
+        raise HTTPException(
+            status_code=409,
+            detail=f"Evaluator '{evaluator_id}' already exists",
+        )
+
+    filepath.write_text(json.dumps(evaluator_json, indent=2), encoding="utf-8")
+
+    meta = _EVALUATOR_META.get(body.evaluator_type_id, {})
+    return {
+        "id": evaluator_id,
+        "name": evaluator_id,
+        "description": body.description,
+        "evaluator_type_id": body.evaluator_type_id,
+        "category": meta.get("category", "output"),
+        "type": meta.get("type", _infer_type_from_id(body.evaluator_type_id)),
+        "target_output_key": body.config.get("targetOutputKey", "*"),
+        "config": evaluator_json["evaluatorConfig"],
+    }
+
+
+class UpdateEvaluatorBody(BaseModel):
+    """Body for updating an existing local evaluator JSON file."""
+
+    description: str | None = None
+    evaluator_type_id: str | None = None
+    config: dict[str, Any] | None = None
+
+
+@router.put("/local-evaluators/{evaluator_id}")
+async def update_local_evaluator(
+    evaluator_id: str, body: UpdateEvaluatorBody
+) -> dict[str, Any]:
+    """Update an existing evaluator JSON file."""
+    evals_dir = _local_evaluators_dir()
+    filepath = evals_dir / f"{evaluator_id}.json"
+
+    if not filepath.exists():
+        raise HTTPException(
+            status_code=404,
+            detail=f"Evaluator '{evaluator_id}' not found",
+        )
+
+    raw = json.loads(filepath.read_text(encoding="utf-8"))
+
+    if body.description is not None:
+        raw["description"] = body.description
+    if body.evaluator_type_id is not None:
+        raw["evaluatorTypeId"] = body.evaluator_type_id
+    if body.config is not None:
+        config = raw.get("evaluatorConfig", {})
+        config.update(body.config)
+        raw["evaluatorConfig"] = config
+
+    filepath.write_text(json.dumps(raw, indent=2), encoding="utf-8")
+
+    config = raw.get("evaluatorConfig", {})
+    ev_type_id = raw.get("evaluatorTypeId", "")
+    meta = _EVALUATOR_META.get(ev_type_id, {})
+    return {
+        "id": raw.get("id", evaluator_id),
+        "name": config.get("name", raw.get("id", evaluator_id)),
+        "description": raw.get("description", ""),
+        "evaluator_type_id": ev_type_id,
+        "category": meta.get("category", "output"),
+        "type": meta.get("type", _infer_type_from_id(ev_type_id)),
+        "target_output_key": config.get("targetOutputKey", "*"),
+        "config": config,
+    }
diff --git a/src/uipath/dev/server/routes/files.py b/src/uipath/dev/server/routes/files.py
new file mode 100644
index 0000000..2bc170e
--- /dev/null
+++ b/src/uipath/dev/server/routes/files.py
@@ -0,0 +1,195 @@
+"""File explorer API routes."""
+
+from __future__ import annotations
+
+from pathlib import Path
+from typing import Any
+
+from fastapi import APIRouter, HTTPException
+from pydantic import BaseModel
+
+router = APIRouter(tags=["files"])
+
+ROOT = Path.cwd().resolve()
+
+IGNORED_NAMES = {
+    ".git",
+    "node_modules",
+    "__pycache__",
+    ".venv",
+    "venv",
+    ".env",
+    ".mypy_cache",
+    ".pytest_cache",
+    ".ruff_cache",
+    ".tox",
+    "dist",
+    "build",
+    ".eggs",
+    "*.egg-info",
+}
+
+EXTENSION_LANGUAGES: dict[str, str] = {
+    ".py": "python",
+    ".pyi": "python",
+    ".js": "javascript",
+    ".jsx": "javascript",
+    ".ts": "typescript",
+    ".tsx": "typescript",
+    ".json": "json",
+    ".html": "html",
+    ".htm": "html",
+    ".css": "css",
+    ".scss": "scss",
+    ".less": "less",
+    ".md": "markdown",
+    ".yaml": "yaml",
+    ".yml": "yaml",
+    ".toml": "toml",
+    ".xml": "xml",
+    ".sql": "sql",
+    ".sh": "shell",
+    ".bash": "shell",
+    ".zsh": "shell",
+    ".bat": "bat",
+    ".ps1": "powershell",
+    ".rs": "rust",
+    ".go": "go",
+    ".java": "java",
+    ".kt": "kotlin",
+    ".rb": "ruby",
+    ".php": "php",
+    ".c": "c",
+    ".cpp": "cpp",
+    ".h": "c",
+    ".hpp": "cpp",
+    ".cs": "csharp",
+    ".swift": "swift",
+    ".r": "r",
+    ".lua": "lua",
+    ".dockerfile": "dockerfile",
+    ".graphql": "graphql",
+    ".ini": "ini",
+    ".cfg": "ini",
+    ".env": "dotenv",
+}
+
+MAX_FILE_SIZE = 1 * 1024 * 1024  # 1 MB
+
+
+def _resolve_safe(path: str) -> Path:
+    """Resolve a path and ensure it stays within ROOT."""
+    resolved = (ROOT / path).resolve()
+    if not str(resolved).startswith(str(ROOT)):
+        raise HTTPException(status_code=403, detail="Path traversal not allowed")
+    return resolved
+
+
+def _detect_language(filepath: Path) -> str | None:
+    name = filepath.name.lower()
+    if name == "dockerfile":
+        return "dockerfile"
+    if name == "makefile":
+        return "makefile"
+    return EXTENSION_LANGUAGES.get(filepath.suffix.lower())
+
+
+def _is_ignored(name: str) -> bool:
+    if name in IGNORED_NAMES:
+        return True
+    # Check wildcard patterns like *.egg-info
+    for pattern in IGNORED_NAMES:
+        if pattern.startswith("*") and name.endswith(pattern[1:]):
+            return True
+    return False
+
+
+@router.get("/files/tree")
+async def list_directory(path: str = "") -> list[dict[str, Any]]:
+    """List directory contents. Dirs first, alphabetical."""
+    target = _resolve_safe(path)
+    if not target.is_dir():
+        raise HTTPException(status_code=404, detail="Directory not found")
+
+    entries: list[dict[str, Any]] = []
+    try:
+        for child in sorted(target.iterdir(), key=lambda p: p.name.lower()):
+            if child.name.startswith(".") and child.name in IGNORED_NAMES:
+                continue
+            if _is_ignored(child.name):
+                continue
+            rel = str(child.relative_to(ROOT)).replace("\\", "/")
+            entries.append(
+                {
+                    "name": child.name,
+                    "type": "directory" if child.is_dir() else "file",
+                    "path": rel,
+                }
+            )
+    except PermissionError as err:
+        raise HTTPException(status_code=403, detail="Permission denied") from err
+
+    # Sort: directories first, then files, alphabetical within each group
+    entries.sort(
+        key=lambda e: (0 if e["type"] == "directory" else 1, e["name"].lower())
+    )
+    return entries
+
+
+@router.get("/files/content")
+async def read_file(path: str) -> dict[str, Any]:
+    """Read file content. Returns content, binary flag, size, and language."""
+    target = _resolve_safe(path)
+    if not target.is_file():
+        raise HTTPException(status_code=404, detail="File not found")
+
+    size = target.stat().st_size
+    if size > MAX_FILE_SIZE:
+        raise HTTPException(
+            status_code=413,
+            detail=f"File too large ({size} bytes, max {MAX_FILE_SIZE})",
+        )
+
+    # Binary detection: read raw bytes and check for null bytes
+    raw = target.read_bytes()
+    is_binary = b"\x00" in raw[:8192]
+
+    if is_binary:
+        return {
+            "content": None,
+            "binary": True,
+            "size": size,
+            "language": None,
+        }
+
+    try:
+        content = raw.decode("utf-8")
+    except UnicodeDecodeError:
+        return {
+            "content": None,
+            "binary": True,
+            "size": size,
+            "language": None,
+        }
+
+    return {
+        "content": content,
+        "binary": False,
+        "size": size,
+        "language": _detect_language(target),
+    }
+
+
+class SaveFileBody(BaseModel):
+    """Request body for saving file content."""
+
+    content: str
+
+
+@router.put("/files/content")
+async def save_file(path: str, body: SaveFileBody) -> dict[str, str]:
+    """Save file content. Creates parent dirs if needed."""
+    target = _resolve_safe(path)
+    target.parent.mkdir(parents=True, exist_ok=True)
+    target.write_text(body.content, encoding="utf-8")
+    return {"status": "ok"}
diff --git a/src/uipath/dev/server/serializers.py b/src/uipath/dev/server/serializers.py
index 0b175de..646f2f0 100644
--- a/src/uipath/dev/server/serializers.py
+++ b/src/uipath/dev/server/serializers.py
@@ -2,6 +2,7 @@
 
 from __future__ import annotations
 
+import json
 from typing import Any
 
 from uipath.dev.models.data import (
@@ -14,6 +15,22 @@
 from uipath.dev.models.execution import ExecutionRun
 
 
+def _sanitize(obj: Any) -> Any:
+    """Ensure a value is JSON-serializable, converting non-serializable objects to str."""
+    if obj is None or isinstance(obj, (str, int, float, bool)):
+        return obj
+    if isinstance(obj, dict):
+        return {k: _sanitize(v) for k, v in obj.items()}
+    if isinstance(obj, (list, tuple)):
+        return [_sanitize(v) for v in obj]
+    # Catch-all: try json.dumps; if it fails, stringify
+    try:
+        json.dumps(obj)
+        return obj
+    except (TypeError, ValueError):
+        return str(obj)
+
+
 def serialize_log(log_data: LogData) -> dict[str, Any]:
     """Serialize a LogData instance to a JSON-compatible dict."""
     return {
@@ -35,7 +52,7 @@ def serialize_trace(trace_data: TraceData) -> dict[str, Any]:
         "status": trace_data.status,
         "duration_ms": trace_data.duration_ms,
         "timestamp": trace_data.timestamp.isoformat(),
-        "attributes": trace_data.attributes,
+        "attributes": _sanitize(trace_data.attributes),
     }
 
 
@@ -65,7 +82,7 @@ def serialize_state(state_data: StateData) -> dict[str, Any]:
     if state_data.phase is not None:
         result["phase"] = state_data.phase
     if state_data.payload is not None:
-        result["payload"] = state_data.payload
+        result["payload"] = _sanitize(state_data.payload)
     return result
 
 
@@ -81,11 +98,11 @@ def serialize_interrupt(interrupt_data: InterruptData) -> dict[str, Any]:
     if interrupt_data.tool_name is not None:
         result["tool_name"] = interrupt_data.tool_name
     if interrupt_data.input_schema is not None:
-        result["input_schema"] = interrupt_data.input_schema
+        result["input_schema"] = _sanitize(interrupt_data.input_schema)
     if interrupt_data.input_value is not None:
-        result["input_value"] = interrupt_data.input_value
+        result["input_value"] = _sanitize(interrupt_data.input_value)
     if interrupt_data.content is not None:
-        result["content"] = interrupt_data.content
+        result["content"] = _sanitize(interrupt_data.content)
     return result
 
 
@@ -100,7 +117,7 @@ def serialize_run(run: ExecutionRun) -> dict[str, Any]:
         "start_time": run.start_time.isoformat() if run.start_time else None,
         "end_time": run.end_time.isoformat() if run.end_time else None,
         "duration": run.duration,
-        "output_data": run.output_data,
+        "output_data": _sanitize(run.output_data),
         "error": (
             {
                 "code": run.error.code,
diff --git a/src/uipath/dev/server/static/assets/ChatPanel-CeP3-CFA.js b/src/uipath/dev/server/static/assets/ChatPanel-CeP3-CFA.js
deleted file mode 100644
index aedb87b..0000000
--- a/src/uipath/dev/server/static/assets/ChatPanel-CeP3-CFA.js
+++ /dev/null
@@ -1,36 +0,0 @@
-import{g as hr,j as P,a as $e}from"./vendor-react-BVoutfaX.js";import{u as sn}from"./index-CQlfl4ed.js";import"./vendor-reactflow-mU21rT8r.js";function zo(e,t){const n={};return(e[e.length-1]===""?[...e,""]:e).join((n.padRight?" 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var(--accent) 40%, var(--border))"},children:[P.jsx("div",{className:"px-3 py-2",style:{background:"color-mix(in srgb, var(--accent) 10%, var(--bg-secondary))"},children:P.jsx("span",{className:"text-[10px] uppercase tracking-wider font-semibold",style:{color:"var(--accent)"},children:"Input Required"})}),e.content!=null&&P.jsx("div",{className:"px-3 py-2 text-sm leading-relaxed",style:{background:"var(--bg-secondary)",color:"var(--text-secondary)"},children:typeof e.content=="string"?e.content:JSON.stringify(e.content,null,2)}),P.jsxs("div",{className:"flex items-center gap-2 px-3 py-2",style:{background:"var(--bg-secondary)",borderTop:"1px solid var(--border)"},children:[P.jsx("input",{value:n,onChange:k=>r(k.target.value),onKeyDown:k=>{k.key==="Enter"&&!k.shiftKey&&n.trim()&&(k.preventDefault(),t({response:n.trim()}))},placeholder:"Type your response...",className:"flex-1 bg-transparent text-sm py-1 focus:outline-none placeholder:text-[var(--text-muted)]",style:{color:"var(--text-primary)"}}),P.jsx("button",{onClick:()=>{n.trim()&&t({response:n.trim()})},disabled:!n.trim(),className:"text-[11px] uppercase tracking-wider font-semibold px-2 py-1 rounded transition-colors cursor-pointer disabled:opacity-30 disabled:cursor-not-allowed",style:{color:n.trim()?"var(--accent)":"var(--text-muted)",background:"transparent"},children:"Send"})]})]})}function lm({messages:e,runId:t,runStatus:n,ws:r}){const i=$e.useRef(null),o=$e.useRef(!0),a=sn(m=>m.addLocalChatMessage),s=sn(m=>m.setFocusedSpan),l=sn(m=>m.activeInterrupt[t]??null),c=sn(m=>m.setActiveInterrupt),d=$e.useMemo(()=>{const m=new Map,k=new Map;for(const w of e)if(w.tool_calls){const T=[];for(const A of w.tool_calls){const _=k.get(A.name)??0;T.push(_),k.set(A.name,_+1)}m.set(w.message_id,T)}return m},[e]),[u,f]=$e.useState(!1),p=()=>{const m=i.current;if(!m)return;const k=m.scrollHeight-m.scrollTop-m.clientHeight<40;o.current=k,f(m.scrollTop>100)};$e.useEffect(()=>{o.current&&i.current&&(i.current.scrollTop=i.current.scrollHeight)});const g=m=>{o.current=!0,a(t,{message_id:`local-${Date.now()}`,role:"user",content:m}),r.sendChatMessage(t,m)},y=m=>{o.current=!0,r.sendInterruptResponse(t,m),c(t,null)},x=n==="running"||!!l;return P.jsxs("div",{className:"flex flex-col h-full",children:[P.jsxs("div",{className:"relative flex-1 overflow-hidden",children:[P.jsxs("div",{ref:i,onScroll:p,className:"h-full overflow-y-auto px-3 py-2 space-y-0.5",children:[e.length===0&&P.jsx("p",{className:"text-[var(--text-muted)] text-sm text-center py-6",children:"No messages yet"}),e.map(m=>P.jsx(em,{message:m,toolCallIndices:d.get(m.message_id),onToolCallClick:(k,w)=>s({name:k,index:w})},m.message_id)),l&&P.jsx(im,{interrupt:l,onRespond:y})]}),u&&P.jsx("button",{onClick:()=>{var m;return(m=i.current)==null?void 0:m.scrollTo({top:0,behavior:"smooth"})},className:"absolute top-2 right-3 w-6 h-6 flex items-center justify-center rounded-full cursor-pointer transition-opacity opacity-70 hover:opacity-100",style:{background:"var(--bg-tertiary)",color:"var(--text-primary)"},title:"Scroll to top",children:P.jsx("svg",{width:"12",height:"12",viewBox:"0 0 24 24",fill:"none",stroke:"currentColor",strokeWidth:"2.5",strokeLinecap:"round",strokeLinejoin:"round",children:P.jsx("polyline",{points:"18 15 12 9 6 15"})})})]}),P.jsx(tm,{onSend:g,disabled:x,placeholder:l?"Respond to the interrupt above...":x?"Waiting for response...":"Message..."})]})}export{lm as default};
diff --git a/src/uipath/dev/server/static/assets/ChatPanel-CiK6YSHu.js b/src/uipath/dev/server/static/assets/ChatPanel-CiK6YSHu.js
new file mode 100644
index 0000000..b9e8f6a
--- /dev/null
+++ b/src/uipath/dev/server/static/assets/ChatPanel-CiK6YSHu.js
@@ -0,0 +1,2 @@
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F({interrupt:t,onRespond:r}){const[o,i]=y.useState(""),[l,u]=y.useState(!1),[a,p]=y.useState({}),[c,N]=y.useState(""),[k,h]=y.useState(null),g=t.input_schema,b=$(g),C=y.useCallback(()=>{const s=typeof t.input_value=="object"&&t.input_value!==null?t.input_value:{};if(b){const d={...s};for(const m of Object.keys(g.properties))m in d||(d[m]=null);const x=g.properties;for(const[m,v]of Object.entries(x))(v.type==="object"||v.type==="array")&&typeof d[m]!="string"&&(d[m]=JSON.stringify(d[m]??null,null,2));p(d)}else N(typeof t.input_value=="string"?t.input_value:JSON.stringify(t.input_value??null,null,2));h(null),u(!0)},[t.input_value,b,g]),E=()=>{u(!1),h(null)},w=()=>{if(b){const s={},d=g.properties;for(const[x,m]of Object.entries(a)){const v=d[x];if(((v==null?void 0:v.type)==="object"||(v==null?void 0:v.type)==="array")&&typeof m=="string")try{s[x]=JSON.parse(m)}catch{h(`Invalid JSON for "${x}"`);return}else s[x]=m}r({approved:!0,input:s})}else try{const 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top-2 right-3 w-6 h-6 flex items-center justify-center rounded-full cursor-pointer transition-opacity opacity-70 hover:opacity-100",style:{background:"var(--bg-tertiary)",color:"var(--text-primary)"},title:"Scroll to top",children:e.jsx("svg",{width:"12",height:"12",viewBox:"0 0 24 24",fill:"none",stroke:"currentColor",strokeWidth:"2.5",strokeLinecap:"round",strokeLinejoin:"round",children:e.jsx("polyline",{points:"18 15 12 9 6 15"})})})]}),e.jsx(L,{onSend:C,disabled:w,placeholder:c?"Respond to the interrupt above...":w?"Waiting for response...":"Message..."})]})}export{I as default};
diff --git a/src/uipath/dev/server/static/assets/index-BL2n_TWc.css b/src/uipath/dev/server/static/assets/index-BL2n_TWc.css
deleted file mode 100644
index 87656c1..0000000
--- a/src/uipath/dev/server/static/assets/index-BL2n_TWc.css
+++ /dev/null
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diff --git a/src/uipath/dev/server/static/assets/index-BhpA3bEW.css b/src/uipath/dev/server/static/assets/index-BhpA3bEW.css
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deleted file mode 100644
index f4211ba..0000000
--- a/src/uipath/dev/server/static/assets/index-CQlfl4ed.js
+++ /dev/null
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b=k.current;if(!b)return;const L="touches"in _?_.touches[0].clientX:_.clientX,T=b.clientWidth-300,W=Math.max(280,Math.min(T,C+(f-L)));c(W)},M=()=>{document.removeEventListener("mousemove",y),document.removeEventListener("mouseup",M),document.removeEventListener("touchmove",y),document.removeEventListener("touchend",M),document.body.style.cursor="",document.body.style.userSelect="",localStorage.setItem("chatPanelWidth",String(a)),g(_=>_+1)};document.body.style.cursor="col-resize",document.body.style.userSelect="none",document.addEventListener("mousemove",y),document.addEventListener("mouseup",M),document.addEventListener("touchmove",y,{passive:!1}),document.addEventListener("touchend",M)},[a]),P=o?"Chat":"Events",O=o?"var(--accent)":"var(--success)",G=l=>l==="primary"?O:l==="events"?"var(--success)":"var(--accent)",H=A(l=>l.activeInterrupt[t.id]??null),J=t.status==="running"?e.jsx("span",{className:"ml-auto text-[10px] px-2 py-0.5 rounded-full shrink-0",style:{background:"color-mix(in srgb, var(--warning) 15%, var(--bg-secondary))",color:"var(--warning)"},children:o?"Thinking...":"Running..."}):o&&t.status==="suspended"&&H?e.jsx("span",{className:"ml-auto text-[10px] px-2 py-0.5 rounded-full shrink-0",style:{background:"color-mix(in srgb, var(--warning) 15%, var(--bg-secondary))",color:"var(--warning)"},children:"Action Required"}):null;if(s){const l=[{id:"traces",label:"Traces",count:$.length},{id:"primary",label:P},...o?[{id:"events",label:"Events",count:D.length}]:[],{id:"io",label:"I/O"},{id:"logs",label:"Logs",count:I.length}];return e.jsxs("div",{className:"flex flex-col h-full",children:[(t.mode==="debug"||t.status==="suspended"&&!H||V&&Object.keys(V).length>0)&&e.jsx(Re,{runId:t.id,status:t.status,ws:r,breakpointNode:t.breakpoint_node}),e.jsx("div",{className:"shrink-0",style:{height:"40vh"},children:e.jsx(ae,{entrypoint:t.entrypoint,traces:$,runId:t.id,breakpointNode:t.breakpoint_node,breakpointNextNodes:t.breakpoint_next_nodes,onBreakpointChange:q,fitViewTrigger:w})}),e.jsxs("div",{className:"flex items-center gap-1 px-2 h-10 border-y shrink-0",style:{borderColor:"var(--border)",background:"var(--bg-secondary)"},children:[l.map(f=>e.jsxs("button",{onClick:()=>m(f.id),className:"px-2 py-0.5 h-5 text-[11px] uppercase tracking-wider font-semibold rounded transition-colors cursor-pointer",style:{color:d===f.id?G(f.id):"var(--text-muted)",background:d===f.id?`color-mix(in srgb, ${G(f.id)} 10%, transparent)`:"transparent"},children:[f.label,f.count!==void 0&&f.count>0&&e.jsx("span",{className:"ml-1 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flex-col",style:{width:a,background:"var(--bg-primary)"},children:[e.jsxs("div",{className:"flex items-center gap-1 px-2 h-10 border-b shrink-0",style:{borderColor:"var(--border)",background:"var(--bg-secondary)"},children:[u.map(l=>e.jsxs("button",{onClick:()=>p(l.id),className:"px-2 py-0.5 h-5 text-[11px] uppercase tracking-wider font-semibold rounded transition-colors cursor-pointer",style:{color:x===l.id?G(l.id):"var(--text-muted)",background:x===l.id?`color-mix(in srgb, ${G(l.id)} 10%, transparent)`:"transparent"},onMouseEnter:f=>{x!==l.id&&(f.currentTarget.style.color="var(--text-primary)")},onMouseLeave:f=>{x!==l.id&&(f.currentTarget.style.color="var(--text-muted)")},children:[l.label,l.count!==void 0&&l.count>0&&e.jsx("span",{className:"ml-1 font-normal",style:{color:"var(--text-muted)"},children:l.count})]},l.id)),J]}),e.jsxs("div",{className:"flex-1 overflow-hidden",children:[x==="primary"&&(o?e.jsx(h.Suspense,{fallback:e.jsx("div",{className:"flex items-center justify-center 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leading-normal",style:{background:"var(--bg-secondary)"},children:[e.jsx("div",{className:"font-semibold mb-2",style:{color:"var(--text-primary)"},children:t.error.title}),e.jsx("pre",{className:"whitespace-pre-wrap font-mono text-[11px] max-w-prose",style:{color:"var(--text-secondary)"},children:t.error.detail})]})]})]})}function Pe({title:t,color:r,copyText:s,children:o}){const[n,i]=h.useState(!1),a=h.useCallback(()=>{s&&navigator.clipboard.writeText(s).then(()=>{i(!0),setTimeout(()=>i(!1),1500)})},[s]);return e.jsxs("div",{children:[e.jsxs("div",{className:"flex items-center gap-2 mb-2",children:[e.jsx("div",{className:"w-1 h-4 rounded-full",style:{background:r}}),e.jsx("span",{className:"text-xs font-semibold uppercase tracking-wider",style:{color:r},children:t}),s&&e.jsx("button",{onClick:a,className:"ml-auto text-[10px] cursor-pointer px-1.5 py-0.5 rounded transition-colors",style:{color:n?"var(--success)":"var(--text-muted)",background:"var(--bg-secondary)",border:"1px solid var(--border)"},onMouseEnter:c=>{n||(c.currentTarget.style.color="var(--text-primary)")},onMouseLeave:c=>{c.currentTarget.style.color=n?"var(--success)":"var(--text-muted)"},children:n?"Copied":"Copy"})]}),o]})}function kr(){const{reloadPending:t,setReloadPending:r,setEntrypoints:s}=A(),[o,n]=h.useState(!1);if(!t)return null;const i=async()=>{n(!0);try{await kt();const a=await He();s(a.map(c=>c.name)),r(!1)}catch(a){console.error("Reload failed:",a)}finally{n(!1)}};return e.jsxs("div",{className:"fixed top-4 left-1/2 -translate-x-1/2 z-50 flex items-center justify-between px-5 py-2.5 rounded-lg shadow-lg min-w-[400px]",style:{background:"var(--bg-secondary)",border:"1px solid var(--bg-tertiary)"},children:[e.jsx("span",{className:"text-sm",style:{color:"var(--text-secondary)"},children:"Files changed — reload to apply"}),e.jsxs("div",{className:"flex items-center gap-2",children:[e.jsx("button",{onClick:i,disabled:o,className:"px-3 py-1 text-sm font-medium rounded cursor-pointer",style:{background:"var(--accent)",color:"#fff",opacity:o?.6:1},children:o?"Reloading...":"Reload"}),e.jsx("button",{onClick:()=>r(!1),className:"text-sm cursor-pointer px-1",style:{color:"var(--text-muted)",background:"none",border:"none"},children:"✕"})]})]})}function Nr(){const t=vt(),r=Ct(),[s,o]=h.useState(!1),{runs:n,selectedRunId:i,setRuns:a,upsertRun:c,selectRun:x,setTraces:p,setLogs:d,setChatMessages:m,setEntrypoints:w,setStateEvents:g,setGraphCache:v,setActiveNode:k,removeActiveNode:j}=A(),{view:$,runId:I,setupEntrypoint:F,setupMode:D,navigate:V}=Be();h.useEffect(()=>{$==="details"&&I&&I!==i&&x(I)},[$,I,i,x]);const q=We(u=>u.init),S=Ae(u=>u.init);h.useEffect(()=>{wt().then(a).catch(console.error),He().then(u=>w(u.map(l=>l.name))).catch(console.error),q(),S()},[a,w,q,S]);const E=i?n[i]:null,P=h.useCallback((u,l)=>{c(l),p(u,l.traces),d(u,l.logs);const f=l.messages.map(C=>{const y=C.contentParts??C.content_parts??[],M=C.toolCalls??C.tool_calls??[];return{message_id:C.messageId??C.message_id,role:C.role??"assistant",content:y.filter(_=>{const b=_.mimeType??_.mime_type??"";return b.startsWith("text/")||b==="application/json"}).map(_=>{const b=_.data;return(b==null?void 0:b.inline)??""}).join(`
-`).trim()??"",tool_calls:M.length>0?M.map(_=>({name:_.name??"",has_result:!!_.result})):void 0}});if(m(u,f),l.graph&&l.graph.nodes.length>0&&v(u,l.graph),l.states&&l.states.length>0&&(g(u,l.states.map(C=>({node_name:C.node_name,qualified_node_name:C.qualified_node_name,phase:C.phase,timestamp:new Date(C.timestamp).getTime(),payload:C.payload}))),l.status!=="completed"&&l.status!=="failed"))for(const C of l.states)C.phase==="started"?k(u,C.node_name,C.qualified_node_name):C.phase==="completed"&&j(u,C.node_name)},[c,p,d,m,g,v,k,j]);h.useEffect(()=>{if(!i)return;t.subscribe(i),de(i).then(l=>P(i,l)).catch(console.error);const u=setTimeout(()=>{const l=A.getState().runs[i];l&&(l.status==="pending"||l.status==="running")&&de(i).then(f=>P(i,f)).catch(console.error)},2e3);return()=>{clearTimeout(u),t.unsubscribe(i)}},[i,t,P]);const O=h.useRef(null);h.useEffect(()=>{var f,C;if(!i)return;const u=E==null?void 0:E.status,l=O.current;if(O.current=u??null,u&&(u==="completed"||u==="failed")&&l!==u){const y=A.getState(),M=((f=y.traces[i])==null?void 0:f.length)??0,_=((C=y.logs[i])==null?void 0:C.length)??0,b=(E==null?void 0:E.trace_count)??0,L=(E==null?void 0:E.log_count)??0;(M<b||_<L)&&de(i).then(T=>P(i,T)).catch(console.error)}},[i,E==null?void 0:E.status,P]);const G=u=>{V(`#/runs/${u}/traces`),x(u),o(!1)},H=u=>{V(`#/runs/${u}/traces`),x(u),o(!1)},J=()=>{V("#/new"),o(!1)};return e.jsxs("div",{className:"flex flex-col h-screen w-screen",children:[e.jsxs("div",{className:"flex flex-1 overflow-hidden relative",children:[r&&!s&&e.jsx("button",{onClick:()=>o(!0),className:"fixed top-2 left-2 z-40 w-9 h-9 flex items-center justify-center rounded-lg cursor-pointer",style:{background:"var(--bg-secondary)",border:"1px solid var(--border)"},children:e.jsxs("svg",{width:"18",height:"18",viewBox:"0 0 24 24",fill:"none",stroke:"currentColor",strokeWidth:"2",strokeLinecap:"round",children:[e.jsx("line",{x1:"3",y1:"6",x2:"21",y2:"6"}),e.jsx("line",{x1:"3",y1:"12",x2:"21",y2:"12"}),e.jsx("line",{x1:"3",y1:"18",x2:"21",y2:"18"})]})}),e.jsx(_t,{runs:Object.values(n),selectedRunId:i,onSelectRun:H,onNewRun:J,isMobile:r,isOpen:s,onClose:()=>o(!1)}),e.jsx("main",{className:"flex-1 overflow-hidden bg-[var(--bg-primary)]",children:$==="new"?e.jsx(Rt,{}):$==="setup"&&F&&D?e.jsx(sr,{entrypoint:F,mode:D,ws:t,onRunCreated:G,isMobile:r}):E?e.jsx(wr,{run:E,ws:t,isMobile:r}):e.jsx("div",{className:"flex items-center justify-center h-full text-[var(--text-muted)]",children:"Select a run or create a new one"})})]}),e.jsx(Mt,{}),e.jsx(kr,{})]})}Ze.createRoot(document.getElementById("root")).render(e.jsx(h.StrictMode,{children:e.jsx(Nr,{})}));export{A as u};
diff --git a/src/uipath/dev/server/static/assets/index-Gpw0SLbu.js b/src/uipath/dev/server/static/assets/index-Gpw0SLbu.js
new file mode 100644
index 0000000..fb7c2da
--- /dev/null
+++ b/src/uipath/dev/server/static/assets/index-Gpw0SLbu.js
@@ -0,0 +1,106 @@
+const __vite__mapDeps=(i,m=__vite__mapDeps,d=(m.f||(m.f=["assets/vendor-elk-CzxJ-xdZ.js","assets/vendor-react-BN_uQvcy.js","assets/ChatPanel-CiK6YSHu.js","assets/vendor-reactflow-BP_V7ttx.js","assets/vendor-reactflow-B5DZHykP.css"])))=>i.map(i=>d[i]);
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+          height: 0 !important;
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+          min-height: 0 !important;
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+        @keyframes node-pulse-red {
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output.",prompt:""},"uipath-contains":{description:"Checks whether the agent output contains the expected substring.",prompt:""},"uipath-json-similarity":{description:"Compares JSON structures for semantic similarity, ignoring key ordering and whitespace.",prompt:""},"uipath-llm-judge-output-semantic-similarity":{description:"Uses an LLM to score semantic similarity between the agent's actual output and the expected output, accounting for synonyms, paraphrases, and equivalent expressions.",prompt:`As an expert evaluator, analyze the semantic similarity between the expected and actual outputs and determine a score from 0 to 100. Focus on comparing meaning and contextual equivalence of corresponding fields, accounting for alternative valid expressions, synonyms, and reasonable variations in language while maintaining high standards for accuracy and completeness. Provide your score with a brief justification.
+----
+ExpectedOutput:
+{{ExpectedOutput}}
+----
+ActualOutput:
+{{ActualOutput}}`},"uipath-llm-judge-output-strict-json-similarity":{description:"Uses an LLM to perform strict structural and value comparison between JSON outputs, checking key names, nesting, types, and values.",prompt:`As an expert evaluator, perform a strict comparison of the expected and actual JSON outputs and determine a score from 0 to 100. Check that all keys are present, values match in type and content, and nesting structure is preserved. Minor formatting differences (whitespace, key ordering) should not affect the score. Provide your score with a brief justification.
+----
+ExpectedOutput:
+{{ExpectedOutput}}
+----
+ActualOutput:
+{{ActualOutput}}`},"uipath-llm-judge-trajectory-similarity":{description:"Uses an LLM to evaluate whether the agent's tool-call trajectory matches the expected sequence of actions, considering order, arguments, and completeness.",prompt:`As an expert evaluator, compare the agent's actual tool-call trajectory against the expected trajectory and determine a score from 0 to 100. Consider the order of tool calls, the correctness of arguments passed, and whether all expected steps were completed. Minor variations in argument formatting are acceptable if semantically equivalent. Provide your score with a brief justification.
+----
+ExpectedTrajectory:
+{{ExpectedTrajectory}}
+----
+ActualTrajectory:
+{{ActualTrajectory}}`},"uipath-llm-judge-trajectory-simulation":{description:"Uses an LLM to evaluate the agent's behavior against simulation instructions and expected outcomes by analyzing the full run history.",prompt:`As an expert evaluator, determine how well the agent performed on a scale of 0 to 100. Focus on whether the simulation was successful and whether the agent behaved according to the expected output, accounting for alternative valid expressions and reasonable variations in language while maintaining high standards for accuracy and completeness. Provide your score with a brief justification.
+----
+UserOrSyntheticInputGivenToAgent:
+{{UserOrSyntheticInput}}
+----
+SimulationInstructions:
+{{SimulationInstructions}}
+----
+ExpectedAgentBehavior:
+{{ExpectedAgentBehavior}}
+----
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s=0,o=0,l;return u;function u(T){return c(T)}function c(T){const F=r.events[r.events.length-1];return s=F&&F[1].type==="linePrefix"?F[2].sliceSerialize(F[1],!0).length:0,l=T,e.enter("codeFenced"),e.enter("codeFencedFence"),e.enter("codeFencedFenceSequence"),d(T)}function d(T){return T===l?(o++,e.consume(T),d):o<3?n(T):(e.exit("codeFencedFenceSequence"),ge(T)?ve(e,p,"whitespace")(T):p(T))}function p(T){return T===null||ie(T)?(e.exit("codeFencedFence"),r.interrupt?t(T):e.check(To,x,L)(T)):(e.enter("codeFencedFenceInfo"),e.enter("chunkString",{contentType:"string"}),m(T))}function m(T){return T===null||ie(T)?(e.exit("chunkString"),e.exit("codeFencedFenceInfo"),p(T)):ge(T)?(e.exit("chunkString"),e.exit("codeFencedFenceInfo"),ve(e,f,"whitespace")(T)):T===96&&T===l?n(T):(e.consume(T),m)}function f(T){return T===null||ie(T)?p(T):(e.enter("codeFencedFenceMeta"),e.enter("chunkString",{contentType:"string"}),h(T))}function h(T){return 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N(_){return _===null||ie(_)?(T.exit("codeFencedFence"),F(_)):O(_)}}}function Jd(e,t,n){const r=this;return i;function i(o){return o===null?n(o):(e.enter("lineEnding"),e.consume(o),e.exit("lineEnding"),s)}function s(o){return r.parser.lazy[r.now().line]?n(o):t(o)}}const mr={name:"codeIndented",tokenize:ep},Qd={partial:!0,tokenize:tp};function ep(e,t,n){const r=this;return i;function i(c){return e.enter("codeIndented"),ve(e,s,"linePrefix",5)(c)}function s(c){const d=r.events[r.events.length-1];return d&&d[1].type==="linePrefix"&&d[2].sliceSerialize(d[1],!0).length>=4?o(c):n(c)}function o(c){return c===null?u(c):ie(c)?e.attempt(Qd,o,u)(c):(e.enter("codeFlowValue"),l(c))}function l(c){return c===null||ie(c)?(e.exit("codeFlowValue"),o(c)):(e.consume(c),l)}function u(c){return e.exit("codeIndented"),t(c)}}function tp(e,t,n){const r=this;return i;function i(o){return r.parser.lazy[r.now().line]?n(o):ie(o)?(e.enter("lineEnding"),e.consume(o),e.exit("lineEnding"),i):ve(e,s,"linePrefix",5)(o)}function s(o){const l=r.events[r.events.length-1];return l&&l[1].type==="linePrefix"&&l[2].sliceSerialize(l[1],!0).length>=4?t(o):ie(o)?i(o):n(o)}}const np={name:"codeText",previous:ip,resolve:rp,tokenize:op};function rp(e){let t=e.length-4,n=3,r,i;if((e[n][1].type==="lineEnding"||e[n][1].type==="space")&&(e[t][1].type==="lineEnding"||e[t][1].type==="space")){for(r=n;++r<t;)if(e[r][1].type==="codeTextData"){e[n][1].type="codeTextPadding",e[t][1].type="codeTextPadding",n+=2,t-=2;break}}for(r=n-1,t++;++r<=t;)i===void 0?r!==t&&e[r][1].type!=="lineEnding"&&(i=r):(r===t||e[r][1].type==="lineEnding")&&(e[i][1].type="codeTextData",r!==i+2&&(e[i][1].end=e[r-1][1].end,e.splice(i+2,r-i-2),t-=r-i-2,r=i+2),i=void 0);return e}function ip(e){return e!==96||this.events[this.events.length-1][1].type==="characterEscape"}function op(e,t,n){let r=0,i,s;return o;function o(p){return 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this.left.length+this.right.length}shift(){return this.setCursor(0),this.right.pop()}slice(t,n){const r=n??Number.POSITIVE_INFINITY;return r<this.left.length?this.left.slice(t,r):t>this.left.length?this.right.slice(this.right.length-r+this.left.length,this.right.length-t+this.left.length).reverse():this.left.slice(t).concat(this.right.slice(this.right.length-r+this.left.length).reverse())}splice(t,n,r){const i=n||0;this.setCursor(Math.trunc(t));const s=this.right.splice(this.right.length-i,Number.POSITIVE_INFINITY);return r&&cn(this.left,r),s.reverse()}pop(){return 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m===o||m===null||ie(m)?(e.exit("chunkString"),c(m)):(e.consume(m),m===92?p:d)}function p(m){return m===o||m===92?(e.consume(m),d):d(m)}}function mn(e,t){let n;return r;function r(i){return ie(i)?(e.enter("lineEnding"),e.consume(i),e.exit("lineEnding"),n=!0,r):ge(i)?ve(e,r,n?"linePrefix":"lineSuffix")(i):t(i)}}const fp={name:"definition",tokenize:hp},mp={partial:!0,tokenize:gp};function hp(e,t,n){const r=this;let i;return s;function s(f){return e.enter("definition"),o(f)}function o(f){return ta.call(r,e,l,n,"definitionLabel","definitionLabelMarker","definitionLabelString")(f)}function l(f){return i=ut(r.sliceSerialize(r.events[r.events.length-1][1]).slice(1,-1)),f===58?(e.enter("definitionMarker"),e.consume(f),e.exit("definitionMarker"),u):n(f)}function u(f){return Ne(f)?mn(e,c)(f):c(f)}function c(f){return ea(e,d,n,"definitionDestination","definitionDestinationLiteral","definitionDestinationLiteralMarker","definitionDestinationRaw","definitionDestinationString")(f)}function d(f){return 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diff --git a/src/uipath/dev/server/static/assets/vendor-elk-CTNP4r_q.js b/src/uipath/dev/server/static/assets/vendor-elk-CzxJ-xdZ.js
similarity index 99%
rename from src/uipath/dev/server/static/assets/vendor-elk-CTNP4r_q.js
rename to src/uipath/dev/server/static/assets/vendor-elk-CzxJ-xdZ.js
index dce5fa4..1a56201 100644
--- a/src/uipath/dev/server/static/assets/vendor-elk-CTNP4r_q.js
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diff --git a/src/uipath/dev/server/static/assets/vendor-react-BN_uQvcy.js b/src/uipath/dev/server/static/assets/vendor-react-BN_uQvcy.js
new file mode 100644
index 0000000..5018655
--- /dev/null
+++ b/src/uipath/dev/server/static/assets/vendor-react-BN_uQvcy.js
@@ -0,0 +1,59 @@
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+ * react-jsx-runtime.production.js
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+ * LICENSE file in the root directory of this source tree.
+ */var D0;function Ay(){if(D0)return Te;D0=1;var c=Symbol.for("react.transitional.element"),y=Symbol.for("react.fragment");function g(o,D,N){var V=null;if(N!==void 0&&(V=""+N),D.key!==void 0&&(V=""+D.key),"key"in D){N={};for(var F in D)F!=="key"&&(N[F]=D[F])}else N=D;return D=N.ref,{$$typeof:c,type:o,key:V,ref:D!==void 0?D:null,props:N}}return Te.Fragment=y,Te.jsx=g,Te.jsxs=g,Te}var U0;function Oy(){return U0||(U0=1,hc.exports=Ay()),hc.exports}var Qm=Oy(),gc={exports:{}},Z={};/**
+ * @license React
+ * react.production.js
+ *
+ * Copyright (c) Meta Platforms, Inc. and affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
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f=t.memoizedState;if(a=f.cache,eu(t,Ul,a),a!==n.cache&&Zf(t,[Ul],u,!0),ka(),a=f.element,n.isDehydrated)if(n={element:a,isDehydrated:!1,cache:f.cache},t.updateQueue.baseState=n,t.memoizedState=n,t.flags&256){t=Wr(l,t,a,u);break l}else if(a!==e){e=zt(Error(o(424)),t),Ka(e),t=Wr(l,t,a,u);break l}else{switch(l=t.stateNode.containerInfo,l.nodeType){case 9:l=l.body;break;default:l=l.nodeName==="HTML"?l.ownerDocument.body:l}for(gl=pt(l.firstChild),Ll=t,P=!0,uu=null,At=!0,u=Lo(t,null,a,u),t.child=u;u;)u.flags=u.flags&-3|4096,u=u.sibling}else{if(Nu(),a===e){t=Lt(l,t,u);break l}Kl(l,t,a,u)}t=t.child}return t;case 26:return hn(l,t),l===null?(u=o0(t.type,null,t.pendingProps,null))?t.memoizedState=u:P||(u=t.type,l=t.pendingProps,a=Cn(J.current).createElement(u),a[Vl]=t,a[kl]=l,Jl(a,u,l),Bl(a),t.stateNode=a):t.memoizedState=o0(t.type,l.memoizedProps,t.pendingProps,l.memoizedState),null;case 27:return 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t.pendingProps}throw Error(o(156,t.tag))}function xt(l){l.flags|=4}function Di(l,t,u,a,e){if((t=(l.mode&32)!==0)&&(t=!1),t){if(l.flags|=16777216,(e&335544128)===e)if(l.stateNode.complete)l.flags|=8192;else if(ps())l.flags|=8192;else throw Bu=ln,Kf}else l.flags&=-16777217}function Pr(l,t){if(t.type!=="stylesheet"||(t.state.loading&4)!==0)l.flags&=-16777217;else if(l.flags|=16777216,!y0(t))if(ps())l.flags|=8192;else throw Bu=ln,Kf}function Sn(l,t){t!==null&&(l.flags|=4),l.flags&16384&&(t=l.tag!==22?Rc():536870912,l.lanes|=t,Sa|=t)}function ee(l,t){if(!P)switch(l.tailMode){case"hidden":t=l.tail;for(var u=null;t!==null;)t.alternate!==null&&(u=t),t=t.sibling;u===null?l.tail=null:u.sibling=null;break;case"collapsed":u=l.tail;for(var a=null;u!==null;)u.alternate!==null&&(a=u),u=u.sibling;a===null?t||l.tail===null?l.tail=null:l.tail.sibling=null:a.sibling=null}}function Sl(l){var t=l.alternate!==null&&l.alternate.child===l.child,u=0,a=0;if(t)for(var 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deleted file mode 100644
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hc(l,t){return(l.lanes&t)!==0?!0:(l=l.dependencies,!!(l!==null&&Ze(l)))}function Lm(l,t,u){switch(t.tag){case 3:Cl(t,t.stateNode.containerInfo),lu(t,ol,l.memoizedState.cache),ru();break;case 27:case 5:Oa(t);break;case 4:Cl(t,t.stateNode.containerInfo);break;case 10:lu(t,t.type,t.memoizedProps.value);break;case 31:if(t.memoizedState!==null)return t.flags|=128,Qf(t),null;break;case 13:var a=t.memoizedState;if(a!==null)return a.dehydrated!==null?(eu(t),t.flags|=128,null):(u&t.child.childLanes)!==0?Ry(l,t,u):(eu(t),l=Xt(l,t,u),l!==null?l.sibling:null);eu(t);break;case 19:var e=(l.flags&128)!==0;if(a=(u&t.childLanes)!==0,a||(aa(l,t,u,!1),a=(u&t.childLanes)!==0),e){if(a)return Cy(l,t,u);t.flags|=128}if(e=t.memoizedState,e!==null&&(e.rendering=null,e.tail=null,e.lastEffect=null),O(sl,sl.current),a)break;return null;case 22:return t.lanes=0,Dy(l,t,u,t.pendingProps);case 24:lu(t,ol,l.memoizedState.cache)}return Xt(l,t,u)}function Yy(l,t,u){if(l!==null)if(l.memoizedProps!==t.pendingProps)gl=!0;else{if(!hc(l,u)&&(t.flags&128)===0)return gl=!1,Lm(l,t,u);gl=(l.flags&131072)!==0}else gl=!1,L&&(t.flags&1048576)!==0&&s0(t,Qa,t.index);switch(t.lanes=0,t.tag){case 16:l:{var a=t.pendingProps;if(l=Ru(t.elementType),t.type=l,typeof l=="function")zf(l)?(a=Bu(l,a),t.tag=1,t=Ny(null,t,l,a,u)):(t.tag=0,t=cc(null,t,l,a,u));else{if(l!=null){var e=l.$$typeof;if(e===nt){t.tag=11,t=_y(null,t,l,a,u);break l}else if(e===x){t.tag=14,t=Oy(null,t,l,a,u);break l}}throw t=rt(l)||l,Error(o(306,t,""))}}return t;case 0:return cc(l,t,t.type,t.pendingProps,u);case 1:return a=t.type,e=Bu(a,t.pendingProps),Ny(l,t,a,e,u);case 3:l:{if(Cl(t,t.stateNode.containerInfo),l===null)throw Error(o(387));a=t.pendingProps;var n=t.memoizedState;e=n.element,Cf(l,t),wa(t,a,null,u);var f=t.memoizedState;if(a=f.cache,lu(t,ol,a),a!==n.cache&&rf(t,[ol],u,!0),Ja(),a=f.element,n.isDehydrated)if(n={element:a,isDehydrated:!1,cache:f.cache},t.updateQueue.baseState=n,t.memoizedState=n,t.flags&256){t=py(l,t,a,u);break l}else if(a!==e){e=yt(Error(o(424)),t),ja(e),t=py(l,t,a,u);break l}else{switch(l=t.stateNode.containerInfo,l.nodeType){case 9:l=l.body;break;default:l=l.nodeName==="HTML"?l.ownerDocument.body:l}for(nl=ht(l.firstChild),Dl=t,L=!0,It=null,dt=!0,u=D0(t,null,a,u),t.child=u;u;)u.flags=u.flags&-3|4096,u=u.sibling}else{if(ru(),a===e){t=Xt(l,t,u);break l}rl(l,t,a,u)}t=t.child}return t;case 26:return fn(l,t),l===null?(u=Jv(t.type,null,t.pendingProps,null))?t.memoizedState=u:L||(u=t.type,l=t.pendingProps,a=On(X.current).createElement(u),a[Ml]=t,a[jl]=l,Hl(a,u,l),El(a),t.stateNode=a):t.memoizedState=Jv(t.type,l.memoizedProps,t.pendingProps,l.memoizedState),null;case 27:return 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rl(l,t,t.pendingProps.children,u),t.child;case 12:return rl(l,t,t.pendingProps.children,u),t.child;case 10:return a=t.pendingProps,lu(t,t.type,a.value),rl(l,t,a.children,u),t.child;case 9:return e=t.type._context,a=t.pendingProps.children,Nu(t),e=Ul(e),a=a(e),t.flags|=1,rl(l,t,a,u),t.child;case 14:return Oy(l,t,t.type,t.pendingProps,u);case 15:return My(l,t,t.type,t.pendingProps,u);case 19:return Cy(l,t,u);case 31:return xm(l,t,u);case 22:return Dy(l,t,u,t.pendingProps);case 24:return Nu(t),a=Ul(ol),l===null?(e=pf(),e===null&&(e=al,n=Hf(),e.pooledCache=n,n.refCount++,n!==null&&(e.pooledCacheLanes|=u),e=n),t.memoizedState={parent:a,cache:e},qf(t),lu(t,ol,e)):((l.lanes&u)!==0&&(Cf(l,t),wa(t,null,null,u),Ja()),e=l.memoizedState,n=t.memoizedState,e.parent!==a?(e={parent:a,cache:a},t.memoizedState=e,t.lanes===0&&(t.memoizedState=t.updateQueue.baseState=e),lu(t,ol,a)):(a=n.cache,lu(t,ol,a),a!==e.cache&&rf(t,[ol],u,!0))),rl(l,t,t.pendingProps.children,u),t.child;case 29:throw t.pendingProps}throw Error(o(156,t.tag))}function Qt(l){l.flags|=4}function oc(l,t,u,a,e){if((t=(l.mode&32)!==0)&&(t=!1),t){if(l.flags|=16777216,(e&335544128)===e)if(l.stateNode.complete)l.flags|=8192;else if(iv())l.flags|=8192;else throw qu=Ke,Rf}else l.flags&=-16777217}function By(l,t){if(t.type!=="stylesheet"||(t.state.loading&4)!==0)l.flags&=-16777217;else if(l.flags|=16777216,!kv(t))if(iv())l.flags|=8192;else throw qu=Ke,Rf}function yn(l,t){t!==null&&(l.flags|=4),l.flags&16384&&(t=l.tag!==22?oi():536870912,l.lanes|=t,oa|=t)}function Pa(l,t){if(!L)switch(l.tailMode){case"hidden":t=l.tail;for(var u=null;t!==null;)t.alternate!==null&&(u=t),t=t.sibling;u===null?l.tail=null:u.sibling=null;break;case"collapsed":u=l.tail;for(var a=null;u!==null;)u.alternate!==null&&(a=u),u=u.sibling;a===null?t||l.tail===null?l.tail=null:l.tail.sibling=null:a.sibling=null}}function fl(l){var t=l.alternate!==null&&l.alternate.child===l.child,u=0,a=0;if(t)for(var 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l;case"img":a=!0;break l;default:a=!1}a&&Qt(t)}}return fl(t),oc(t,t.type,l===null?null:l.memoizedProps,t.pendingProps,u),null;case 6:if(l&&t.stateNode!=null)l.memoizedProps!==a&&Qt(t);else{if(typeof a!="string"&&t.stateNode===null)throw Error(o(166));if(l=X.current,ua(t)){if(l=t.stateNode,u=t.memoizedProps,a=null,e=Dl,e!==null)switch(e.tag){case 27:case 5:a=e.memoizedProps}l[Ml]=t,l=!!(l.nodeValue===u||a!==null&&a.suppressHydrationWarning===!0||Rv(l.nodeValue,u)),l||Pt(t,!0)}else l=On(l).createTextNode(a),l[Ml]=t,t.stateNode=l}return fl(t),null;case 31:if(u=t.memoizedState,l===null||l.memoizedState!==null){if(a=ua(t),u!==null){if(l===null){if(!a)throw Error(o(318));if(l=t.memoizedState,l=l!==null?l.dehydrated:null,!l)throw Error(o(557));l[Ml]=t}else ru(),(t.flags&128)===0&&(t.memoizedState=null),t.flags|=4;fl(t),l=!1}else u=Mf(),l!==null&&l.memoizedState!==null&&(l.memoizedState.hydrationErrors=u),l=!0;if(!l)return t.flags&256?(tt(t),t):(tt(t),null);if((t.flags&128)!==0)throw Error(o(558))}return fl(t),null;case 13:if(a=t.memoizedState,l===null||l.memoizedState!==null&&l.memoizedState.dehydrated!==null){if(e=ua(t),a!==null&&a.dehydrated!==null){if(l===null){if(!e)throw Error(o(318));if(e=t.memoizedState,e=e!==null?e.dehydrated:null,!e)throw Error(o(317));e[Ml]=t}else ru(),(t.flags&128)===0&&(t.memoizedState=null),t.flags|=4;fl(t),e=!1}else e=Mf(),l!==null&&l.memoizedState!==null&&(l.memoizedState.hydrationErrors=e),e=!0;if(!e)return t.flags&256?(tt(t),t):(tt(t),null)}return tt(t),(t.flags&128)!==0?(t.lanes=u,t):(u=a!==null,l=l!==null&&l.memoizedState!==null,u&&(a=t.child,e=null,a.alternate!==null&&a.alternate.memoizedState!==null&&a.alternate.memoizedState.cachePool!==null&&(e=a.alternate.memoizedState.cachePool.pool),n=null,a.memoizedState!==null&&a.memoizedState.cachePool!==null&&(n=a.memoizedState.cachePool.pool),n!==e&&(a.flags|=2048)),u!==l&&u&&(t.child.flags|=8192),yn(t,t.updateQueue),fl(t),null);case 4:return dl(),l===null&&Gc(t.stateNode.containerInfo),fl(t),null;case 10:return Yt(t.type),fl(t),null;case 19:if(E(sl),a=t.memoizedState,a===null)return fl(t),null;if(e=(t.flags&128)!==0,n=a.rendering,n===null)if(e)Pa(a,!1);else{if(vl!==0||l!==null&&(l.flags&128)!==0)for(l=t.child;l!==null;){if(n=$e(l),n!==null){for(t.flags|=128,Pa(a,!1),l=n.updateQueue,t.updateQueue=l,yn(t,l),t.subtreeFlags=0,l=u,u=t.child;u!==null;)v0(u,l),u=u.sibling;return O(sl,sl.current&1|2),L&&qt(t,a.treeForkCount),t.child}l=l.sibling}a.tail!==null&&$l()>hn&&(t.flags|=128,e=!0,Pa(a,!1),t.lanes=4194304)}else{if(!e)if(l=$e(n),l!==null){if(t.flags|=128,e=!0,l=l.updateQueue,t.updateQueue=l,yn(t,l),Pa(a,!0),a.tail===null&&a.tailMode==="hidden"&&!n.alternate&&!L)return fl(t),null}else 2*$l()-a.renderingStartTime>hn&&u!==536870912&&(t.flags|=128,e=!0,Pa(a,!1),t.lanes=4194304);a.isBackwards?(n.sibling=t.child,t.child=n):(l=a.last,l!==null?l.sibling=n:t.child=n,a.last=n)}return a.tail!==null?(l=a.tail,a.rendering=l,a.tail=l.sibling,a.renderingStartTime=$l(),l.sibling=null,u=sl.current,O(sl,e?u&1|2:u&1),L&&qt(t,a.treeForkCount),l):(fl(t),null);case 22:case 23:return tt(t),Xf(),a=t.memoizedState!==null,l!==null?l.memoizedState!==null!==a&&(t.flags|=8192):a&&(t.flags|=8192),a?(u&536870912)!==0&&(t.flags&128)===0&&(fl(t),t.subtreeFlags&6&&(t.flags|=8192)):fl(t),u=t.updateQueue,u!==null&&yn(t,u.retryQueue),u=null,l!==null&&l.memoizedState!==null&&l.memoizedState.cachePool!==null&&(u=l.memoizedState.cachePool.pool),a=null,t.memoizedState!==null&&t.memoizedState.cachePool!==null&&(a=t.memoizedState.cachePool.pool),a!==u&&(t.flags|=2048),l!==null&&E(pu),null;case 24:return u=null,l!==null&&(u=l.memoizedState.cache),t.memoizedState.cache!==u&&(t.flags|=2048),Yt(ol),fl(t),null;case 25:return null;case 30:return null}throw Error(o(156,t.tag))}function Jm(l,t){switch(_f(t),t.tag){case 1:return l=t.flags,l&65536?(t.flags=l&-65537|128,t):null;case 3:return 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u=t.current,a=et();l1(u,a,l,t,null,null)},Bn.prototype.unmount=ui.prototype.unmount=function(){var l=this._internalRoot;if(l!==null){this._internalRoot=null;var t=l.containerInfo;l1(l.current,2,null,l,null,null),Sn(),t[ju]=null}};function Bn(l){this._internalRoot=l}Bn.prototype.unstable_scheduleHydration=function(l){if(l){var t=zi();l={blockedOn:null,target:l,priority:t};for(var u=0;u<gu.length&&t!==0&&t<gu[u].priority;u++);gu.splice(u,0,l),u===0&&f1(l)}};var v1=_l.version;if(v1!=="19.2.4")throw Error(o(527,v1,"19.2.4"));_.findDOMNode=function(l){var t=l._reactInternals;if(t===void 0)throw typeof l.render=="function"?Error(o(188)):(l=Object.keys(l).join(","),Error(o(268,l)));return l=A(t),l=l!==null?W(l):null,l=l===null?null:l.stateNode,l};var xd={bundleType:0,version:"19.2.4",rendererPackageName:"react-dom",currentDispatcherRef:b,reconcilerVersion:"19.2.4"};if(typeof __REACT_DEVTOOLS_GLOBAL_HOOK__<"u"){var 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diff --git a/src/uipath/dev/server/static/assets/vendor-reactflow-mU21rT8r.js b/src/uipath/dev/server/static/assets/vendor-reactflow-BP_V7ttx.js
similarity index 99%
rename from src/uipath/dev/server/static/assets/vendor-reactflow-mU21rT8r.js
rename to src/uipath/dev/server/static/assets/vendor-reactflow-BP_V7ttx.js
index 38eb3a7..8b6ea14 100644
--- a/src/uipath/dev/server/static/assets/vendor-reactflow-mU21rT8r.js
+++ b/src/uipath/dev/server/static/assets/vendor-reactflow-BP_V7ttx.js
@@ -1,4 +1,4 @@
-import{r as io,g as ds,R as N,a as b}from"./vendor-react-BVoutfaX.js";function it(t){if(typeof t=="string"||typeof t=="number")return""+t;let e="";if(Array.isArray(t))for(let n=0,r;n<t.length;n++)(r=it(t[n]))!==""&&(e+=(e&&" ")+r);else for(let n in t)t[n]&&(e+=(e&&" ")+n);return e}var pn={exports:{}},mn={},yn={exports:{}},xn={};/**
+import{r as io,g as ds,W as N,a as b}from"./vendor-react-BN_uQvcy.js";function it(t){if(typeof t=="string"||typeof t=="number")return""+t;let e="";if(Array.isArray(t))for(let n=0,r;n<t.length;n++)(r=it(t[n]))!==""&&(e+=(e&&" ")+r);else for(let n in t)t[n]&&(e+=(e&&" ")+n);return e}var pn={exports:{}},mn={},yn={exports:{}},xn={};/**
  * @license React
  * use-sync-external-store-shim.production.js
  *
diff --git a/src/uipath/dev/server/static/index.html b/src/uipath/dev/server/static/index.html
index a81b0be..8de320e 100644
--- a/src/uipath/dev/server/static/index.html
+++ b/src/uipath/dev/server/static/index.html
@@ -5,11 +5,11 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <title>UiPath Developer Console</title>
     <link rel="icon" type="image/x-icon" href="/favicon.ico" />
-    <script type="module" crossorigin src="/assets/index-CQlfl4ed.js"></script>
-    <link rel="modulepreload" crossorigin href="/assets/vendor-react-BVoutfaX.js">
-    <link rel="modulepreload" crossorigin href="/assets/vendor-reactflow-mU21rT8r.js">
+    <script type="module" crossorigin src="/assets/index-Gpw0SLbu.js"></script>
+    <link rel="modulepreload" crossorigin href="/assets/vendor-react-BN_uQvcy.js">
+    <link rel="modulepreload" crossorigin href="/assets/vendor-reactflow-BP_V7ttx.js">
     <link rel="stylesheet" crossorigin href="/assets/vendor-reactflow-B5DZHykP.css">
-    <link rel="stylesheet" crossorigin href="/assets/index-BL2n_TWc.css">
+    <link rel="stylesheet" crossorigin href="/assets/index-BhpA3bEW.css">
   </head>
   <body>
     <div id="root"></div>

diff --git a/src/uipath/dev/server/watcher.py b/src/uipath/dev/server/watcher.py
index add381d..08f3115 100644
--- a/src/uipath/dev/server/watcher.py
+++ b/src/uipath/dev/server/watcher.py
@@ -1,4 +1,4 @@
-"""File watcher for Python source files."""
+"""File watcher for project source files."""
 
 from __future__ import annotations
 
@@ -6,23 +6,22 @@
 import logging
 from collections.abc import Callable
 
-from watchfiles import PythonFilter, awatch
+from watchfiles import DefaultFilter, awatch
 
 logger = logging.getLogger(__name__)
 
 
-async def watch_python_files(
+async def watch_project_files(
     on_change: Callable[[list[str]], None],
     stop_event: asyncio.Event,
 ) -> None:
-    """Watch for Python file changes in the current directory.
+    """Watch for file changes in the current directory.
 
-    Uses watchfiles which already ignores .venv, __pycache__, node_modules, .git.
-    PythonFilter restricts to .py / .pyx files only.
+    Uses DefaultFilter which ignores .git, __pycache__, node_modules, etc.
     """
     try:
         async for changes in awatch(
-            ".", watch_filter=PythonFilter(), stop_event=stop_event
+            ".", watch_filter=DefaultFilter(), stop_event=stop_event
         ):
             changed_files = [str(path) for _, path in changes]
             logger.debug("Detected file changes: %s", changed_files)
diff --git a/src/uipath/dev/server/ws/handler.py b/src/uipath/dev/server/ws/handler.py
index 08be1b3..4a7ef76 100644
--- a/src/uipath/dev/server/ws/handler.py
+++ b/src/uipath/dev/server/ws/handler.py
@@ -91,6 +91,31 @@ async def websocket_endpoint(websocket: WebSocket) -> None:
                     if run:
                         server.run_service.set_breakpoints(run, breakpoints)
 
+            elif command == ClientCommand.AGENT_MESSAGE.value:
+                text = payload.get("text", "")
+                model = payload.get("model", "")
+                session_id = payload.get("session_id") or None
+                skill_ids = payload.get("skill_ids") or None
+                if text and model:
+                    asyncio.create_task(
+                        server.agent_service.send_message(
+                            session_id, text, model, skill_ids=skill_ids
+                        )
+                    )
+
+            elif command == ClientCommand.AGENT_STOP.value:
+                session_id = payload.get("session_id", "")
+                if session_id:
+                    server.agent_service.stop_session(session_id)
+
+            elif command == ClientCommand.AGENT_TOOL_RESPONSE.value:
+                tool_call_id = payload.get("tool_call_id", "")
+                approved = payload.get("approved", False)
+                if tool_call_id:
+                    server.agent_service.resolve_tool_approval(
+                        tool_call_id, bool(approved)
+                    )
+
     except WebSocketDisconnect:
         manager.disconnect(websocket)
     except Exception:
diff --git a/src/uipath/dev/server/ws/manager.py b/src/uipath/dev/server/ws/manager.py
index 7751016..958fd20 100644
--- a/src/uipath/dev/server/ws/manager.py
+++ b/src/uipath/dev/server/ws/manager.py
@@ -15,6 +15,7 @@
     StateData,
     TraceData,
 )
+from uipath.dev.models.eval_data import EvalItemResult, EvalRunState
 from uipath.dev.models.execution import ExecutionRun
 from uipath.dev.server.serializers import (
     serialize_chat,
@@ -165,6 +166,141 @@ def broadcast_reload(self, changed_files: list[str]) -> None:
         for ws in self._connections:
             self._enqueue(ws, msg)
 
+    def broadcast_files_changed(self, changed_files: list[str]) -> None:
+        """Broadcast file changes for editor auto-refresh."""
+        msg = server_message(ServerEvent.FILES_CHANGED, {"files": changed_files})
+        for ws in self._connections:
+            self._enqueue(ws, msg)
+
+    def broadcast_eval_run_created(self, run: EvalRunState) -> None:
+        """Broadcast eval run created to all connected clients."""
+        msg = server_message(ServerEvent.EVAL_RUN_CREATED, run.to_summary())
+        for ws in self._connections:
+            self._enqueue(ws, msg)
+
+    def broadcast_eval_run_progress(
+        self,
+        run_id: str,
+        completed: int,
+        total: int,
+        item_result: EvalItemResult | None,
+    ) -> None:
+        """Broadcast eval run progress to all connected clients."""
+        payload: dict[str, Any] = {
+            "run_id": run_id,
+            "completed": completed,
+            "total": total,
+        }
+        if item_result is not None:
+            payload["item_result"] = {
+                "name": item_result.name,
+                "scores": item_result.scores,
+                "overall_score": item_result.overall_score,
+                "output": item_result.output,
+                "justifications": item_result.justifications,
+                "duration_ms": item_result.duration_ms,
+                "status": item_result.status,
+            }
+        msg = server_message(ServerEvent.EVAL_RUN_PROGRESS, payload)
+        for ws in self._connections:
+            self._enqueue(ws, msg)
+
+    def broadcast_eval_run_completed(self, run: EvalRunState) -> None:
+        """Broadcast eval run completed to all connected clients."""
+        msg = server_message(
+            ServerEvent.EVAL_RUN_COMPLETED,
+            {
+                "run_id": run.id,
+                "overall_score": run.overall_score,
+                "evaluator_scores": run.evaluator_scores,
+            },
+        )
+        for ws in self._connections:
+            self._enqueue(ws, msg)
+
+    def broadcast_agent_status(self, session_id: str, status: str) -> None:
+        """Broadcast agent status to all connected clients."""
+        msg = server_message(
+            ServerEvent.AGENT_STATUS, {"session_id": session_id, "status": status}
+        )
+        for ws in self._connections:
+            self._enqueue(ws, msg)
+
+    def broadcast_agent_text(self, session_id: str, content: str, done: bool) -> None:
+        """Broadcast agent text to all connected clients."""
+        msg = server_message(
+            ServerEvent.AGENT_TEXT,
+            {"session_id": session_id, "content": content, "done": done},
+        )
+        for ws in self._connections:
+            self._enqueue(ws, msg)
+
+    def broadcast_agent_plan(
+        self, session_id: str, items: list[dict[str, str]]
+    ) -> None:
+        """Broadcast agent plan to all connected clients."""
+        msg = server_message(
+            ServerEvent.AGENT_PLAN, {"session_id": session_id, "items": items}
+        )
+        for ws in self._connections:
+            self._enqueue(ws, msg)
+
+    def broadcast_agent_tool_use(
+        self, session_id: str, tool: str, args: dict[str, Any]
+    ) -> None:
+        """Broadcast agent tool use to all connected clients."""
+        msg = server_message(
+            ServerEvent.AGENT_TOOL_USE,
+            {"session_id": session_id, "tool": tool, "args": args},
+        )
+        for ws in self._connections:
+            self._enqueue(ws, msg)
+
+    def broadcast_agent_tool_result(
+        self, session_id: str, tool: str, result: str, is_error: bool
+    ) -> None:
+        """Broadcast agent tool result to all connected clients."""
+        msg = server_message(
+            ServerEvent.AGENT_TOOL_RESULT,
+            {
+                "session_id": session_id,
+                "tool": tool,
+                "result": result,
+                "is_error": is_error,
+            },
+        )
+        for ws in self._connections:
+            self._enqueue(ws, msg)
+
+    def broadcast_agent_tool_approval(
+        self,
+        session_id: str,
+        tool_call_id: str,
+        tool: str,
+        args: dict[str, Any],
+    ) -> None:
+        """Broadcast agent tool approval request to all connected clients."""
+        msg = server_message(
+            ServerEvent.AGENT_TOOL_APPROVAL,
+            {
+                "session_id": session_id,
+                "tool_call_id": tool_call_id,
+                "tool": tool,
+                "args": args,
+            },
+        )
+        for ws in self._connections:
+            self._enqueue(ws, msg)
+
+    def broadcast_agent_error(self, session_id: str, message: str) -> None:
+        """Broadcast agent error to all connected clients."""
+        msg = server_message(
+            ServerEvent.AGENT_ERROR,
+            {"session_id": session_id, "message": message},
+        )
+        for ws in self._connections:
+            self._enqueue(ws, msg)
+
     def _schedule_broadcast(self, run_id: str, message: dict[str, Any]) -> None:
         """Enqueue a message for all subscribers of a run."""
         subscribers = self._subscriptions.get(run_id)
diff --git a/src/uipath/dev/server/ws/protocol.py b/src/uipath/dev/server/ws/protocol.py
index 1cf4014..b5bd0f8 100644
--- a/src/uipath/dev/server/ws/protocol.py
+++ b/src/uipath/dev/server/ws/protocol.py
@@ -16,6 +16,17 @@ class ServerEvent(str, Enum):
     CHAT_INTERRUPT = "chat.interrupt"
     STATE = "state"
     RELOAD = "reload"
+    FILES_CHANGED = "files.changed"
+    EVAL_RUN_CREATED = "eval_run.created"
+    EVAL_RUN_PROGRESS = "eval_run.progress"
+    EVAL_RUN_COMPLETED = "eval_run.completed"
+    AGENT_STATUS = "agent.status"
+    AGENT_TEXT = "agent.text"
+    AGENT_PLAN = "agent.plan"
+    AGENT_TOOL_USE = "agent.tool_use"
+    AGENT_TOOL_RESULT = "agent.tool_result"
+    AGENT_TOOL_APPROVAL = "agent.tool_approval"
+    AGENT_ERROR = "agent.error"
 
 
 class ClientCommand(str, Enum):
@@ -29,6 +40,9 @@ class ClientCommand(str, Enum):
     DEBUG_CONTINUE = "debug.continue"
     DEBUG_STOP = "debug.stop"
     DEBUG_SET_BREAKPOINTS = "debug.set_breakpoints"
+    AGENT_MESSAGE = "agent.message"
+    AGENT_STOP = "agent.stop"
+    AGENT_TOOL_RESPONSE = "agent.tool_response"
 
 
 def server_message(event: ServerEvent, payload: dict[str, Any]) -> dict[str, Any]:
diff --git a/src/uipath/dev/services/agent_service.py b/src/uipath/dev/services/agent_service.py
new file mode 100644
index 0000000..4f20bc0
--- /dev/null
+++ b/src/uipath/dev/services/agent_service.py
@@ -0,0 +1,789 @@
+"""Coding agent service — native agent loop with UiPath OpenAI client + tools."""
+
+from __future__ import annotations
+
+import asyncio
+import fnmatch
+import json
+import logging
+import os
+import re
+import subprocess
+import uuid
+from collections.abc import Callable
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import Any
+
+from uipath.dev.services.skill_service import SkillService
+
+logger = logging.getLogger(__name__)
+
+MAX_ITERATIONS = 50
+MAX_OUTPUT_CHARS = 50_000
+MAX_FILE_CHARS = 100_000
+MAX_GLOB_RESULTS = 200
+MAX_GREP_MATCHES = 100
+BASH_TIMEOUT = 30
+TOOLS_REQUIRING_APPROVAL = {"write_file", "edit_file", "bash"}
+
+# ---------------------------------------------------------------------------
+# System prompt
+# ---------------------------------------------------------------------------
+
+SYSTEM_PROMPT = """\
+You are a senior Python developer specializing in UiPath coded agents and automations. \
+You help users build, debug, test, and improve Python agents using the UiPath SDK.
+
+## Core Principles
+
+### Read Before Writing
+- NEVER suggest code changes without first reading the relevant source files.
+- NEVER assume what code looks like — use `read_file`, `glob`, and `grep` to verify.
+- When asked about a function or class, read its implementation first. Do not guess signatures, return types, or behavior.
+- Before editing a file, always read it to understand context, imports, and conventions.
+
+### Evidence-Based Responses
+- Ground every suggestion in actual code you have read in the current session.
+- When explaining behavior, quote or reference specific lines from the codebase.
+- If you're unsure about something, search the code rather than speculating.
+- If you cannot find what you need, say so explicitly instead of making assumptions.
+
+### Surgical, Minimal Changes
+- Make the smallest change that solves the problem. Don't refactor adjacent code.
+- Match the existing code style — indentation, naming conventions, import patterns.
+- Only add imports, variables, or functions that your change requires.
+- Don't add error handling, type hints, or docstrings beyond what was asked.
+
+## Workflow
+
+1. **Plan first**: Call `update_plan` with your steps before doing anything else.
+2. **Explore**: Use `glob` and `grep` to find relevant files. Read them with `read_file`.
+3. **Implement**: Use `edit_file` for targeted changes, `write_file` only for new files.
+4. **Verify**: Read back edited files to confirm correctness. Run tests or linters via `bash` when appropriate.
+5. **Update progress**: Mark plan steps as "completed" as you go, add new steps if scope expands.
+6. **Summarize**: When done, briefly state what you changed and why.
+
+## Tools
+- `read_file` — Read file contents (always use before editing)
+- `write_file` — Create or overwrite a file
+- `edit_file` — Surgical string replacement (old_string must be unique)
+- `bash` — Execute a shell command (timeout: 30s)
+- `glob` — Find files matching a pattern (e.g. `**/*.py`)
+- `grep` — Search file contents with regex
+- `update_plan` — Create or update your task plan
+- `read_reference` — Read a reference doc from the active skill (when skills are active)
+"""
+
+# ---------------------------------------------------------------------------
+# Tool definitions (OpenAI function-calling format)
+# ---------------------------------------------------------------------------
+
+TOOLS: list[dict[str, Any]] = [
+    {
+        "type": "function",
+        "function": {
+            "name": "read_file",
+            "description": "Read the contents of a file at the given path.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "path": {
+                        "type": "string",
+                        "description": "Relative or absolute file path.",
+                    }
+                },
+                "required": ["path"],
+            },
+        },
+    },
+    {
+        "type": "function",
+        "function": {
+            "name": "write_file",
+            "description": "Create or overwrite a file with the given content.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "path": {
+                        "type": "string",
+                        "description": "Relative or absolute file path.",
+                    },
+                    "content": {
+                        "type": "string",
+                        "description": "The full file content to write.",
+                    },
+                },
+                "required": ["path", "content"],
+            },
+        },
+    },
+    {
+        "type": "function",
+        "function": {
+            "name": "edit_file",
+            "description": "Replace an exact string in a file with a new string. The old_string must appear exactly once.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "path": {
+                        "type": "string",
+                        "description": "Relative or absolute file path.",
+                    },
+                    "old_string": {
+                        "type": "string",
+                        "description": "The exact string to find and replace.",
+                    },
+                    "new_string": {
+                        "type": "string",
+                        "description": "The replacement string.",
+                    },
+                },
+                "required": ["path", "old_string", "new_string"],
+            },
+        },
+    },
+    {
+        "type": "function",
+        "function": {
+            "name": "bash",
+            "description": "Execute a shell command and return stdout/stderr. Timeout: 30s.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "command": {
+                        "type": "string",
+                        "description": "The shell command to execute.",
+                    }
+                },
+                "required": ["command"],
+            },
+        },
+    },
+    {
+        "type": "function",
+        "function": {
+            "name": "glob",
+            "description": "Find files matching a glob pattern. Returns up to 200 results.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "pattern": {
+                        "type": "string",
+                        "description": "Glob pattern, e.g. '**/*.py' or 'src/**/*.ts'.",
+                    },
+                    "path": {
+                        "type": "string",
+                        "description": "Directory to search in. Defaults to project root.",
+                    },
+                },
+                "required": ["pattern"],
+            },
+        },
+    },
+    {
+        "type": "function",
+        "function": {
+            "name": "grep",
+            "description": "Search file contents with a regex pattern. Returns up to 100 matches.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "pattern": {
+                        "type": "string",
+                        "description": "Regex pattern to search for.",
+                    },
+                    "path": {
+                        "type": "string",
+                        "description": "File or directory to search in. Defaults to project root.",
+                    },
+                    "include": {
+                        "type": "string",
+                        "description": "Glob filter for files, e.g. '*.py'.",
+                    },
+                },
+                "required": ["pattern"],
+            },
+        },
+    },
+    {
+        "type": "function",
+        "function": {
+            "name": "update_plan",
+            "description": "Update the task plan. Call this first to outline steps, then update as you complete them.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "plan": {
+                        "type": "string",
+                        "description": 'JSON array of plan items: [{"title": "...", "status": "pending|in_progress|completed"}]',
+                    }
+                },
+                "required": ["plan"],
+            },
+        },
+    },
+]
+
+READ_REFERENCE_TOOL: dict[str, Any] = {
+    "type": "function",
+    "function": {
+        "name": "read_reference",
+        "description": "Read a reference document from the skill's references directory.",
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "path": {
+                    "type": "string",
+                    "description": "Relative path within the references/ directory, e.g. 'authentication.md' or 'evaluations/best-practices.md'.",
+                },
+            },
+            "required": ["path"],
+        },
+    },
+}
+
+
+# ---------------------------------------------------------------------------
+# Session
+# ---------------------------------------------------------------------------
+
+
+@dataclass
+class AgentSession:
+    """In-memory state for one agent conversation."""
+
+    id: str = field(default_factory=lambda: str(uuid.uuid4()))
+    model: str = ""
+    skill_ids: list[str] = field(default_factory=list)
+    messages: list[dict[str, Any]] = field(default_factory=list)
+    plan: list[dict[str, str]] = field(default_factory=list)
+    status: str = "idle"
+    _cancel_event: asyncio.Event = field(default_factory=asyncio.Event)
+    _task: asyncio.Task[None] | None = field(default=None, repr=False)
+
+
+# ---------------------------------------------------------------------------
+# Path safety
+# ---------------------------------------------------------------------------
+
+_PROJECT_ROOT = Path.cwd().resolve()
+
+
+def _resolve_safe(path_str: str) -> Path:
+    """Resolve a path and ensure it stays within the project root."""
+    p = Path(path_str)
+    if not p.is_absolute():
+        p = _PROJECT_ROOT / p
+    resolved = p.resolve()
+    if not str(resolved).startswith(str(_PROJECT_ROOT)):
+        raise PermissionError(f"Path escapes project root: {path_str}")
+    return resolved
+
+
+# ---------------------------------------------------------------------------
+# Tool implementations
+# ---------------------------------------------------------------------------
+
+
+def _tool_read_file(args: dict[str, Any]) -> str:
+    path = _resolve_safe(args["path"])
+    if not path.is_file():
+        return f"Error: file not found: {args['path']}"
+    content = path.read_text(encoding="utf-8", errors="replace")
+    if len(content) > MAX_FILE_CHARS:
+        content = (
+            content[:MAX_FILE_CHARS] + f"\n... [truncated at {MAX_FILE_CHARS} chars]"
+        )
+    return content
+
+
+def _tool_write_file(args: dict[str, Any]) -> str:
+    path = _resolve_safe(args["path"])
+    path.parent.mkdir(parents=True, exist_ok=True)
+    path.write_text(args["content"], encoding="utf-8")
+    return f"File written: {args['path']} ({len(args['content'])} chars)"
+
+
+def _tool_edit_file(args: dict[str, Any]) -> str:
+    path = _resolve_safe(args["path"])
+    if not path.is_file():
+        return f"Error: file not found: {args['path']}"
+    content = path.read_text(encoding="utf-8")
+    old_string = args["old_string"]
+    new_string = args["new_string"]
+    count = content.count(old_string)
+    if count == 0:
+        return "Error: old_string not found in file"
+    if count > 1:
+        return f"Error: old_string found {count} times, must be unique"
+    content = content.replace(old_string, new_string, 1)
+    path.write_text(content, encoding="utf-8")
+    return "Edit applied successfully"
+
+
+def _tool_bash(args: dict[str, Any]) -> str:
+    command = args["command"]
+    try:
+        result = subprocess.run(
+            command,
+            shell=True,
+            capture_output=True,
+            text=True,
+            timeout=BASH_TIMEOUT,
+            cwd=str(_PROJECT_ROOT),
+        )
+        output = ""
+        if result.stdout:
+            output += result.stdout
+        if result.stderr:
+            output += ("\n" if output else "") + result.stderr
+        if result.returncode != 0:
+            output += f"\n[exit code: {result.returncode}]"
+        if not output:
+            output = "[no output]"
+        if len(output) > MAX_OUTPUT_CHARS:
+            output = (
+                output[:MAX_OUTPUT_CHARS]
+                + f"\n... [truncated at {MAX_OUTPUT_CHARS} chars]"
+            )
+        return output
+    except subprocess.TimeoutExpired:
+        return f"Error: command timed out after {BASH_TIMEOUT}s"
+    except Exception as e:
+        return f"Error: {e}"
+
+
+def _tool_glob(args: dict[str, Any]) -> str:
+    pattern = args["pattern"]
+    base = _resolve_safe(args.get("path", "."))
+    if not base.is_dir():
+        return f"Error: directory not found: {args.get('path', '.')}"
+    matches = sorted(base.glob(pattern))
+    # Filter to project root
+    matches = [m for m in matches if str(m.resolve()).startswith(str(_PROJECT_ROOT))]
+    if len(matches) > MAX_GLOB_RESULTS:
+        matches = matches[:MAX_GLOB_RESULTS]
+        truncated = True
+    else:
+        truncated = False
+    rel = [str(m.relative_to(_PROJECT_ROOT)) for m in matches]
+    result = "\n".join(rel) if rel else "No matches found"
+    if truncated:
+        result += f"\n... [truncated at {MAX_GLOB_RESULTS} results]"
+    return result
+
+
+def _tool_grep(args: dict[str, Any]) -> str:
+    pattern_str = args["pattern"]
+    base = _resolve_safe(args.get("path", "."))
+    include = args.get("include", None)
+    try:
+        regex = re.compile(pattern_str)
+    except re.error as e:
+        return f"Error: invalid regex: {e}"
+
+    matches: list[str] = []
+    files_to_search: list[Path] = []
+
+    if base.is_file():
+        files_to_search = [base]
+    elif base.is_dir():
+        for root, _dirs, filenames in os.walk(base):
+            # Skip hidden dirs and common non-code dirs
+            root_path = Path(root)
+            parts = root_path.relative_to(base).parts
+            if any(
+                p.startswith(".") or p in ("node_modules", "__pycache__", ".venv")
+                for p in parts
+            ):
+                continue
+            for fname in filenames:
+                if include and not fnmatch.fnmatch(fname, include):
+                    continue
+                files_to_search.append(root_path / fname)
+    else:
+        return f"Error: path not found: {args.get('path', '.')}"
+
+    for fpath in files_to_search:
+        if len(matches) >= MAX_GREP_MATCHES:
+            break
+        try:
+            text = fpath.read_text(encoding="utf-8", errors="replace")
+        except Exception:
+            continue
+        for i, line in enumerate(text.splitlines(), 1):
+            if regex.search(line):
+                rel = str(fpath.relative_to(_PROJECT_ROOT))
+                matches.append(f"{rel}:{i}: {line.rstrip()}")
+                if len(matches) >= MAX_GREP_MATCHES:
+                    break
+
+    result = "\n".join(matches) if matches else "No matches found"
+    if len(matches) >= MAX_GREP_MATCHES:
+        result += f"\n... [truncated at {MAX_GREP_MATCHES} matches]"
+    return result
+
+
+TOOL_HANDLERS: dict[str, Callable[[dict[str, Any]], str]] = {
+    "read_file": _tool_read_file,
+    "write_file": _tool_write_file,
+    "edit_file": _tool_edit_file,
+    "bash": _tool_bash,
+    "glob": _tool_glob,
+    "grep": _tool_grep,
+}
+
+
+# ---------------------------------------------------------------------------
+# Agent service
+# ---------------------------------------------------------------------------
+
+
+class AgentService:
+    """Manages agent sessions and runs the agent loop."""
+
+    def __init__(
+        self,
+        *,
+        skill_service: SkillService | None = None,
+        on_status: Callable[[str, str], None] | None = None,
+        on_text: Callable[[str, str, bool], None] | None = None,
+        on_plan: Callable[[str, list[dict[str, str]]], None] | None = None,
+        on_tool_use: Callable[[str, str, dict[str, Any]], None] | None = None,
+        on_tool_result: Callable[[str, str, str, bool], None] | None = None,
+        on_tool_approval: Callable[[str, str, str, dict[str, Any]], None] | None = None,
+        on_error: Callable[[str, str], None] | None = None,
+    ) -> None:
+        """Initialize the agent service with event callbacks."""
+        self._sessions: dict[str, AgentSession] = {}
+        self._skill_service = skill_service
+        self._on_status = on_status
+        self._on_text = on_text
+        self._on_plan = on_plan
+        self._on_tool_use = on_tool_use
+        self._on_tool_result = on_tool_result
+        self._on_tool_approval = on_tool_approval
+        self._on_error = on_error
+        self._pending_approvals: dict[str, asyncio.Event] = {}
+        self._approval_results: dict[str, bool] = {}
+
+    def _get_or_create_session(
+        self, session_id: str | None, model: str
+    ) -> AgentSession:
+        if session_id and session_id in self._sessions:
+            session = self._sessions[session_id]
+            if model:
+                session.model = model
+            return session
+        session = AgentSession(model=model)
+        self._sessions[session.id] = session
+        return session
+
+    async def send_message(
+        self,
+        session_id: str | None,
+        text: str,
+        model: str,
+        skill_ids: list[str] | None = None,
+    ) -> None:
+        """Handle an incoming user message — append and start agent loop."""
+        session = self._get_or_create_session(session_id, model)
+        if skill_ids is not None:
+            session.skill_ids = skill_ids
+
+        # If already running, ignore
+        if session.status == "thinking":
+            return
+
+        session.messages.append({"role": "user", "content": text})
+        session.status = "thinking"
+        session._cancel_event.clear()
+
+        if self._on_status:
+            self._on_status(session.id, "thinking")
+
+        session._task = asyncio.create_task(self._run_agent_loop(session))
+
+    def stop_session(self, session_id: str) -> None:
+        """Cancel a running agent session."""
+        session = self._sessions.get(session_id)
+        if session:
+            session._cancel_event.set()
+            if session._task and not session._task.done():
+                session._task.cancel()
+
+    def resolve_tool_approval(self, tool_call_id: str, approved: bool) -> None:
+        """Resolve a pending tool approval request."""
+        self._approval_results[tool_call_id] = approved
+        event = self._pending_approvals.get(tool_call_id)
+        if event:
+            event.set()
+
+    async def _run_agent_loop(self, session: AgentSession) -> None:
+        """Core agent loop: call LLM, handle tool calls, repeat."""
+        try:
+            client = self._create_client(session.model)
+
+            # Build system prompt (inject skill content for active skills)
+            system_prompt = SYSTEM_PROMPT
+            if session.skill_ids and self._skill_service:
+                for sid in session.skill_ids:
+                    try:
+                        skill_body = self._skill_service.get_skill_content(sid)
+                        system_prompt += f"\n\n## Active Skill: {sid}\n\n{skill_body}"
+                    except FileNotFoundError:
+                        pass
+
+            # Build tools list (add read_reference when any skill is active)
+            tools = list(TOOLS)
+            if session.skill_ids and self._skill_service:
+                tools.append(READ_REFERENCE_TOOL)
+
+            for _ in range(MAX_ITERATIONS):
+                if session._cancel_event.is_set():
+                    session.status = "done"
+                    if self._on_status:
+                        self._on_status(session.id, "done")
+                    return
+
+                # Build messages for LLM
+                llm_messages = [
+                    {"role": "system", "content": system_prompt},
+                    *session.messages,
+                ]
+
+                response = await client.chat.completions.create(
+                    model=session.model,
+                    messages=llm_messages,
+                    tools=tools,
+                    tool_choice="auto",
+                    max_completion_tokens=4096,
+                    temperature=0,
+                )
+
+                choice = response.choices[0]
+                message = choice.message
+                finish_reason = choice.finish_reason
+
+                # Build assistant message dict for conversation history
+                assistant_msg: dict[str, Any] = {
+                    "role": "assistant",
+                    "content": message.content or "",
+                }
+                if message.tool_calls:
+                    assistant_msg["tool_calls"] = [
+                        {
+                            "id": tc.id,
+                            "type": "function",
+                            "function": {
+                                "name": tc.function.name,
+                                "arguments": tc.function.arguments,
+                            },
+                        }
+                        for tc in message.tool_calls
+                    ]
+                session.messages.append(assistant_msg)
+
+                # If the model returned text with no tool calls, we're done
+                if finish_reason == "stop" or not message.tool_calls:
+                    content = message.content or ""
+                    if self._on_text:
+                        self._on_text(session.id, content, True)
+                    session.status = "done"
+                    if self._on_status:
+                        self._on_status(session.id, "done")
+                    return
+
+                # Execute tool calls
+                for tc in message.tool_calls:
+                    if session._cancel_event.is_set():
+                        session.status = "done"
+                        if self._on_status:
+                            self._on_status(session.id, "done")
+                        return
+
+                    tool_name = tc.function.name
+                    try:
+                        tool_args = json.loads(tc.function.arguments)
+                    except json.JSONDecodeError:
+                        tool_args = {}
+
+                    # Handle update_plan specially
+                    if tool_name == "update_plan":
+                        result = self._handle_update_plan(session, tool_args)
+                        is_error = False
+                    elif tool_name == "read_reference":
+                        result, is_error = self._handle_read_reference(
+                            session, tool_args
+                        )
+                        if self._on_tool_use:
+                            self._on_tool_use(session.id, tool_name, tool_args)
+                        if self._on_tool_result:
+                            self._on_tool_result(
+                                session.id, tool_name, result, is_error
+                            )
+                    else:
+                        if self._on_status:
+                            self._on_status(session.id, "executing")
+                        if self._on_tool_use:
+                            self._on_tool_use(session.id, tool_name, tool_args)
+
+                        # Approval gate for destructive tools
+                        if tool_name in TOOLS_REQUIRING_APPROVAL:
+                            approval_event = asyncio.Event()
+                            self._pending_approvals[tc.id] = approval_event
+                            if self._on_tool_approval:
+                                self._on_tool_approval(
+                                    session.id, tc.id, tool_name, tool_args
+                                )
+                            if self._on_status:
+                                self._on_status(session.id, "awaiting_approval")
+                            await approval_event.wait()
+                            approved = self._approval_results.pop(tc.id, False)
+                            self._pending_approvals.pop(tc.id, None)
+
+                            if session._cancel_event.is_set():
+                                session.status = "done"
+                                if self._on_status:
+                                    self._on_status(session.id, "done")
+                                return
+
+                            if not approved:
+                                result = "Tool execution denied by user"
+                                is_error = True
+                                if self._on_status:
+                                    self._on_status(session.id, "executing")
+                                if self._on_tool_result:
+                                    self._on_tool_result(
+                                        session.id, tool_name, result, is_error
+                                    )
+                                session.messages.append(
+                                    {
+                                        "role": "tool",
+                                        "tool_call_id": tc.id,
+                                        "content": result,
+                                    }
+                                )
+                                continue
+
+                            if self._on_status:
+                                self._on_status(session.id, "executing")
+
+                        handler = TOOL_HANDLERS.get(tool_name)
+                        if handler:
+                            try:
+                                result = await asyncio.get_event_loop().run_in_executor(
+                                    None, handler, tool_args
+                                )
+                                is_error = result.startswith("Error:")
+                            except Exception as e:
+                                result = f"Error: {e}"
+                                is_error = True
+                        else:
+                            result = f"Error: unknown tool '{tool_name}'"
+                            is_error = True
+
+                        if self._on_tool_result:
+                            self._on_tool_result(
+                                session.id, tool_name, result, is_error
+                            )
+
+                    # Append tool result to messages
+                    session.messages.append(
+                        {
+                            "role": "tool",
+                            "tool_call_id": tc.id,
+                            "content": result,
+                        }
+                    )
+
+                # After tools, set status back to thinking
+                if self._on_status:
+                    self._on_status(session.id, "thinking")
+
+            # Max iterations reached
+            if self._on_text:
+                self._on_text(
+                    session.id,
+                    "Reached maximum iterations. Stopping.",
+                    True,
+                )
+            session.status = "done"
+            if self._on_status:
+                self._on_status(session.id, "done")
+
+        except asyncio.CancelledError:
+            session.status = "done"
+            if self._on_status:
+                self._on_status(session.id, "done")
+        except Exception as e:
+            logger.exception("Agent loop error for session %s", session.id)
+            session.status = "error"
+            if self._on_error:
+                self._on_error(session.id, str(e))
+
+    def _handle_update_plan(self, session: AgentSession, args: dict[str, Any]) -> str:
+        raw = args.get("plan", "[]")
+        if isinstance(raw, list):
+            items = raw
+        else:
+            try:
+                items = json.loads(raw)
+                if not isinstance(items, list):
+                    return "Error: plan must be a JSON array"
+            except (json.JSONDecodeError, TypeError) as e:
+                return f"Error: invalid JSON: {e}"
+
+        session.plan = items
+        if self._on_plan:
+            self._on_plan(session.id, items)
+        return "Plan updated"
+
+    def _handle_read_reference(
+        self, session: AgentSession, args: dict[str, Any]
+    ) -> tuple[str, bool]:
+        """Read a reference file using the base from active skills."""
+        ref_path = args.get("path", "")
+        if not ref_path or not self._skill_service or not session.skill_ids:
+            return "Error: no active skills or missing path", True
+        # Derive base from first active skill (e.g. "uipath/authentication" -> "uipath")
+        base_skill_id = session.skill_ids[0]
+        try:
+            content = self._skill_service.get_reference(base_skill_id, ref_path)
+            if len(content) > MAX_FILE_CHARS:
+                content = (
+                    content[:MAX_FILE_CHARS]
+                    + f"\n... [truncated at {MAX_FILE_CHARS} chars]"
+                )
+            return content, False
+        except (FileNotFoundError, PermissionError) as e:
+            return f"Error: {e}", True
+
+    @staticmethod
+    def _create_client(model_name: str) -> Any:
+        """Create an AsyncOpenAI client pointed at UiPath's passthrough endpoint."""
+        from openai import AsyncOpenAI
+
+        base_url = os.environ.get("UIPATH_URL", "")
+        access_token = os.environ.get("UIPATH_ACCESS_TOKEN", "")
+        if not base_url or not access_token:
+            raise RuntimeError(
+                "Not authenticated — UIPATH_URL or UIPATH_ACCESS_TOKEN not set"
+            )
+
+        # Passthrough endpoint: {base}/agenthub_/llm/openai/deployments/{model}
+        # OpenAI client appends /chat/completions automatically
+        gateway_base = (
+            f"{base_url.rstrip('/')}/agenthub_/llm/openai/deployments/{model_name}"
+        )
+
+        return AsyncOpenAI(
+            api_key=access_token,
+            base_url=gateway_base,
+            default_query={"api-version": "2025-03-01-preview"},
+            default_headers={
+                "X-UiPath-LlmGateway-RequestingProduct": "AgentsPlayground",
+                "X-UiPath-LlmGateway-RequestingFeature": "uipath-dev",
+            },
+        )
diff --git a/src/uipath/dev/services/eval_service.py b/src/uipath/dev/services/eval_service.py
new file mode 100644
index 0000000..6668851
--- /dev/null
+++ b/src/uipath/dev/services/eval_service.py
@@ -0,0 +1,459 @@
+"""Evaluation service — discovers eval sets, executes runs, reports progress."""
+
+from __future__ import annotations
+
+import asyncio
+import json
+import logging
+import uuid
+from collections.abc import Callable
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any
+
+from opentelemetry.sdk.trace import ReadableSpan
+from opentelemetry.trace import StatusCode
+from uipath.core.events import EventBus
+from uipath.core.tracing import UiPathTraceManager
+from uipath.eval.helpers import EvalHelpers
+from uipath.eval.runtime import UiPathEvalContext, evaluate
+from uipath.eval.runtime.events import (
+    EvalRunCreatedEvent,
+    EvalRunUpdatedEvent,
+    EvalSetRunUpdatedEvent,
+    EvaluationEvents,
+)
+from uipath.runtime import UiPathRuntimeFactoryProtocol
+
+from uipath.dev.models.eval_data import EvalItemResult, EvalRunState, EvalSetInfo
+
+logger = logging.getLogger(__name__)
+
+
+def _convert_span(span: ReadableSpan) -> dict[str, Any]:
+    """Convert an OpenTelemetry ReadableSpan to a serializable dict."""
+    start_time = span.start_time / 1_000_000_000 if span.start_time is not None else 0
+    end_time = span.end_time / 1_000_000_000 if span.end_time is not None else None
+    duration_ms = (end_time - start_time) * 1000 if end_time else None
+
+    if span.status.status_code == StatusCode.ERROR:
+        status = "failed"
+    elif end_time:
+        status = "completed"
+    else:
+        status = "running"
+
+    span_context = span.get_span_context()
+    span_id = f"{span_context.span_id:016x}"
+    trace_id = f"{span_context.trace_id:032x}"
+
+    parent_span_id = None
+    if hasattr(span, "parent") and span.parent:
+        parent_span_id = f"{span.parent.span_id:016x}"
+
+    return {
+        "span_name": span.name,
+        "span_id": span_id,
+        "parent_span_id": parent_span_id,
+        "trace_id": trace_id,
+        "status": status,
+        "duration_ms": duration_ms,
+        "timestamp": datetime.fromtimestamp(start_time, tz=timezone.utc).isoformat(),
+        "attributes": dict(span.attributes) if span.attributes else {},
+    }
+
+
+class EvalService:
+    """Discovers evaluation sets and executes eval runs."""
+
+    def __init__(
+        self,
+        *,
+        runtime_factory: UiPathRuntimeFactoryProtocol,
+        trace_manager: UiPathTraceManager,
+        on_eval_run_created: Callable[[EvalRunState], None] | None = None,
+        on_eval_run_progress: Callable[[str, int, int, EvalItemResult | None], None]
+        | None = None,
+        on_eval_run_completed: Callable[[EvalRunState], None] | None = None,
+    ) -> None:
+        """Initialize the eval service."""
+        self.runtime_factory = runtime_factory
+        self.trace_manager = trace_manager
+        self._eval_sets: dict[str, dict[str, Any]] = {}
+        self._eval_set_paths: dict[str, str] = {}
+        self._eval_runs: dict[str, EvalRunState] = {}
+        self._on_eval_run_created = on_eval_run_created
+        self._on_eval_run_progress = on_eval_run_progress
+        self._on_eval_run_completed = on_eval_run_completed
+
+    # ------------------------------------------------------------------
+    # Creation
+    # ------------------------------------------------------------------
+
+    def create_eval_set(self, name: str, evaluator_refs: list[str]) -> EvalSetInfo:
+        """Create a new eval set JSON file on disk and update internal cache."""
+        slug = name.lower().replace(" ", "-")
+        evals_dir = Path.cwd() / "evaluations" / "eval-sets"
+        evals_dir.mkdir(parents=True, exist_ok=True)
+
+        filepath = evals_dir / f"{slug}.json"
+        if filepath.exists():
+            raise FileExistsError(f"Eval set '{slug}' already exists")
+
+        data: dict[str, Any] = {
+            "id": slug,
+            "name": name,
+            "version": "1.0",
+            "evaluatorRefs": evaluator_refs,
+            "evaluations": [],
+        }
+        filepath.write_text(json.dumps(data, indent=2), encoding="utf-8")
+
+        self._eval_sets[slug] = data
+        self._eval_set_paths[slug] = str(filepath)
+
+        return EvalSetInfo(
+            id=slug,
+            name=name,
+            eval_count=0,
+            evaluator_ids=evaluator_refs,
+        )
+
+    def update_eval_set_evaluators(
+        self, set_id: str, evaluator_refs: list[str]
+    ) -> dict[str, Any]:
+        """Update the evaluators for an eval set and sync item criterias."""
+        if set_id not in self._eval_sets:
+            self.discover_eval_sets()
+
+        raw = self._eval_sets.get(set_id)
+        if raw is None:
+            raise KeyError(f"Eval set '{set_id}' not found")
+
+        old_refs = set(raw.get("evaluatorRefs", raw.get("evaluator_refs", [])))
+        new_refs = set(evaluator_refs)
+        added = new_refs - old_refs
+        removed = old_refs - new_refs
+
+        raw["evaluatorRefs"] = evaluator_refs
+
+        for item in raw.get("evaluations", []):
+            criterias = item.setdefault("evaluationCriterias", {})
+            for ev_id in added:
+                if ev_id not in criterias:
+                    criterias[ev_id] = {}
+            for ev_id in removed:
+                criterias.pop(ev_id, None)
+
+        filepath = Path(self._eval_set_paths[set_id])
+        filepath.write_text(json.dumps(raw, indent=2), encoding="utf-8")
+
+        return self.get_eval_set_detail(set_id)  # type: ignore[return-value]
+
+    # ------------------------------------------------------------------
+    # Discovery
+    # ------------------------------------------------------------------
+
+    def discover_eval_sets(self) -> list[EvalSetInfo]:
+        """Scan the evaluations/ directory for JSON eval set files."""
+        evals_dir = Path.cwd() / "evaluations" / "eval-sets"
+        self._eval_sets.clear()
+        self._eval_set_paths.clear()
+
+        if not evals_dir.is_dir():
+            return []
+
+        results: list[EvalSetInfo] = []
+        for json_file in sorted(evals_dir.glob("*.json")):
+            try:
+                raw = json.loads(json_file.read_text(encoding="utf-8"))
+                set_id = json_file.stem
+                name = raw.get("name", set_id)
+                items = raw.get("evaluations", [])
+
+                # Extract evaluator refs
+                evaluator_ids = raw.get("evaluatorRefs", raw.get("evaluator_refs", []))
+
+                self._eval_sets[set_id] = raw
+                self._eval_set_paths[set_id] = str(json_file)
+                results.append(
+                    EvalSetInfo(
+                        id=set_id,
+                        name=name,
+                        eval_count=len(items),
+                        evaluator_ids=evaluator_ids,
+                    )
+                )
+            except Exception:
+                logger.warning("Failed to parse eval set: %s", json_file, exc_info=True)
+
+        return results
+
+    @staticmethod
+    def _build_item(
+        item: dict[str, Any], index: int, evaluator_ids: list[str]
+    ) -> dict[str, Any]:
+        """Build a single eval item dict from raw JSON."""
+        criterias = item.get("evaluationCriterias", {})
+
+        # Extract expected_output: item-level first, then first evaluator criteria
+        expected_output = item.get("expectedOutput", item.get("expected_output", None))
+        if expected_output is None:
+            for ev_criteria in criterias.values():
+                if isinstance(ev_criteria, dict) and "expectedOutput" in ev_criteria:
+                    expected_output = ev_criteria["expectedOutput"]
+                    break
+
+        return {
+            "name": item.get("name", f"item-{index}"),
+            "inputs": item.get("inputs", item.get("input", {})),
+            "expected_behavior": item.get(
+                "expected_behavior",
+                item.get("expectedBehavior", ""),
+            ),
+            "expected_output": expected_output,
+            "simulation_instructions": item.get(
+                "simulationInstructions",
+                item.get("simulation_instructions", ""),
+            ),
+            "evaluation_criterias": criterias,
+            "evaluator_ids": item.get("evaluator_ids", evaluator_ids),
+        }
+
+    def add_eval_item(
+        self,
+        set_id: str,
+        name: str,
+        inputs: dict[str, Any],
+        expected_output: Any,
+        *,
+        evaluation_criterias: dict[str, dict[str, Any]] | None = None,
+    ) -> dict[str, Any]:
+        """Append a new item to an eval set and persist to disk."""
+        if set_id not in self._eval_sets:
+            self.discover_eval_sets()
+
+        raw = self._eval_sets.get(set_id)
+        if raw is None:
+            raise KeyError(f"Eval set '{set_id}' not found")
+
+        evaluator_ids = raw.get("evaluatorRefs", raw.get("evaluator_refs", []))
+        criterias: dict[str, Any] = {}
+        if evaluation_criterias is not None:
+            # Use per-evaluator criteria as provided by the frontend
+            criterias = evaluation_criterias
+        elif expected_output is not None:
+            # Backward compat: set expectedOutput on all evaluators
+            for ev_id in evaluator_ids:
+                criterias[ev_id] = {"expectedOutput": expected_output}
+
+        item: dict[str, Any] = {
+            "id": str(uuid.uuid4()),
+            "name": name,
+            "inputs": inputs,
+            "evaluationCriterias": criterias,
+        }
+        raw.setdefault("evaluations", []).append(item)
+
+        filepath = Path(self._eval_set_paths[set_id])
+        filepath.write_text(json.dumps(raw, indent=2), encoding="utf-8")
+
+        evaluator_ids = raw.get("evaluatorRefs", raw.get("evaluator_refs", []))
+        index = len(raw["evaluations"]) - 1
+        return self._build_item(item, index, evaluator_ids)
+
+    def delete_eval_item(self, set_id: str, item_name: str) -> None:
+        """Remove an item by name from an eval set and persist to disk."""
+        if set_id not in self._eval_sets:
+            self.discover_eval_sets()
+
+        raw = self._eval_sets.get(set_id)
+        if raw is None:
+            raise KeyError(f"Eval set '{set_id}' not found")
+
+        evaluations = raw.get("evaluations", [])
+        for i, item in enumerate(evaluations):
+            if item.get("name") == item_name:
+                evaluations.pop(i)
+                break
+        else:
+            raise KeyError(f"Item '{item_name}' not found in eval set '{set_id}'")
+
+        filepath = Path(self._eval_set_paths[set_id])
+        filepath.write_text(json.dumps(raw, indent=2), encoding="utf-8")
+
+    def get_eval_set_detail(self, set_id: str) -> dict[str, Any] | None:
+        """Get full eval set data including items."""
+        if set_id not in self._eval_sets:
+            self.discover_eval_sets()
+
+        raw = self._eval_sets.get(set_id)
+        if raw is None:
+            return None
+
+        items = raw.get("evaluations", [])
+        evaluator_ids = raw.get("evaluatorRefs", raw.get("evaluator_refs", []))
+
+        return {
+            "id": set_id,
+            "name": raw.get("name", set_id),
+            "eval_count": len(items),
+            "evaluator_ids": evaluator_ids,
+            "items": [
+                self._build_item(item, i, evaluator_ids) for i, item in enumerate(items)
+            ],
+        }
+
+    # ------------------------------------------------------------------
+    # Execution
+    # ------------------------------------------------------------------
+
+    def get_eval_run(self, run_id: str) -> EvalRunState | None:
+        """Get an eval run by ID."""
+        return self._eval_runs.get(run_id)
+
+    def list_eval_runs(self) -> list[EvalRunState]:
+        """List all eval runs."""
+        return list(self._eval_runs.values())
+
+    async def start_eval_run(self, eval_set_id: str) -> EvalRunState | None:
+        """Start an eval run for the given eval set."""
+        detail = self.get_eval_set_detail(eval_set_id)
+        if detail is None:
+            return None
+
+        run = EvalRunState(
+            eval_set_id=eval_set_id,
+            eval_set_name=detail["name"],
+            progress_total=len(detail["items"]),
+        )
+        # Pre-populate pending results
+        for item in detail["items"]:
+            run.results.append(
+                EvalItemResult(
+                    name=item["name"],
+                    inputs=item.get("inputs", {}),
+                    expected_output=item.get("expected_output"),
+                    status="pending",
+                )
+            )
+
+        self._eval_runs[run.id] = run
+
+        if self._on_eval_run_created:
+            self._on_eval_run_created(run)
+
+        # Execute in background
+        asyncio.create_task(self._execute_eval_run(run))
+
+        return run
+
+    async def _execute_eval_run(self, run: EvalRunState) -> None:
+        """Execute eval run using uipath.eval.runtime.evaluate()."""
+        run.start()
+
+        try:
+            eval_set_path = self._eval_set_paths.get(run.eval_set_id)
+            if eval_set_path is None:
+                raise ValueError(f"Eval set path not found for {run.eval_set_id}")
+
+            # Load eval set and evaluators using EvalHelpers
+            eval_set, resolved_path = EvalHelpers.load_eval_set(eval_set_path)
+            evaluators = await EvalHelpers.load_evaluators(resolved_path, eval_set)
+
+            # Get runtime schema from factory
+            entrypoint = self.runtime_factory.discover_entrypoints()[0]
+            runtime = await self.runtime_factory.new_runtime(
+                entrypoint, str(uuid.uuid4())
+            )
+            runtime_schema = await runtime.get_schema()
+
+            # Build context
+            context = UiPathEvalContext()
+            context.runtime_schema = runtime_schema
+            context.evaluation_set = eval_set
+            context.evaluators = evaluators
+            context.execution_id = run.id
+            context.entrypoint = entrypoint
+
+            # Create event bus and subscribe for progress
+            event_bus = EventBus()
+            item_index = 0
+
+            async def on_eval_run_created(event: EvalRunCreatedEvent) -> None:
+                logger.debug("Eval item created: %s", event.eval_item.name)
+
+            async def on_eval_run_updated(
+                event: EvalRunUpdatedEvent,
+            ) -> None:
+                nonlocal item_index
+                idx = item_index
+                item_index += 1
+
+                item_result = run.results[idx] if idx < len(run.results) else None
+                if item_result is None:
+                    return
+
+                item_result.status = "completed" if event.success else "failed"
+
+                if not event.success and event.exception_details:
+                    item_result.error = str(event.exception_details.exception)
+
+                # Map eval results to scores
+                for er in event.eval_results:
+                    ev_id = er.evaluator_id
+                    item_result.scores[ev_id] = (
+                        float(er.result.score) if er.result.score is not None else 0.0
+                    )
+                    if er.result.details:
+                        item_result.justifications[ev_id] = str(er.result.details)
+
+                if item_result.scores:
+                    item_result.overall_score = sum(item_result.scores.values()) / len(
+                        item_result.scores
+                    )
+
+                agent_out = event.agent_output
+                if isinstance(agent_out, Exception):
+                    item_result.output = str(agent_out)
+                else:
+                    item_result.output = agent_out
+                item_result.duration_ms = event.agent_execution_time * 1000
+                item_result.traces = [_convert_span(s) for s in event.spans]
+
+                run.progress_completed = idx + 1
+                if self._on_eval_run_progress:
+                    self._on_eval_run_progress(
+                        run.id,
+                        run.progress_completed,
+                        run.progress_total,
+                        item_result,
+                    )
+
+            async def on_eval_set_run_updated(
+                event: EvalSetRunUpdatedEvent,
+            ) -> None:
+                run.evaluator_scores = event.evaluator_scores
+
+            event_bus.subscribe(EvaluationEvents.CREATE_EVAL_RUN, on_eval_run_created)
+            event_bus.subscribe(EvaluationEvents.UPDATE_EVAL_RUN, on_eval_run_updated)
+            event_bus.subscribe(
+                EvaluationEvents.UPDATE_EVAL_SET_RUN,
+                on_eval_set_run_updated,
+            )
+
+            # Run the evaluation
+            await evaluate(
+                runtime_factory=self.runtime_factory,
+                trace_manager=self.trace_manager,
+                eval_context=context,
+                event_bus=event_bus,
+            )
+
+            run.complete()
+        except Exception:
+            logger.exception("Eval run %s failed", run.id)
+            run.fail()
+
+        if self._on_eval_run_completed:
+            self._on_eval_run_completed(run)
diff --git a/src/uipath/dev/services/run_service.py b/src/uipath/dev/services/run_service.py
index 261ffb9..7f79a3f 100644
--- a/src/uipath/dev/services/run_service.py
+++ b/src/uipath/dev/services/run_service.py
@@ -286,19 +286,28 @@ async def execute(self, run: ExecutionRun) -> None:
                     run.status = "suspended"
                 elif result.status == UiPathRuntimeStatus.FAULTED.value:
                     run.status = "failed"
-                    run.error = result.error
-                    err = result.error
+                    if isinstance(result.error, UiPathErrorContract):
+                        run.error = result.error
+                    else:
+                        run.error = UiPathErrorContract(
+                            code="Unknown",
+                            title=str(result.error)
+                            if result.error
+                            else "Unknown error",
+                            detail="",
+                        )
+                    err = run.error
                     error_state = StateData(
                         run_id=run.id,
                         node_name="__error__",
                         payload={
                             "status": "failed",
-                            "code": err.code if err else "Unknown",
-                            "title": err.title if err else "Unknown error",
-                            "detail": err.detail if err else "",
+                            "code": err.code,
+                            "title": err.title,
+                            "detail": err.detail,
                             "category": err.category.value
-                            if err and hasattr(err.category, "value")
-                            else "Unknown",
+                            if hasattr(err.category, "value")
+                            else str(err.category),
                         },
                     )
                     run.states.append(error_state)
@@ -311,15 +320,21 @@ async def execute(self, run: ExecutionRun) -> None:
                     run.output_data = {}
                 elif isinstance(result.output, BaseModel):
                     run.output_data = result.output.model_dump()
-                else:
+                elif isinstance(result.output, (dict, list, str, int, float, bool)):
                     run.output_data = result.output
+                else:
+                    run.output_data = {"result": str(result.output)}
 
                 if run.output_data:
                     self._add_info_log(run, f"Execution result: {run.output_data}")
 
             if run.status == "failed":
-                err = run.error
-                detail = f"{err.title}: {err.detail}" if err else "Unknown error"
+                failed_err = run.error
+                detail = (
+                    f"{failed_err.title}: {failed_err.detail}"
+                    if failed_err
+                    else "Unknown error"
+                )
                 self._add_error_log(run, detail)
             else:
                 self._add_info_log(run, "✅ Execution completed successfully")
diff --git a/src/uipath/dev/services/skill_service.py b/src/uipath/dev/services/skill_service.py
new file mode 100644
index 0000000..adf0728
--- /dev/null
+++ b/src/uipath/dev/services/skill_service.py
@@ -0,0 +1,112 @@
+"""Skill discovery and loading service."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from pathlib import Path
+
+SKILLS_DIR = Path(__file__).parent.parent / "skills"
+
+
+@dataclass
+class SkillInfo:
+    """Metadata for a discovered skill."""
+
+    id: str
+    name: str
+    description: str
+    path: Path
+
+
+class SkillService:
+    """Discovers and loads built-in skills from the package."""
+
+    def __init__(self) -> None:
+        """Initialize the skill service."""
+        self._skills_dir = SKILLS_DIR
+
+    def list_skills(self) -> list[SkillInfo]:
+        """Return one SkillInfo per reference file across all skill directories."""
+        skills: list[SkillInfo] = []
+        if not self._skills_dir.is_dir():
+            return skills
+
+        for child in sorted(self._skills_dir.iterdir()):
+            if not child.is_dir():
+                continue
+            refs_dir = child / "references"
+            if not refs_dir.is_dir():
+                continue
+            for md_file in sorted(refs_dir.rglob("*.md")):
+                # Skip index/README files
+                if md_file.stem.lower() in ("index", "readme"):
+                    continue
+                rel = md_file.relative_to(refs_dir)
+                # ID: "uipath/authentication" or "uipath/evaluations/best-practices"
+                skill_id = f"{child.name}/{rel.with_suffix('')}"
+                # Human name from first # heading or filename
+                name = self._extract_title(md_file) or rel.stem
+                # Description from second line or first paragraph
+                description = self._extract_description(md_file)
+                skills.append(
+                    SkillInfo(
+                        id=skill_id, name=name, description=description, path=md_file
+                    )
+                )
+        return skills
+
+    def get_skill_content(self, skill_id: str) -> str:
+        """Return the content of a skill (reference file)."""
+        path = self._resolve_skill_file(skill_id)
+        if not path.is_file():
+            raise FileNotFoundError(f"Skill not found: {skill_id}")
+        return path.read_text(encoding="utf-8")
+
+    def get_reference(self, skill_id: str, ref_path: str) -> str:
+        """Read a reference file relative to the skill's parent references dir."""
+        # Skill ID is like "uipath/authentication" — base dir is "uipath"
+        base_name = skill_id.split("/", 1)[0]
+        if ".." in base_name or "/" in base_name or "\\" in base_name:
+            raise PermissionError(f"Invalid skill ID: {skill_id}")
+        refs_dir = (self._skills_dir / base_name / "references").resolve()
+        ref = (refs_dir / ref_path).resolve()
+        if not str(ref).startswith(str(refs_dir)):
+            raise PermissionError(f"Path escapes references directory: {ref_path}")
+        if not ref.is_file():
+            raise FileNotFoundError(f"Reference not found: {ref_path}")
+        return ref.read_text(encoding="utf-8")
+
+    def _resolve_skill_file(self, skill_id: str) -> Path:
+        """Resolve a skill ID like 'uipath/authentication' to its file path."""
+        if ".." in skill_id:
+            raise PermissionError(f"Invalid skill ID: {skill_id}")
+        parts = skill_id.split("/", 1)
+        if len(parts) != 2:
+            raise FileNotFoundError(f"Invalid skill ID format: {skill_id}")
+        base_name, ref_rel = parts
+        return self._skills_dir / base_name / "references" / f"{ref_rel}.md"
+
+    @staticmethod
+    def _extract_title(path: Path) -> str:
+        """Extract the first # heading from a markdown file."""
+        try:
+            for line in path.read_text(encoding="utf-8").splitlines():
+                stripped = line.strip()
+                if stripped.startswith("# ") and not stripped.startswith("##"):
+                    return stripped[2:].strip()
+        except Exception:
+            pass
+        return ""
+
+    @staticmethod
+    def _extract_description(path: Path) -> str:
+        """Extract a short description from the first non-heading paragraph."""
+        try:
+            lines = path.read_text(encoding="utf-8").splitlines()
+            for line in lines[1:]:
+                stripped = line.strip()
+                if stripped and not stripped.startswith("#"):
+                    return stripped[:120]
+        except Exception:
+            pass
+        return ""
diff --git a/src/uipath/dev/skills/uipath/SKILL.md b/src/uipath/dev/skills/uipath/SKILL.md
new file mode 100644
index 0000000..a051e9e
--- /dev/null
+++ b/src/uipath/dev/skills/uipath/SKILL.md
@@ -0,0 +1,173 @@
+---
+description: UiPath Coded Agents assistant - Create, run, and evaluate coded agents
+allowed-tools: Bash, Read, Write, Glob, Grep
+---
+
+# UiPath Coded Agents Assistant
+
+Welcome to the UiPath Coded Agents Assistant! This comprehensive guide helps you create, run, and evaluate UiPath coded agents using the UiPath Python SDK.
+
+## Overview
+
+The UiPath Coded Agents enables you to build intelligent automation agents with:
+- **Type-safe agent definitions** using Pydantic models
+- **Automatic tracing** for monitoring and debugging
+- **Comprehensive testing** through evaluations
+- **Cloud integration** with UiPath Orchestrator
+
+## Documentation
+
+### Getting Started
+
+Begin your agent development journey with these foundational topics:
+
+- **[Authentication](references/authentication.md)** - Authenticate with UiPath
+  - Interactive OAuth authentication
+  - Unattended client credentials flow
+  - Environment configuration
+  - Network settings
+
+### Building Agents
+
+Develop new agents with monitoring and observability built-in:
+
+- **[Creating Agents](references/creating-agents.md)** - Build new agents
+  - Project setup with pyproject.toml
+  - Schema definition with Pydantic models
+  - Agent implementation
+  - Entry point generation
+
+- **[Tracing](references/tracing.md)** - Add monitoring and debugging
+  - Basic tracing with `@traced()` decorator
+  - Custom span names and run types
+  - Data protection and privacy
+  - Integration patterns
+  - Common use cases
+  - Viewing traces in Orchestrator
+
+### Running Agents
+
+Execute and test your agents:
+
+- **[Running Agents](references/running-agents.md)** - Execute your agents
+  - Agent discovery and selection
+  - Interactive input collection
+  - Execution and result display
+  - Error handling
+
+### Testing & Evaluation
+
+Ensure your agents work correctly with evaluations:
+
+- **[Evaluations](references/evaluations.md)** - Create and run evaluations
+  - Output-based evaluators for result validation
+  - Trajectory-based evaluators for execution flow analysis
+  - Test case organization
+  - Mocking external dependencies
+
+- **[Creating Evaluations](references/evaluations/creating-evaluations.md)** - Design test cases
+  - Define evaluation scenarios
+  - Collect test inputs and expected outputs
+  - Organize by scenario type
+  - Schema validation
+
+- **[Evaluators Guide](references/evaluations/evaluators/README.md)** - Understand evaluator types
+  - Output-based evaluators (ExactMatch, JsonSimilarity, LLMJudgeOutput, Contains)
+  - Trajectory-based evaluators (Trajectory)
+  - Custom evaluators
+  - Evaluator selection guide
+
+- **[Evaluation Sets](references/evaluations/evaluation-sets.md)** - Structure your tests
+  - Evaluation set file format
+  - Test case schema
+  - Mocking strategies
+  - Complete examples
+
+- **[Running Evaluations](references/evaluations/running-evaluations.md)** - Execute and analyze
+  - Running test suites
+  - Understanding results
+  - Performance analysis
+  - Troubleshooting
+
+- **[Best Practices](references/evaluations/best-practices.md)** - Evaluation patterns
+  - Best practices for evaluation design
+  - Common patterns by agent type:
+    - Calculator/Deterministic agents
+    - Natural language agents
+    - Multi-step orchestration agents
+    - API integration agents
+  - Test organization strategies
+  - Performance optimization
+
+## Quick Patterns
+
+### Calculator/Deterministic Agents
+Use ExactMatch evaluators for agents that produce deterministic outputs.
+See [Best Practices - Calculator Pattern](references/evaluations/best-practices.md#pattern-1-calculatordeterministic-agents)
+
+### Natural Language Agents
+Combine LLMJudge and Contains evaluators for semantic validation.
+See [Best Practices - Natural Language Pattern](references/evaluations/best-practices.md#pattern-2-natural-language-agents)
+
+### Multi-Step Orchestration Agents
+Use Trajectory and JsonSimilarity evaluators for multi-tool workflows.
+See [Best Practices - Orchestration Pattern](references/evaluations/best-practices.md#pattern-3-multi-step-orchestration-agents)
+
+### API Integration Agents
+Mix JsonSimilarity and ExactMatch for API response validation.
+See [Best Practices - API Integration Pattern](references/evaluations/best-practices.md#pattern-4-api-integration-agents)
+
+## Coded Agents Features
+
+- **Type Safety**: Pydantic models ensure type-safe agent definitions
+- **Automatic Tracing**: Monitor agent execution with `@traced()` decorator
+- **Schema-Driven**: JSON schemas automatically generated from Pydantic models
+- **Cloud Integration**: Seamless integration with UiPath Cloud Platform
+- **Evaluation Framework**: Comprehensive testing with multiple evaluator types
+- **Privacy**: Data redaction and sensitive field hiding
+
+## Key Concepts
+
+### Agents
+Agents are reusable automation components that:
+- Have well-defined input and output schemas
+- Execute in the UiPath cloud or on-premise
+- Are monitored and traced automatically
+- Can be tested with evaluations
+
+### Evaluators
+Evaluators validate agent behavior:
+- **Output-Based**: Validate what the agent returns
+- **Trajectory-Based**: Validate how the agent executes
+- **Custom**: Implement domain-specific logic
+
+### Evaluations
+Evaluations are test suites that:
+- Define test cases with inputs and expected outputs
+- Use evaluators to score agent performance
+- Support mocking external dependencies
+- Track performance metrics
+
+## Resources
+
+- **UiPath Python SDK Documentation**: https://uipath.github.io/uipath-python/
+- **UiPath Platform**: https://www.uipath.com/
+- **Community**: Get help and share feedback with the UiPath community
+
+## Next Steps
+
+1. **Getting started?**
+   - See [Authentication](references/authentication.md) for setup instructions
+
+2. **Building your first agent?**
+   - Start with [Creating Agents](references/creating-agents.md)
+   - Learn about [Tracing](references/tracing.md) to add monitoring
+   - Then run your first agent using [Running Agents](references/running-agents.md)
+
+3. **Testing your agents?**
+   - Start with [Creating Evaluations](references/evaluations/creating-evaluations.md)
+   - Review [Best Practices](references/evaluations/best-practices.md) for your agent type
+   - Run evaluations with [Running Evaluations](references/evaluations/running-evaluations.md)
+
+# Additional Instructions
+- You MUST ALWAYS read the relevant linked references before making assumptions!
diff --git a/src/uipath/dev/skills/uipath/references/creating-agents.md b/src/uipath/dev/skills/uipath/references/creating-agents.md
new file mode 100644
index 0000000..a045c2b
--- /dev/null
+++ b/src/uipath/dev/skills/uipath/references/creating-agents.md
@@ -0,0 +1,95 @@
+# Create Agents
+
+Guide to creating new UiPath agents with AI-powered business logic implementation.
+
+## Initial Setup
+
+When creating a new agent:
+
+1. **Setup pyproject.toml**:
+   - Use the official `pyproject.toml` template present in skill assets if `pyproject.toml` doesn't exist in the agent directory
+   - Replace `{AGENT_NAME}` with the actual agent name
+   - Replace `{AGENT_DESCRIPTION}` with the agent description you provide
+
+2. **Install dependencies**: Run `uv sync` to install dependencies and create the virtual environment.
+
+3. **Verify SDK**: Verify the UiPath SDK is available using `uv run uipath --version`.
+
+4. **Authentication** (if needed): If any command requires authentication, run:
+   ```bash
+   uv run uipath auth --alpha
+   ```
+
+All subsequent commands will be executed using `uv run` to ensure they run within the project's virtual environment.
+
+## Workflow
+
+### Step 1: Define Agent Schema
+
+Specify:
+- **Agent Description**: What does this agent do?
+- **Input Fields**: Name, type, description for each input parameter
+- **Output Fields**: Name, type, description for each output
+
+The schemas should be written as pydantic types.
+
+### Step 2: Generate Template
+
+The created agent follows this structure:
+
+```python
+from pydantic import BaseModel, Field
+from uipath.tracing import traced
+
+class Input(BaseModel):
+    # Generated fields based on your inputs
+    pass
+
+class Output(BaseModel):
+    # Generated fields based on your outputs
+    pass
+
+@traced()
+async def main(input: Input) -> Output:
+    """Your agent's business logic implementation."""
+    # AI-implemented logic will go here
+    pass
+```
+
+### Step 3: Implement Business Logic
+
+Describe your agent's functionality, then implement the main function with:
+- Proper error handling
+- UiPath SDK method calls
+- Input validation
+- Output formatting
+
+### Step 4: Generate Entry Points
+
+Run `uv run uipath init`. Doing so will generate:
+- `entry-points.json` with JSON schemas
+- Documentation files (AGENTS.md, etc.)
+- Agent structure and metadata
+
+## Generated Template Details
+
+The created agent will include:
+- Pydantic models for Input and Output based on your schema
+- UiPath SDK initialization
+- `@traced()` decorator for monitoring
+- Function signature with type hints
+
+## Important Notes
+
+- All agents are automatically traced for monitoring and debugging
+- Input/output fields are strongly typed with Pydantic
+- The agent works globally and can call any UiPath SDK services
+- Generated `entry-points.json` enables integration with UiPath Cloud
+- If you require authentication at any point, use `uv run uipath auth` to authenticate with UiPath. See the [Authentication guide](../authentication.md) for details.
+
+## Next Steps
+
+Once your agent is created, you can:
+- **Run it**: Use the [Running Agents](../running-agents.md) guide to execute with interactive inputs
+- **Create Evaluations**: Use the [Creating Evaluations](../evaluations/creating-evaluations.md) guide to build evaluation test cases
+- **Run Evaluations**: Use the [Running Evaluations](../evaluations/running-evaluations.md) guide to validate your agent
diff --git a/src/uipath/dev/skills/uipath/references/evaluations.md b/src/uipath/dev/skills/uipath/references/evaluations.md
new file mode 100644
index 0000000..05fe8fb
--- /dev/null
+++ b/src/uipath/dev/skills/uipath/references/evaluations.md
@@ -0,0 +1,1999 @@
+# Write Evaluations
+
+Create comprehensive test cases and execute evaluations for your UiPath agents using the UiPath evaluation framework.
+
+## What is an Evaluation?
+
+Evaluations assess agent performance by comparing actual outputs against expected results. The framework provides tools to create test cases, define evaluation criteria, and run comprehensive test suites.
+
+## Two Types of Evaluators
+
+**📊 Output-Based Evaluators** - Measure final results and validate outputs:
+- ExactMatchEvaluator
+- JsonSimilarityEvaluator
+- LLMJudgeOutputEvaluator
+- ContainsEvaluator
+
+**🔄 Trajectory-Based Evaluators** - Examine execution patterns and decision sequences:
+- TrajectoryEvaluator
+
+## Documentation
+
+### Detailed Guides
+
+- **[Creating Evaluations](evaluations/creating-evaluations.md)**
+  - Define evaluation details
+  - Collect test cases
+  - Organize by scenario (happy path, edge cases, errors)
+  - Mock external calls
+
+- **[Evaluators Guide](evaluations/evaluators/README.md)**
+  - All available evaluator types
+  - Configuration options
+  - Choosing the right evaluator
+  - Creating custom evaluators
+  - Evaluation scoring
+
+- **[Evaluation Sets](evaluations/evaluation-sets.md)**
+  - Evaluation set file structure
+  - Test case schema
+  - Complete examples
+  - Mocking strategies
+  - Best practices for organization
+
+- **[Running Evaluations](evaluations/running-evaluations.md)**
+  - Execution configuration
+  - Understanding results
+  - Detailed analysis
+  - Performance optimization
+  - Troubleshooting
+
+- **[Best Practices & Common Patterns](evaluations/best-practices.md)**
+  - Evaluation best practices
+  - Common patterns by agent type
+  - Test organization strategies
+  - Performance optimization
+  - Quick reference guides
+
+## Generated File Structure
+
+```
+evaluations/
+├── eval-sets/
+│   ├── <eval-name>.json
+│   └── <another-eval>.json
+└── evaluators/
+    ├── exact-match.json
+    ├── json-similarity.json
+    └── llm-judge-semantic-similarity.json
+```
+
+## Common Patterns at a Glance
+
+### Calculator/Deterministic Agents
+```
+Evaluators: ExactMatchEvaluator
+Tests: Happy path, boundary values, error cases
+Scoring: 1.0 (pass) or 0.0 (fail)
+```
+See [Best Practices](evaluations/best-practices.md#pattern-1-calculatordeterministic-agents)
+
+### Natural Language Agents
+```
+Evaluators: LLMJudgeOutputEvaluator, ContainsEvaluator
+Tests: Semantic equivalence, required keywords, various phrasings
+Scoring: 0.0-1.0 range based on semantic similarity
+```
+See [Best Practices](evaluations/best-practices.md#pattern-2-natural-language-agents)
+
+### Multi-Step Orchestration Agents
+```
+Evaluators: TrajectoryEvaluator, JsonSimilarityEvaluator
+Tests: Tool sequences, decision flows, output structure
+Scoring: 0.0-1.0 based on execution path and output match
+```
+See [Best Practices](evaluations/best-practices.md#pattern-3-multi-step-orchestration-agents)
+
+### API Integration Agents
+```
+Evaluators: JsonSimilarityEvaluator, ExactMatchEvaluator
+Tests: Success paths, error responses, mocked API calls
+Scoring: 0.0-1.0 based on response structure match
+```
+See [Best Practices](evaluations/best-practices.md#pattern-4-api-integration-agents)
+
+## Key Concepts
+
+### Evaluation Scoring
+
+All evaluators return numeric scores:
+- **1.0** - Perfect pass
+- **0.5-0.9** - Partial success (for similarity-based evaluators)
+- **0.0** - Complete failure
+
+Results also include justification, execution metrics, and complete traces.
+
+### Test Case Organization
+
+Organize tests by scenario:
+- **Happy Path Tests** - Normal operations with typical inputs
+- **Edge Case Tests** - Boundary values, empty/null values, large datasets
+- **Error Scenario Tests** - Invalid inputs, missing fields, error handling
+
+See [Creating Evaluations](evaluations/creating-evaluations.md#organizing-test-cases)
+
+### Schema Validation
+
+Evaluations are validated against:
+- Agent's input schema from `entry-points.json`
+- Agent's output schema from `entry-points.json`
+- Required field constraints
+- Type compatibility
+
+## Mocking External Calls
+
+Sometimes your agent calls external APIs or functions. You can mock these:
+
+### Function Mocking
+Mock specific function calls with return values or exceptions.
+
+### LLM Call Mocking
+Mock LLM interactions without making real API calls.
+
+See [Evaluation Sets](evaluations/evaluation-sets.md#mocking-strategies) for detailed examples.
+
+## Integration with UiPath Cloud
+
+Results can be:
+- Reported to UiPath Cloud for monitoring
+- Integrated with CI/CD pipelines
+- Compared with previous runs
+- Used for performance tracking
+
+## Best Practices
+
+✅ **Do:**
+- Use multiple evaluators for comprehensive validation
+- Mix output-based and trajectory-based evaluators for complex agents
+- Create separate eval sets for different scenarios (happy path, edge cases, errors)
+- Use trajectory evaluators for agents with multiple steps/tools
+- Use LLM evaluators for natural language or fuzzy matching scenarios
+- Start with ExactMatch for deterministic outputs, then add LLM evaluators for flexibility
+
+❌ **Don't:**
+- Use only ExactMatch for natural language outputs
+- Forget to test edge cases and error scenarios
+- Use trajectory evaluators when output-based is sufficient
+- Set too strict criteria early in development
+- Skip schema validation during test creation
+
+## Additional Resources
+
+For detailed information about the evaluation framework, scoring, and advanced features:
+https://uipath.github.io/uipath-python/eval/
+
+
+---
+
+# Creating Evaluations
+
+This guide walks you through the process of creating comprehensive test cases for your UiPath agents.
+
+## Overview
+
+Creating evaluations involves defining test cases that validate your agent's behavior. Each evaluation set contains multiple test cases with inputs, expected outputs, and evaluation criteria.
+
+## Workflow
+
+### Phase 1: Setup Check
+
+Before creating evaluations, ensure your project has:
+
+- `uipath.json` - Project configuration
+- `entry-points.json` - Agent definitions
+- `evaluations/` directory for test cases
+
+If missing, create an agent first. See the [Creating Agents](../../creating-agents.md) guide for setup instructions.
+
+### Phase 2: Define Evaluation Details
+
+You'll be asked for:
+
+- **Evaluation Set Name** - Identifier for this evaluation set
+- **Description** - What scenarios this covers
+- **Target Agent** - Which agent to test
+- **Number of Test Cases** - How many tests to create
+
+### Phase 3: Collect Test Cases
+
+For each test case, you'll guide through:
+
+- **Inputs** - Based on agent's input schema with validation
+- **Expected Output** - What the agent should return
+- **Evaluation Criteria** - How to validate using available evaluators
+- **Test Metadata** - ID, name, and purpose
+
+## Test Metadata
+
+Each test case requires:
+
+- **id** - Unique identifier within the evaluation set
+- **name** - Human-readable description of what this test validates
+- **purpose** - What aspect of the agent is being tested
+
+Good naming examples:
+- `test-1-basic-addition` - Basic functionality test
+- `test-2-large-numbers` - Boundary value test
+- `test-3-negative-input` - Edge case test
+- `test-4-invalid-type` - Error handling test
+
+## Input Validation
+
+Inputs are validated against your agent's input schema defined in `entry-points.json`:
+
+- Required fields must be provided
+- Values must match the expected types
+- Complex objects follow their schema definitions
+
+## Expected Output
+
+Define what your agent should return:
+
+- For simple outputs: a string or number
+- For complex outputs: a JSON object matching your agent's output schema
+- Multiple output fields can be specified
+
+## Evaluation Criteria
+
+Each test case can use multiple evaluators. For each evaluator, provide:
+
+- **Evaluator ID** - Which evaluator to use (e.g., "ExactMatchEvaluator")
+- **Evaluation-specific criteria** - Parameters for that evaluator
+
+Examples:
+
+**For ExactMatchEvaluator:**
+```json
+"expectedOutput": {
+  "result": "5.0"
+}
+```
+
+**For ContainsEvaluator:**
+```json
+"searchText": "success"
+```
+
+**For JsonSimilarityEvaluator:**
+```json
+"expectedOutput": {
+  "result": 5.0,
+  "status": "complete"
+}
+```
+
+**For TrajectoryEvaluator:**
+```json
+"expectedAgentBehavior": "The agent should call the calculator tool once and return the result."
+```
+
+## Organizing Test Cases
+
+Organize your test cases by scenario:
+
+### Happy Path Tests
+
+Tests for normal operations with typical inputs:
+- Expected successful outcomes
+- Standard use cases
+- Typical input ranges
+
+Example: A calculator agent being given two positive numbers to add.
+
+### Edge Case Tests
+
+Tests for boundary conditions and unusual inputs:
+- Boundary values (0, min, max)
+- Empty/null values
+- Large datasets
+- Special characters
+- Single vs. multiple items
+
+Example: Calculator with zero, negative numbers, very large numbers.
+
+### Error Scenario Tests
+
+Tests for invalid inputs and error handling:
+- Invalid input types
+- Missing required fields
+- Out-of-range values
+- Expected error messages
+- Handling of malformed data
+
+Example: Calculator given non-numeric input or invalid format.
+
+## Best Practices for Test Cases
+
+### Be Specific
+
+❌ Bad: "test-output" - vague, doesn't describe what's being tested
+
+✅ Good: "test-large-json-output" - clear about what scenario is tested
+
+### Test One Thing Per Case
+
+❌ Bad: Testing multiple scenarios in one test case
+
+✅ Good: Separate tests for each distinct scenario
+
+### Use Realistic Data
+
+❌ Bad: Generic placeholder values like "value1", "value2"
+
+✅ Good: Realistic inputs based on actual use cases
+
+### Cover the Input Space
+
+- Test normal/common cases
+- Test boundary conditions
+- Test error conditions
+- Test different input combinations
+
+### Validate Multiple Aspects
+
+❌ Bad: Only checking the main output field
+
+✅ Good: Using multiple evaluators to validate:
+- Output correctness (ExactMatchEvaluator)
+- Response structure (JsonSimilarityEvaluator)
+- Execution flow (TrajectoryEvaluator)
+
+## File Organization
+
+Tests are organized in the `evaluations/` directory:
+
+```
+evaluations/
+├── eval-sets/
+│   ├── happy-path.json
+│   ├── edge-cases.json
+│   └── error-scenarios.json
+└── evaluators/
+    ├── exact-match.json
+    ├── json-similarity.json
+    └── llm-judge-semantic-similarity.json
+```
+
+Evaluators are reusable across multiple evaluation sets. Reference them by their ID in your eval sets.
+
+## Schema Validation
+
+Your test inputs are validated against:
+
+- Agent's input schema from `entry-points.json`
+- Agent's output schema from `entry-points.json`
+- Required field constraints
+- Type compatibility
+
+This ensures test cases are valid before execution.
+
+## Mocking External Calls
+
+Sometimes your agent calls external APIs or functions. You can mock these for testing:
+
+### Function Mocking
+
+Mock specific function calls with return values or exceptions:
+
+```json
+"mockingStrategy": {
+  "type": "mockito",
+  "behaviors": [
+    {
+      "function": "external_api_call",
+      "arguments": {
+        "args": ["param1"],
+        "kwargs": {"key": "value"}
+      },
+      "then": [
+        {
+          "type": "return",
+          "value": {
+            "status": "success",
+            "data": "mocked-response"
+          }
+        }
+      ]
+    }
+  ]
+}
+```
+
+**Mock Behavior Types:**
+- `type: "return"` - Return a value
+- `type: "raise"` - Throw an exception
+
+### LLM Call Mocking
+
+Mock LLM interactions for testing without API calls:
+
+```json
+"mockingStrategy": {
+  "type": "llm",
+  "prompt": "Test prompt describing the expected LLM behavior",
+  "toolsToSimulate": [
+    {
+      "name": "tool_name"
+    }
+  ]
+}
+```
+
+## Next Steps
+
+After creating evaluation sets, you can:
+
+1. **Run Evaluations** - Execute tests to see how your agent performs
+2. **Create More Sets** - Add additional test scenarios
+3. **View Details** - Examine specific test results
+4. **Export Results** - Save results for analysis
+
+See [Running Evaluations](running-evaluations.md) for execution details.
+
+
+---
+
+# Evaluation Sets
+
+Evaluation sets define test cases and organize them with their evaluation criteria. This guide covers the structure and creation of evaluation set files.
+
+## What is an Evaluation Set?
+
+An evaluation set is a JSON file containing:
+
+- **Metadata** - Name, description, version information
+- **Evaluator References** - Which evaluators this set uses
+- **Test Cases** - Individual evaluations with inputs and criteria
+- **Optional Mocking** - Mock external calls for isolated testing
+
+## File Location
+
+Evaluation sets are stored in:
+
+```
+evaluations/eval-sets/
+```
+
+Create one JSON file per evaluation set. Example:
+
+```
+evaluations/
+├── eval-sets/
+│   ├── happy-path-scenarios.json
+│   ├── edge-cases.json
+│   ├── error-scenarios.json
+│   └── performance-tests.json
+└── evaluators/
+    ├── exact-match.json
+    ├── json-similarity.json
+    └── ...
+```
+
+## Basic Schema
+
+```json
+{
+  "version": "1.0",
+  "id": "my-eval-set",
+  "name": "My Evaluation Set",
+  "description": "Description of what this eval set tests",
+  "evaluatorRefs": ["EvaluatorId1", "EvaluatorId2"],
+  "evaluations": [
+    {
+      "id": "test-1",
+      "name": "Test case name",
+      "inputs": {
+        "param1": "value1",
+        "param2": 42
+      },
+      "evaluationCriterias": {
+        "EvaluatorId1": {
+          // Evaluator-specific criteria
+        }
+      }
+    }
+  ]
+}
+```
+
+## Top-Level Fields
+
+### version
+
+The schema version. Currently: `"1.0"`
+
+### id
+
+Unique identifier for this evaluation set. Used internally and in references.
+
+Examples: `"happy-path"`, `"edge-cases"`, `"calculator-tests"`
+
+### name
+
+Human-readable name for the evaluation set.
+
+Example: `"Happy Path Scenarios"`, `"Calculator Edge Cases"`
+
+### description
+
+(Optional) Longer description of what this evaluation set covers.
+
+Example: `"Tests basic calculator operations with standard inputs"`
+
+### evaluatorRefs
+
+Array of evaluator IDs that this eval set uses.
+
+These must match the `id` field of evaluators in `evaluations/evaluators/`.
+
+Example:
+```json
+"evaluatorRefs": ["ExactMatchEvaluator", "JsonSimilarityEvaluator"]
+```
+
+### evaluations
+
+Array of test cases. See "Test Case Structure" below.
+
+## Test Case Structure
+
+Each test case in the `evaluations` array has this structure:
+
+```json
+{
+  "id": "test-1-basic",
+  "name": "Basic test case",
+  "inputs": {
+    "param1": "value1",
+    "param2": 42
+  },
+  "evaluationCriterias": {
+    "ExactMatchEvaluator": {
+      "expectedOutput": {
+        "result": "expected-value"
+      }
+    },
+    "JsonSimilarityEvaluator": {
+      "expectedOutput": {
+        "result": "expected-value"
+      }
+    }
+  },
+  "mockingStrategy": {}  // optional
+}
+```
+
+### Test Case Fields
+
+#### id
+
+Unique identifier within this evaluation set.
+
+Convention: `test-<number>-<scenario>` or `<scenario>-<variant>`
+
+Examples:
+- `test-1-basic`
+- `test-2-large-input`
+- `test-3-empty-field`
+- `calculator-add`
+- `calculator-subtract`
+
+#### name
+
+Human-readable description of the test case.
+
+Examples:
+- "Basic addition test"
+- "Addition with large numbers"
+- "Empty input handling"
+
+#### inputs
+
+Input parameters for the agent. Must match the agent's input schema.
+
+```json
+"inputs": {
+  "num1": 5,
+  "num2": 3,
+  "operation": "add"
+}
+```
+
+For complex inputs with nested objects:
+
+```json
+"inputs": {
+  "user": {
+    "id": "123",
+    "name": "John Doe"
+  },
+  "filters": {
+    "status": "active",
+    "role": "admin"
+  }
+}
+```
+
+#### evaluationCriterias
+
+Map of evaluator ID to evaluation criteria for that evaluator.
+
+Each evaluator has different required fields:
+
+**ExactMatchEvaluator:**
+```json
+"ExactMatchEvaluator": {
+  "expectedOutput": {
+    "result": "5.0"
+  }
+}
+```
+
+**ContainsEvaluator:**
+```json
+"ContainsEvaluator": {
+  "searchText": "success"
+}
+```
+
+**JsonSimilarityEvaluator:**
+```json
+"JsonSimilarityEvaluator": {
+  "expectedOutput": {
+    "result": 5.0,
+    "status": "complete"
+  }
+}
+```
+
+**TrajectoryEvaluator:**
+```json
+"TrajectoryEvaluator": {
+  "expectedAgentBehavior": "The agent should call the calculator tool once and return the sum."
+}
+```
+
+**LLMJudge Evaluators:**
+```json
+"LLMJudgeOutputEvaluator": {
+  "expectedOutput": {
+    "result": "A helpful response"
+  }
+}
+```
+
+See [Evaluators Guide](evaluators.md) for detailed field documentation.
+
+#### mockingStrategy (optional)
+
+Mock external function calls or LLM interactions. Two types:
+
+### Function Mocking (mockito)
+
+```json
+"mockingStrategy": {
+  "type": "mockito",
+  "behaviors": [
+    {
+      "function": "external_api_call",
+      "arguments": {
+        "args": ["param1"],
+        "kwargs": {"key": "value"}
+      },
+      "then": [
+        {
+          "type": "return",
+          "value": {
+            "status": "success",
+            "data": "mocked-response"
+          }
+        }
+      ]
+    },
+    {
+      "function": "another_function",
+      "arguments": {
+        "args": [],
+        "kwargs": {}
+      },
+      "then": [
+        {
+          "type": "raise",
+          "value": {
+            "_target_": "ValueError"
+          }
+        }
+      ]
+    }
+  ]
+}
+```
+
+**Mock Behavior Types:**
+- `type: "return"` - Return a value
+- `type: "raise"` - Throw an exception
+
+### LLM Call Mocking
+
+```json
+"mockingStrategy": {
+  "type": "llm",
+  "prompt": "Test prompt describing the expected LLM behavior",
+  "toolsToSimulate": [
+    {
+      "name": "tool_name"
+    },
+    {
+      "name": "another_tool"
+    }
+  ]
+}
+```
+
+## Complete Examples
+
+### Simple Calculator Test Set
+
+```json
+{
+  "version": "1.0",
+  "id": "calculator-basic",
+  "name": "Calculator Basic Tests",
+  "description": "Basic tests for calculator agent with happy path and simple edge cases",
+  "evaluatorRefs": ["ExactMatchEvaluator"],
+  "evaluations": [
+    {
+      "id": "test-1-add",
+      "name": "Basic addition",
+      "inputs": {
+        "num1": 5,
+        "num2": 3
+      },
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": {
+          "expectedOutput": {
+            "result": "8"
+          }
+        }
+      }
+    },
+    {
+      "id": "test-2-subtract",
+      "name": "Basic subtraction",
+      "inputs": {
+        "num1": 10,
+        "num2": 4
+      },
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": {
+          "expectedOutput": {
+            "result": "6"
+          }
+        }
+      }
+    },
+    {
+      "id": "test-3-zero",
+      "name": "Edge case with zero",
+      "inputs": {
+        "num1": 0,
+        "num2": 5
+      },
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": {
+          "expectedOutput": {
+            "result": "5"
+          }
+        }
+      }
+    }
+  ]
+}
+```
+
+### Complex Agent Test Set with Mocking
+
+```json
+{
+  "version": "1.0",
+  "id": "api-agent-tests",
+  "name": "API Agent Tests",
+  "description": "Tests for agent that calls external APIs with mocked responses",
+  "evaluatorRefs": ["JsonSimilarityEvaluator", "ExactMatchEvaluator"],
+  "evaluations": [
+    {
+      "id": "test-1-fetch-user",
+      "name": "Fetch user data from API",
+      "inputs": {
+        "userId": "123"
+      },
+      "evaluationCriterias": {
+        "JsonSimilarityEvaluator": {
+          "expectedOutput": {
+            "id": "123",
+            "name": "John Doe",
+            "email": "john@example.com"
+          }
+        }
+      },
+      "mockingStrategy": {
+        "type": "mockito",
+        "behaviors": [
+          {
+            "function": "fetch_user_from_api",
+            "arguments": {
+              "args": ["123"],
+              "kwargs": {}
+            },
+            "then": [
+              {
+                "type": "return",
+                "value": {
+                  "id": "123",
+                  "name": "John Doe",
+                  "email": "john@example.com"
+                }
+              }
+            ]
+          }
+        ]
+      }
+    },
+    {
+      "id": "test-2-api-error",
+      "name": "Handle API error",
+      "inputs": {
+        "userId": "invalid"
+      },
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": {
+          "expectedOutput": {
+            "error": "User not found"
+          }
+        }
+      },
+      "mockingStrategy": {
+        "type": "mockito",
+        "behaviors": [
+          {
+            "function": "fetch_user_from_api",
+            "arguments": {
+              "args": ["invalid"],
+              "kwargs": {}
+            },
+            "then": [
+              {
+                "type": "raise",
+                "value": {
+                  "_target_": "Exception",
+                  "args": ["User not found"]
+                }
+              }
+            ]
+          }
+        ]
+      }
+    }
+  ]
+}
+```
+
+### Multi-Evaluator Test Set
+
+```json
+{
+  "version": "1.0",
+  "id": "summarizer-comprehensive",
+  "name": "Document Summarizer Comprehensive Tests",
+  "description": "Comprehensive tests using multiple evaluators for document summarization agent",
+  "evaluatorRefs": [
+    "ExactMatchEvaluator",
+    "ContainsEvaluator",
+    "LLMJudgeOutputEvaluator"
+  ],
+  "evaluations": [
+    {
+      "id": "test-1-summary-quality",
+      "name": "Check summary contains key points",
+      "inputs": {
+        "document": "The quick brown fox jumps over the lazy dog. This is an important animal behavior study.",
+        "maxLength": 50
+      },
+      "evaluationCriterias": {
+        "ContainsEvaluator": {
+          "searchText": "fox"
+        },
+        "ContainsEvaluator": {
+          "searchText": "jumps"
+        },
+        "LLMJudgeOutputEvaluator": {
+          "expectedOutput": {
+            "summary": "A concise summary capturing the main idea"
+          }
+        }
+      }
+    }
+  ]
+}
+```
+
+## Referencing Evaluators
+
+Evaluators are referenced by their `id` field in the evaluator definition.
+
+If you have an evaluator file `evaluations/evaluators/exact-match.json` with:
+
+```json
+{
+  "id": "ExactMatchEvaluator",
+  ...
+}
+```
+
+Reference it in your eval set as:
+
+```json
+"evaluatorRefs": ["ExactMatchEvaluator"]
+```
+
+## Best Practices
+
+- **Use Descriptive IDs** - Make test IDs self-documenting
+- **Group Related Tests** - Put similar tests in the same eval set
+- **Reuse Evaluators** - Create evaluator files once, reference in multiple eval sets
+- **Comment Complex Inputs** - For complex test inputs, add context in the test name
+- **Version Your Eval Sets** - Use semantic versioning in eval set IDs as they evolve
+- **Document Edge Cases** - Make test names clear about what edge case is being tested
+
+## Next Steps
+
+- [Running Evaluations](running-evaluations.md) - Execute your evaluation sets
+- [Evaluators Guide](evaluators.md) - Learn more about evaluator types
+- [Creating Evaluations](creating-evaluations.md) - Workflow for creating test cases
+
+
+---
+
+# Running Evaluations
+
+This guide covers how to execute your evaluation sets and understand the results.
+
+## Getting Started
+
+### Evaluation Discovery
+
+When you run evaluations, the system will scan for evaluation sets in:
+
+```
+evaluations/eval-sets/*.json
+```
+
+Example display:
+
+```
+AVAILABLE EVALUATIONS
+═════════════════════════════════════════════════════════
+
+1. evaluations/eval-sets/happy-path-scenarios.json
+   └─ Tests: 3 | Last run: 2 hours ago
+
+2. evaluations/eval-sets/edge-cases.json
+   └─ Tests: 5 | Last run: Never
+
+3. evaluations/eval-sets/error-scenarios.json
+   └─ Tests: 4 | Last run: 1 day ago
+```
+
+### Execution Configuration
+
+Before running, you'll be asked for:
+
+- **Evaluation Set** - Which eval set to run
+- **Number of Workers** - Parallel execution (1-8, default: 4)
+- **Enable Mocker Cache** - Cache LLM responses for reproducibility (default: False)
+- **Report to Studio** - Send results to UiPath Cloud (optional, default: False)
+
+## Running Evaluations
+
+### Command
+
+```bash
+uv run uipath eval <entrypoint> <eval-file> \
+  --workers 4 \
+  --no-report \
+  --output-file eval-results.json
+```
+
+**Parameters:**
+- `<entrypoint>` - Agent entry point name from `entry-points.json`
+- `<eval-file>` - Path to evaluation set file
+- `--workers` - Number of parallel workers (1-8)
+- `--no-report` - Don't report to UiPath Cloud
+- `--output-file` - Save results to JSON file
+
+## Understanding Results
+
+### Result Format
+
+Each test case produces:
+
+```
+Test: calculate_sum
+├─ Input: {"num1": 5, "num2": 3}
+├─ Expected Output: {"result": 8}
+├─ Actual Output: {"result": 8}
+├─ ExactMatchEvaluator: PASS (1.0) - Output exactly matches expected
+├─ JsonSimilarityEvaluator: PASS (1.0) - JSON structure identical
+└─ Execution Time: 125ms
+```
+
+### Numeric Scores
+
+All evaluators return scores:
+
+- **1.0** - Perfect pass (evaluator criteria fully met)
+- **0.5-0.9** - Partial success (similarity-based evaluators show partial match)
+- **0.0** - Complete failure (evaluator criteria not met)
+
+### Score Interpretation
+
+**For ExactMatchEvaluator & ContainsEvaluator:**
+- 1.0 - Requirement met
+- 0.0 - Requirement not met
+
+**For Similarity-Based Evaluators (JSON, LLM Judge, Trajectory):**
+- 1.0 - Perfect match
+- 0.9-0.5 - Good match with minor differences
+- 0.4-0.1 - Weak match with significant differences
+- 0.0 - No match
+
+## Detailed Results
+
+### Results Display
+
+Results include:
+
+- **Numeric Scores** - 0.0-1.0 range for each test and evaluator
+- **Detailed Justification** - Why each evaluator gave that score
+- **Execution Metrics** - Test execution time and performance data
+- **Complete Traces** - Full execution history including function calls and state changes
+
+### Example Detailed Result
+
+```json
+{
+  "testId": "test-1-basic",
+  "testName": "Basic addition test",
+  "status": "PASSED",
+  "input": {
+    "num1": 5,
+    "num2": 3
+  },
+  "expectedOutput": {
+    "result": 8
+  },
+  "actualOutput": {
+    "result": 8
+  },
+  "evaluationResults": [
+    {
+      "evaluatorId": "ExactMatchEvaluator",
+      "score": 1.0,
+      "status": "PASSED",
+      "justification": "Output exactly matches expected value",
+      "executionTime": 45
+    },
+    {
+      "evaluatorId": "JsonSimilarityEvaluator",
+      "score": 1.0,
+      "status": "PASSED",
+      "justification": "JSON structure and values are identical",
+      "executionTime": 52
+    }
+  ],
+  "totalExecutionTime": 125,
+  "agentExecutionTrace": {
+    "steps": [
+      {
+        "type": "tool_call",
+        "toolName": "calculator",
+        "arguments": {"a": 5, "b": 3},
+        "result": 8
+      }
+    ]
+  }
+}
+```
+
+## Pass vs Fail
+
+### Determining Overall Test Status
+
+A test passes if:
+
+- All required evaluators produce their expected scores
+- Output matches criteria for pass-fail evaluators (ExactMatch, Contains)
+- Similarity scores are above your acceptance threshold
+
+A test fails if:
+
+- Any evaluator criteria are not met
+- Output doesn't match for ExactMatch or Contains evaluators
+- Similarity scores are below acceptable thresholds
+
+### Example Breakdown
+
+```
+RESULTS SUMMARY
+═════════════════════════════════════════════════════════
+
+Total Tests: 5
+Passed: 4 (80%)
+Failed: 1 (20%)
+
+FAILED TESTS
+─────────────────────────────────────────────────────────
+
+Test: test-2-edge-case (Edge case with zero)
+Input: {"num1": 0, "num2": 5}
+Expected: {"result": 5}
+Actual: {"result": "5"}
+├─ ExactMatchEvaluator: FAIL (0.0)
+│  └─ Reason: Expected number but got string
+└─ Suggestion: Ensure output type matches schema
+
+PASSED TESTS
+─────────────────────────────────────────────────────────
+
+Test: test-1-basic → PASS (1.0)
+Test: test-3-large → PASS (1.0)
+Test: test-4-negative → PASS (1.0)
+Test: test-5-decimal → PASS (1.0)
+```
+
+## Analyzing Results
+
+### For Each Failing/Warning Test
+
+The system shows:
+
+1. **Input/Output Pairs**
+   - Exact inputs used
+   - Expected vs actual results
+
+2. **Evaluator Scores and Justification**
+   - Score from each evaluator
+   - Explanation of the score
+   - Why it passed or failed
+
+3. **Execution Traces**
+   - Full execution history
+   - Function calls made
+   - State changes during execution
+   - Timing information
+
+4. **Suggestions for Fixes**
+   - Identified issues
+   - Recommended changes
+   - Best practices for similar cases
+
+### Example Detailed Analysis
+
+```
+FAILING TEST ANALYSIS
+═════════════════════════════════════════════════════════
+
+Test ID: test-3-invalid-type
+Test Name: Invalid input type handling
+Status: FAILED
+
+Input Provided:
+{
+  "value": "not-a-number"  // Should have been numeric
+}
+
+Expected Output:
+{
+  "error": "Invalid input type"
+}
+
+Actual Output:
+{
+  "result": null,
+  "error": null
+}
+
+Evaluation Results:
+─────────────────────────────────────────────────────────
+
+1. ExactMatchEvaluator (Score: 0.0 - FAILED)
+   Justification: Expected error message was not returned
+
+2. JsonSimilarityEvaluator (Score: 0.3 - FAILED)
+   Justification: 30% similarity. Has 'error' field but value differs.
+
+Execution Trace:
+─────────────────────────────────────────────────────────
+
+1. [0ms] Function called: validate_input
+   Arguments: {"value": "not-a-number"}
+   Result: {"valid": false, "error": "Not numeric"}
+
+2. [5ms] Function called: process_value
+   Arguments: {"value": "not-a-number"}
+   Result: null
+   Note: Process function called despite validation failure
+
+3. [8ms] Return result
+   Final Output: {"result": null, "error": null}
+
+Recommendations:
+─────────────────────────────────────────────────────────
+
+✓ Check validation logic in validate_input function
+✓ Return error when validation fails instead of processing
+✓ Ensure error handling is consistent across all paths
+✓ Consider adding type checking at entry point
+```
+
+## Follow-up Actions
+
+After running evaluations, you can:
+
+### Create More Evaluations
+
+Add additional evaluation sets for:
+- Different scenarios
+- New test cases
+- Additional edge cases
+
+### Fix Issues
+
+I can help:
+- Modify agent code to fix failing tests
+- Update evaluation criteria if needed
+- Improve error handling
+
+### Re-run Evaluations
+
+Execute with different configurations:
+- Different number of workers
+- Different evaluation sets
+- With/without mocking
+
+### View Details
+
+Examine detailed information:
+- Individual test results
+- Execution traces
+- Performance metrics
+- Failure analysis
+
+### Export Results
+
+Save results for:
+- External analysis
+- CI/CD integration
+- Performance tracking
+- Trend analysis
+
+### Compare Runs
+
+Track improvements:
+- Compare current run with previous runs
+- View score trends over time
+- Identify regressions
+- Monitor performance changes
+
+## Integration with UiPath Cloud
+
+Results can be:
+
+- **Reported to UiPath Cloud** - for monitoring and analytics
+- **Integrated with CI/CD pipelines** - for automated testing
+- **Compared with previous runs** - for trend tracking
+- **Used for performance tracking** - across versions
+
+Set `--report` flag to send results to your UiPath Cloud account:
+
+```bash
+uv run uipath eval <entrypoint> <eval-file> \
+  --report \
+  --workers 4
+```
+
+## Performance Optimization
+
+### Using Parallel Workers
+
+Run tests in parallel for faster execution:
+
+```bash
+uv run uipath eval <entrypoint> <eval-file> \
+  --workers 8
+```
+
+**Worker count recommendations:**
+- `1` - Sequential, useful for debugging
+- `4` - Default, good balance
+- `8` - Maximum, for large evaluation sets
+
+### Caching LLM Responses
+
+For evaluators using LLMs (LLMJudge, Trajectory), enable mocker cache:
+
+```bash
+uv run uipath eval <entrypoint> <eval-file> \
+  --mocker-cache
+```
+
+Benefits:
+- Faster execution on re-runs
+- Reproducible results
+- Lower API costs
+- Useful for CI/CD pipelines
+
+## Troubleshooting
+
+### Test Passes but Score Seems Wrong
+
+- Check evaluator configuration
+- Review evaluation criteria
+- Verify expected output format
+- Look at justification in detailed results
+
+### All Tests Fail
+
+- Verify agent is working correctly
+- Check evaluation set references correct agent
+- Ensure evaluator files exist and are valid
+- Review agent input/output schemas
+
+### Performance Issues
+
+- Reduce number of workers if hitting rate limits
+- Enable mocker cache for LLM evaluators
+- Run subset of tests first to debug
+- Check for slow external API calls
+
+### LLM Evaluator Issues
+
+- Verify API credentials are configured
+- Check model name is valid
+- Review prompt template syntax
+- Enable cache to reduce API calls
+
+## Best Practices
+
+✅ **Do:**
+- Run evaluations regularly during development
+- Start with small evaluation sets, expand gradually
+- Use multiple evaluators for comprehensive validation
+- Cache LLM responses in CI/CD pipelines
+- Review detailed traces for failing tests
+- Track score trends over time
+
+❌ **Don't:**
+- Run with too many workers without testing first
+- Skip detailed result analysis for failures
+- Ignore justification messages from evaluators
+- Set unrealistic expectations too early
+- Run expensive LLM evaluators without caching
+
+## Next Steps
+
+- [Creating Evaluations](creating-evaluations.md) - Create more test cases
+- [Evaluators Guide](evaluators.md) - Learn about evaluator types
+- [Evaluation Sets](evaluation-sets.md) - Structure evaluation set files
+- [Best Practices](best-practices.md) - Tips for effective testing
+
+
+---
+
+# Best Practices & Common Patterns
+
+This guide covers best practices for effective evaluation design and common patterns for different agent types.
+
+## Evaluation Best Practices
+
+### Do ✅
+
+- **Use multiple evaluators** for comprehensive validation
+  - Don't rely on a single evaluator
+  - Combine output-based and trajectory-based evaluators for complex agents
+  - Example: Use both ExactMatchEvaluator and JsonSimilarityEvaluator
+
+- **Create separate eval sets for different scenarios**
+  - Happy path scenarios
+  - Edge cases
+  - Error scenarios
+  - Performance tests
+  - This makes it easier to maintain and debug
+
+- **Mix evaluator types appropriately**
+  - Output-based evaluators for result validation
+  - Trajectory evaluators for multi-step agents
+  - LLM evaluators for natural language outputs
+
+- **Use trajectory evaluators for multi-step agents**
+  - Validates execution flow and tool usage
+  - Ensures agent takes expected decision paths
+  - Useful for orchestration agents
+
+- **Use LLM evaluators for natural language or fuzzy matching**
+  - Better for semantic equivalence
+  - More flexible than exact matching
+  - Handles variations in wording
+
+- **Start with ExactMatch, then add flexibility**
+  - Begin with strict ExactMatchEvaluator during development
+  - Add LLM evaluators for production as needed
+  - Allows refinement as agent matures
+
+- **Mock external dependencies consistently**
+  - Mock all external API calls
+  - Use mocking for deterministic testing
+  - Cache LLM responses in CI/CD
+
+- **Version your evaluation sets**
+  - Use semantic versioning in IDs
+  - Track changes over time
+  - Example: `calculator-v1`, `calculator-v2`
+
+- **Document test purposes clearly**
+  - Use descriptive test names
+  - Explain what each test validates
+  - Make it easy for others to understand
+
+- **Review failed tests carefully**
+  - Examine execution traces
+  - Understand why tests failed
+  - Fix either the agent or test expectations
+
+### Don't ❌
+
+- **Use only ExactMatch for natural language outputs**
+  - Too strict, fails on minor variations
+  - Use LLMJudgeOutputEvaluator instead
+
+- **Forget to test edge cases and error scenarios**
+  - Test boundary values (0, min, max)
+  - Test empty/null values
+  - Test invalid inputs
+
+- **Use trajectory evaluators when output-based is sufficient**
+  - Trajectory evaluation is more expensive
+  - Only use when execution path matters
+  - For simple agents, output validation is enough
+
+- **Set too strict criteria early in development**
+  - Allow flexibility while agent is evolving
+  - Tighten criteria as agent stabilizes
+  - Start with 80%, improve to 95%+
+
+- **Skip schema validation during test creation**
+  - Always validate inputs against schema
+  - Prevents invalid test data
+  - Catches type mismatches early
+
+- **Mix unrelated tests in one eval set**
+  - Keep eval sets focused and organized
+  - Separate happy path from error cases
+  - Makes debugging easier
+
+- **Use generic evaluator IDs**
+  - Don't use generic names like "evaluator1"
+  - Use descriptive names: "SumCalculatorEvaluator"
+  - Makes eval sets self-documenting
+
+- **Ignore performance metrics**
+  - Monitor execution times
+  - Track performance trends
+  - Identify bottlenecks
+
+## Common Evaluation Patterns
+
+### Pattern 1: Calculator/Deterministic Agents
+
+For agents that always produce the same output for the same input:
+
+**Test Organization:**
+```
+eval-sets/
+├── calculator-happy-path.json       # Normal operations
+├── calculator-edge-cases.json       # Boundary values
+└── calculator-error-cases.json      # Invalid inputs
+```
+
+**Evaluator Selection:**
+- **Primary:** ExactMatchEvaluator
+- **Secondary:** (optional) JsonSimilarityEvaluator for complex outputs
+
+**Test Cases:**
+```
+Happy Path:
+- Basic addition, subtraction, multiplication, division
+- Standard values (1-100)
+
+Edge Cases:
+- Zero values
+- Negative numbers
+- Very large numbers (100000+)
+- Decimal results
+- Division by zero (error case)
+
+Error Scenarios:
+- Non-numeric input
+- Missing parameters
+- Invalid operator
+```
+
+**Scoring:**
+- 1.0 (pass) or 0.0 (fail)
+- No partial credit for exact match
+
+**Example Eval Set:**
+
+```json
+{
+  "version": "1.0",
+  "id": "calculator-comprehensive",
+  "name": "Calculator Comprehensive Tests",
+  "evaluatorRefs": ["ExactMatchEvaluator"],
+  "evaluations": [
+    {
+      "id": "test-1-add",
+      "name": "Basic addition",
+      "inputs": {"a": 5, "b": 3},
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": {
+          "expectedOutput": {"result": "8"}
+        }
+      }
+    },
+    {
+      "id": "test-2-divide-by-zero",
+      "name": "Error handling",
+      "inputs": {"a": 10, "b": 0},
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": {
+          "expectedOutput": {"error": "Division by zero"}
+        }
+      }
+    }
+  ]
+}
+```
+
+### Pattern 2: Natural Language Agents
+
+For agents that generate text, summaries, or natural language output:
+
+**Test Organization:**
+```
+eval-sets/
+├── nlp-agent-semantics.json         # Semantic correctness
+├── nlp-agent-keyword-checks.json    # Required keywords
+└── nlp-agent-length-constraints.json # Output size limits
+```
+
+**Evaluator Selection:**
+- **Primary:** LLMJudgeOutputEvaluator (semantic matching)
+- **Secondary:** ContainsEvaluator (keyword checks)
+- **Tertiary:** (optional) JsonSimilarityEvaluator for structured outputs
+
+**Test Cases:**
+```
+Semantic Equivalence:
+- Different phrasings of same concept
+- Variations in word order
+- Synonymous expressions
+
+Keyword Validation:
+- Must contain specific terms
+- Must mention key concepts
+- Should include certain information
+
+Format Validation:
+- Output length constraints
+- Specific JSON structure
+- Required fields present
+```
+
+**Scoring:**
+- 0.0-1.0 range based on semantic similarity
+- Accept 0.7+ for good semantic match
+
+**Example Eval Set:**
+
+```json
+{
+  "version": "1.0",
+  "id": "summarizer-nlp",
+  "name": "Document Summarizer NLP Tests",
+  "evaluatorRefs": [
+    "LLMJudgeOutputEvaluator",
+    "ContainsEvaluator"
+  ],
+  "evaluations": [
+    {
+      "id": "test-1-semantic-match",
+      "name": "Semantic equivalence test",
+      "inputs": {
+        "text": "The quick brown fox jumps over the lazy dog"
+      },
+      "evaluationCriterias": {
+        "LLMJudgeOutputEvaluator": {
+          "expectedOutput": {
+            "summary": "A brief description mentioning a fox and jumping motion"
+          }
+        }
+      }
+    },
+    {
+      "id": "test-2-keywords",
+      "name": "Verify key concepts present",
+      "inputs": {
+        "text": "Machine learning is a subset of artificial intelligence"
+      },
+      "evaluationCriterias": {
+        "ContainsEvaluator": {
+          "searchText": "machine learning"
+        }
+      }
+    }
+  ]
+}
+```
+
+### Pattern 3: Multi-Step Orchestration Agents
+
+For agents that coordinate multiple tools or services:
+
+**Test Organization:**
+```
+eval-sets/
+├── orchestrator-happy-path.json     # Normal workflows
+├── orchestrator-tool-sequences.json # Specific execution paths
+└── orchestrator-error-handling.json # Fallback paths
+```
+
+**Evaluator Selection:**
+- **Primary:** TrajectoryEvaluator (execution path validation)
+- **Secondary:** JsonSimilarityEvaluator (output structure)
+- **Tertiary:** (optional) LLMJudgeOutputEvaluator (semantic check)
+
+**Test Cases:**
+```
+Tool Sequence Validation:
+- Tools called in expected order
+- Correct tool chosen for each step
+- Arguments passed correctly
+
+Tool Interaction:
+- Output of one tool becomes input to next
+- Data flows correctly through pipeline
+- State maintained between steps
+
+Error Handling:
+- Fallback paths when tool fails
+- Graceful degradation
+- Error reporting
+```
+
+**Scoring:**
+- Trajectory: 0.0-1.0 based on execution path match
+- Output: 0.0-1.0 based on structure match
+- Average across evaluators
+
+**Example Eval Set:**
+
+```json
+{
+  "version": "1.0",
+  "id": "orchestrator-workflow",
+  "name": "Orchestrator Workflow Tests",
+  "evaluatorRefs": [
+    "TrajectoryEvaluator",
+    "JsonSimilarityEvaluator"
+  ],
+  "evaluations": [
+    {
+      "id": "test-1-pipeline",
+      "name": "Data pipeline execution",
+      "inputs": {
+        "dataSource": "database",
+        "operation": "transform"
+      },
+      "evaluationCriterias": {
+        "TrajectoryEvaluator": {
+          "expectedAgentBehavior": "Agent should call fetch_data, then transform_data, then save_results in that order"
+        },
+        "JsonSimilarityEvaluator": {
+          "expectedOutput": {
+            "status": "complete",
+            "recordsProcessed": 1000,
+            "transformedData": {}
+          }
+        }
+      }
+    }
+  ]
+}
+```
+
+### Pattern 4: API Integration Agents
+
+For agents that interact with external APIs:
+
+**Test Organization:**
+```
+eval-sets/
+├── api-agent-success-paths.json     # Successful API responses
+├── api-agent-error-responses.json   # API errors
+└── api-agent-retry-logic.json       # Retry mechanisms
+```
+
+**Evaluator Selection:**
+- **Primary:** JsonSimilarityEvaluator (response structure)
+- **Secondary:** ExactMatchEvaluator (specific fields)
+- **Tertiary:** (optional) TrajectoryEvaluator (request patterns)
+
+**Mocking Strategy:**
+- Mock all external API calls
+- Use function mocking (mockito type)
+- Simulate various response types
+
+**Test Cases:**
+```
+Success Paths:
+- Valid API responses
+- Different response formats
+- Pagination handling
+
+Error Handling:
+- API errors (500, 404, 403)
+- Timeout handling
+- Malformed responses
+
+Edge Cases:
+- Empty results
+- Large responses
+- Rate limiting
+```
+
+**Example Eval Set:**
+
+```json
+{
+  "version": "1.0",
+  "id": "api-agent-integration",
+  "name": "API Integration Tests",
+  "evaluatorRefs": ["JsonSimilarityEvaluator"],
+  "evaluations": [
+    {
+      "id": "test-1-fetch-user",
+      "name": "Fetch user from API",
+      "inputs": {"userId": "123"},
+      "evaluationCriterias": {
+        "JsonSimilarityEvaluator": {
+          "expectedOutput": {
+            "id": "123",
+            "name": "John Doe",
+            "email": "john@example.com"
+          }
+        }
+      },
+      "mockingStrategy": {
+        "type": "mockito",
+        "behaviors": [
+          {
+            "function": "api_call",
+            "arguments": {
+              "args": ["https://api.example.com/users/123"],
+              "kwargs": {}
+            },
+            "then": [
+              {
+                "type": "return",
+                "value": {
+                  "id": "123",
+                  "name": "John Doe",
+                  "email": "john@example.com"
+                }
+              }
+            ]
+          }
+        ]
+      }
+    },
+    {
+      "id": "test-2-api-error",
+      "name": "Handle API error",
+      "inputs": {"userId": "invalid"},
+      "evaluationCriterias": {
+        "JsonSimilarityEvaluator": {
+          "expectedOutput": {
+            "error": "User not found"
+          }
+        }
+      },
+      "mockingStrategy": {
+        "type": "mockito",
+        "behaviors": [
+          {
+            "function": "api_call",
+            "arguments": {
+              "args": ["https://api.example.com/users/invalid"],
+              "kwargs": {}
+            },
+            "then": [
+              {
+                "type": "raise",
+                "value": {
+                  "_target_": "Exception",
+                  "args": ["404 Not Found"]
+                }
+              }
+            ]
+          }
+        ]
+      }
+    }
+  ]
+}
+```
+
+## Test Case Organization Tips
+
+### By Scenario Type
+
+```
+eval-sets/
+├── {agent}-happy-path.json
+├── {agent}-edge-cases.json
+├── {agent}-error-handling.json
+└── {agent}-performance.json
+```
+
+### By Feature
+
+```
+eval-sets/
+├── {agent}-feature-a.json
+├── {agent}-feature-b.json
+└── {agent}-feature-c.json
+```
+
+### By Evaluator Type
+
+```
+eval-sets/
+├── {agent}-exact-match.json
+├── {agent}-semantic.json
+└── {agent}-trajectory.json
+```
+
+## Performance Optimization
+
+### Test Execution
+
+- **Use appropriate worker count**
+  - 4 workers: good default
+  - 8 workers: large evaluation sets
+  - 1 worker: debugging failures
+
+- **Enable caching for LLM evaluators**
+  ```bash
+  uv run uipath eval <agent> <eval-file> --mocker-cache
+  ```
+  - Faster re-runs
+  - Lower API costs
+  - Reproducible results
+
+- **Run subset during development**
+  - Create separate "smoke test" eval sets
+  - Use for quick validation
+  - Run full suite before committing
+
+### Test Design
+
+- **Minimize external dependencies**
+  - Mock external API calls
+  - Avoid real database calls
+  - Use test data, not production data
+
+- **Balance coverage vs. execution time**
+  - Comprehensive test suite
+  - But not so large it's slow
+  - Run full suite in CI, smoke tests locally
+
+- **Prioritize critical paths**
+  - Test most important workflows first
+  - Test happy path thoroughly
+  - Add edge cases incrementally
+
+## Maintenance
+
+### Keeping Tests Current
+
+- **Update when agent changes**
+  - Agent input/output schema changes
+  - New features added
+  - Bug fixes require test updates
+
+- **Review regularly**
+  - Remove obsolete tests
+  - Update test data
+  - Refactor for clarity
+
+- **Version evaluation sets**
+  - Track changes over time
+  - Maintain backward compatibility
+  - Document breaking changes
+
+### CI/CD Integration
+
+- **Run evaluations in CI/CD**
+  ```bash
+  uv run uipath eval <agent> evaluations/eval-sets/smoke-tests.json \
+    --workers 4 \
+    --mocker-cache \
+    --output-file eval-results.json
+  ```
+
+- **Fail pipeline on test failures**
+  - Set clear pass/fail criteria
+  - Monitor score trends
+  - Alert on regressions
+
+## Quick Reference
+
+### Evaluation Set Template
+
+```json
+{
+  "version": "1.0",
+  "id": "my-eval-set",
+  "name": "My Evaluation Set",
+  "description": "Description of test scenarios",
+  "evaluatorRefs": ["EvaluatorId"],
+  "evaluations": [
+    {
+      "id": "test-1",
+      "name": "Test name",
+      "inputs": {},
+      "evaluationCriterias": {
+        "EvaluatorId": {}
+      }
+    }
+  ]
+}
+```
+
+### Evaluator Selection Quick Guide
+
+| Agent Type | Primary Evaluator | Secondary | Notes |
+|-----------|------------------|-----------|-------|
+| Calculator | ExactMatch | - | Deterministic |
+| Text Generator | LLMJudge | Contains | Natural language |
+| Orchestrator | Trajectory | JsonSimilarity | Multi-step flow |
+| API Client | JsonSimilarity | ExactMatch | Structured data |
+| Summarizer | LLMJudge | Contains | Semantic matching |
+
+## Next Steps
+
+- [Creating Evaluations](creating-evaluations.md) - Start building tests
+- [Evaluation Sets](evaluation-sets.md) - Structure your test files
+- [Running Evaluations](running-evaluations.md) - Execute and analyze results
+- [Evaluators Guide](evaluators/README.md) - Deep dive into evaluator types
diff --git a/src/uipath/dev/skills/uipath/references/evaluators.md b/src/uipath/dev/skills/uipath/references/evaluators.md
new file mode 100644
index 0000000..37c2f26
--- /dev/null
+++ b/src/uipath/dev/skills/uipath/references/evaluators.md
@@ -0,0 +1,1701 @@
+# Use Evaluators
+
+Evaluators are the core components that validate agent output and execution. This guide provides detailed information on all available evaluator types and how to create custom evaluators.
+
+## Quick Navigation
+
+### Output-Based Evaluators
+
+Measure final results and validate what your agent returns:
+
+- **[Exact Match Evaluator](output-based/exact-match.md)** - Verify exact string matching
+- **[Contains Evaluator](output-based/contains.md)** - Check if output contains specific text
+- **[JSON Similarity Evaluator](output-based/json-similarity.md)** - Compare JSON structure similarity
+- **[LLM Judge Output Evaluator](output-based/llm-judge-output.md)** - LLM-powered semantic assessment
+
+See [Output-Based Overview](output-based/index.md) for comparison and selection guidance.
+
+### Trajectory-Based Evaluators
+
+Examine execution patterns and decision sequences during agent execution:
+
+- **[LLM Judge Trajectory Evaluator](trajectory-based/trajectory.md)** - Validate execution paths and decision-making
+- **[Tool Call Evaluators](trajectory-based/tool-calls.md)** - Validate tool sequences, counts, arguments, and outputs
+
+See [Trajectory-Based Overview](trajectory-based/index.md) for detailed information.
+
+### Custom Evaluators
+
+When built-in evaluators don't meet your needs:
+
+- **[Custom Python Evaluators](custom.md)** - Implement domain-specific evaluation logic
+
+## Evaluator Selection Guide
+
+| Agent Type | Recommended Evaluators | Why |
+|-----------|----------------------|-----|
+| Calculator/Deterministic | Exact Match | Deterministic results need exact match |
+| Natural Language | LLM Judge Output, Contains | Semantic equivalence and keyword checks |
+| Multi-Step Orchestration | Trajectory, JSON Similarity | Validate execution flow and output structure |
+| API Integration | JSON Similarity, Exact Match | Flexible JSON matching with strict field validation |
+| Multi-Tool Workflows | Tool Call Order/Count, Trajectory | Validate tool sequences and usage patterns |
+
+## Evaluation Scoring
+
+All evaluators return numeric scores:
+
+- **1.0** - Perfect pass
+- **0.5-0.9** - Partial success (for similarity-based evaluators)
+- **0.0** - Complete failure
+
+Results also include:
+- **Justification** - Why the score was given
+- **Execution metrics** - Performance data
+- **Complete traces** - Full execution history for debugging
+
+## Best Practices
+
+✅ **Do:**
+- Use multiple evaluators for comprehensive validation
+- Mix output-based and trajectory-based evaluators for complex agents
+- Create separate eval sets for different scenarios (happy path, edge cases, errors)
+- Use trajectory evaluators for agents with multiple steps/tools
+- Use LLM evaluators for natural language or fuzzy matching scenarios
+- Start with exact match for deterministic outputs, then add LLM evaluators
+
+❌ **Don't:**
+- Use only exact match for natural language outputs
+- Forget to test edge cases and error scenarios
+- Use trajectory evaluators when output-based is sufficient
+- Set too strict criteria early in development
+- Skip schema validation during test creation
+
+## Next Steps
+
+- **Getting Started?** Start with [Output-Based Overview](output-based/index.md)
+- **Complex Workflows?** Check [Trajectory-Based Overview](trajectory-based/index.md)
+- **Domain-Specific Logic?** See [Custom Evaluators](custom.md)
+- **Running Tests?** Go to [Running Evaluations](../running-evaluations.md)
+
+
+---
+
+# Custom Evaluators
+
+Custom Python Evaluators enable you to implement domain-specific evaluation logic tailored to your agent's unique requirements. When the built-in evaluators don't cover your specific use case, you can create custom evaluators with full control over evaluation criteria and scoring logic.
+
+## Overview
+
+**Use Cases:**
+- Domain-specific validation (healthcare data compliance, financial calculations)
+- Complex multi-step verification logic
+- Custom data extraction and comparison from tool calls
+- Specialized scoring algorithms (Jaccard similarity, Levenshtein distance, etc.)
+- Integration with external validation systems
+
+**Returns:** Any `EvaluationResult` type (`NumericEvaluationResult`, `BooleanEvaluationResult`, or `ErrorEvaluationResult`)
+
+## Project Structure
+
+Custom evaluators must follow this directory structure:
+
+```
+your-project/
+├── evals/
+│   ├── evaluators/
+│   │   ├── custom/
+│   │   │   ├── your_evaluator.py       # Custom evaluator implementation
+│   │   │   ├── another_evaluator.py    # Additional custom evaluators
+│   │   │   └── types/                  # Auto-generated type schemas
+│   │   │       ├── your-evaluator-types.json
+│   │   │       └── another-evaluator-types.json
+│   │   ├── your-evaluator.json         # Auto-generated config
+│   │   └── another-evaluator.json
+│   └── eval_sets/
+│       └── your_eval_set.json
+└── ...
+```
+
+**Important:** Custom evaluator files **must** be in `evals/evaluators/custom/` directory.
+
+## Creating a Custom Evaluator
+
+### Step 1: Generate Template
+
+```bash
+uipath add evaluator my-custom-evaluator
+```
+
+Creates `evals/evaluators/custom/my_custom_evaluator.py` with template structure.
+
+### Step 2: Implement Evaluation Logic
+
+A custom evaluator consists of three main components:
+
+#### 1. Evaluation Criteria Class
+
+Define the criteria specific to your evaluation:
+
+```python
+from pydantic import Field
+from uipath.eval.evaluators import BaseEvaluationCriteria
+
+class MyEvaluationCriteria(BaseEvaluationCriteria):
+    """Criteria for my custom evaluator."""
+    expected_values: list[str] = Field(default_factory=list)
+```
+
+#### 2. Evaluator Configuration Class
+
+Define configuration options for your evaluator:
+
+```python
+from uipath.eval.evaluators import BaseEvaluatorConfig
+
+class MyEvaluatorConfig(BaseEvaluatorConfig[MyEvaluationCriteria]):
+    """Configuration for my custom evaluator."""
+    name: str = "MyCustomEvaluator"
+    threshold: float = 0.8  # Minimum score to consider passing
+    case_sensitive: bool = False
+```
+
+#### 3. Evaluator Implementation Class
+
+Implement the core evaluation logic:
+
+```python
+from uipath.eval.evaluators import BaseEvaluator
+from uipath.eval.models import AgentExecution, NumericEvaluationResult
+
+class MyCustomEvaluator(
+    BaseEvaluator[MyEvaluationCriteria, MyEvaluatorConfig, str]
+):
+    """Custom evaluator with domain-specific logic."""
+
+    async def evaluate(
+        self,
+        agent_execution: AgentExecution,
+        evaluation_criteria: MyEvaluationCriteria
+    ) -> NumericEvaluationResult:
+        """Evaluate the agent execution against criteria."""
+        # Extract data
+        actual_values = self._extract_values(agent_execution)
+        expected_values = evaluation_criteria.expected_values
+
+        # Compute score
+        score = self._compute_similarity(actual_values, expected_values)
+
+        return NumericEvaluationResult(
+            score=score,
+            details=f"Expected: {expected_values}, Actual: {actual_values}"
+        )
+
+    def _extract_values(self, agent_execution: AgentExecution) -> list[str]:
+        """Extract values from agent execution."""
+        # Your custom extraction logic
+        return []
+
+    def _compute_similarity(self, actual: list[str], expected: list[str]) -> float:
+        """Compute similarity score."""
+        # Your custom scoring logic
+        return 0.0
+
+    @classmethod
+    def get_evaluator_id(cls) -> str:
+        """Get the unique evaluator identifier."""
+        return "MyCustomEvaluator"
+```
+
+### Step 3: Register the Evaluator
+
+```bash
+uipath register evaluator my_custom_evaluator.py
+```
+
+This command:
+1. Validates your evaluator implementation
+2. Generates `evals/evaluators/custom/types/my-custom-evaluator-types.json`
+3. Creates `evals/evaluators/my-custom-evaluator.json`
+
+The generated configuration:
+
+```json
+{
+  "version": "1.0",
+  "id": "MyCustomEvaluator",
+  "evaluatorTypeId": "file://types/my-custom-evaluator-types.json",
+  "evaluatorSchema": "file://my_custom_evaluator.py:MyCustomEvaluator",
+  "description": "Custom evaluator with domain-specific logic...",
+  "evaluatorConfig": {
+    "name": "MyCustomEvaluator",
+    "threshold": 0.8,
+    "caseSensitive": false
+  }
+}
+```
+
+### Step 4: Use in Evaluation Sets
+
+Reference your custom evaluator in evaluation sets:
+
+```json
+{
+  "version": "1.0",
+  "id": "my-eval-set",
+  "evaluatorRefs": ["MyCustomEvaluator"],
+  "evaluationItems": [
+    {
+      "id": "test-1",
+      "agentInput": {"query": "Process data"},
+      "evaluations": [
+        {
+          "evaluatorId": "MyCustomEvaluator",
+          "evaluationCriteria": {
+            "expectedValues": ["value1", "value2"]
+          }
+        }
+      ]
+    }
+  ]
+}
+```
+
+## Working with Agent Traces
+
+Custom evaluators often extract information from tool calls in the agent execution trace.
+
+### Extracting Tool Calls
+
+```python
+from uipath.eval._helpers.evaluators_helpers import extract_tool_calls
+
+def _process_tool_calls(self, agent_execution: AgentExecution) -> list[str]:
+    """Extract and process tool calls from the execution trace."""
+    tool_calls = extract_tool_calls(agent_execution.agent_trace)
+
+    results = []
+    for tool_call in tool_calls:
+        tool_name = tool_call.name
+        args = tool_call.args or {}
+
+        if tool_name == "SpecificTool":
+            data = args.get("parameter_name", "")
+            results.append(data)
+
+    return results
+```
+
+### Available Helper Functions
+
+```python
+from uipath.eval._helpers.evaluators_helpers import (
+    extract_tool_calls,          # Extract tool calls with arguments
+    extract_tool_calls_names,     # Extract just tool names
+    extract_tool_calls_outputs,   # Extract tool outputs
+    trace_to_str,                 # Convert trace to string
+)
+```
+
+## Best Practices
+
+### 1. Type Annotations and Documentation
+
+```python
+def _extract_data(
+    self,
+    agent_execution: AgentExecution,
+    tool_name: str
+) -> list[str]:
+    """Extract data from specific tool calls.
+
+    Args:
+        agent_execution: The agent execution to process
+        tool_name: The name of the tool to extract data from
+
+    Returns:
+        List of extracted data strings
+
+    Raises:
+        ValueError: If the tool call format is invalid
+    """
+```
+
+### 2. Error Handling
+
+```python
+from uipath.eval.models import ErrorEvaluationResult
+
+async def evaluate(
+    self,
+    agent_execution: AgentExecution,
+    evaluation_criteria: MyCriteria
+) -> EvaluationResult:
+    """Evaluate with error handling."""
+    try:
+        score = self._compute_score(agent_execution)
+        return NumericEvaluationResult(score=score)
+    except Exception as e:
+        return ErrorEvaluationResult(
+            error=f"Evaluation failed: {str(e)}"
+        )
+```
+
+### 3. Clear Scoring Logic
+
+```python
+def _compute_score(
+    self,
+    actual: list[str],
+    expected: list[str]
+) -> float:
+    """Compute evaluation score.
+
+    Scoring algorithm:
+    - 1.0: Perfect match (all expected items found)
+    - 0.5-0.99: Partial match (some items found)
+    - 0.0: No match (no items found)
+    """
+    if not expected:
+        return 1.0 if not actual else 0.0
+
+    matches = len(set(actual).intersection(set(expected)))
+    return matches / len(expected)
+```
+
+### 4. Testing
+
+```python
+import pytest
+from uipath.eval.models import AgentExecution
+
+@pytest.mark.asyncio
+async def test_custom_evaluator() -> None:
+    """Test custom evaluator logic."""
+    agent_execution = AgentExecution(
+        agent_input={"query": "test"},
+        agent_output={"result": "test output"},
+        agent_trace=[],
+    )
+
+    evaluator = MyCustomEvaluator(
+        id="test-evaluator",
+        config={
+            "name": "MyCustomEvaluator",
+            "threshold": 0.8,
+        }
+    )
+
+    criteria = MyEvaluationCriteria(expected_values=["value1"])
+    result = await evaluator.evaluate(agent_execution, criteria)
+
+    assert result.score >= 0.0
+    assert result.score <= 1.0
+```
+
+## Common Patterns
+
+### Pattern 1: Extract Data from Specific Tools
+
+```python
+def _extract_from_specific_tool(
+    self, agent_execution: AgentExecution
+) -> str:
+    """Extract data from a specific tool call."""
+    tool_calls = extract_tool_calls(agent_execution.agent_trace)
+
+    for tool_call in tool_calls:
+        if tool_call.name == "TargetTool":
+            args = tool_call.args or {}
+            return str(args.get("target_parameter", ""))
+
+    return ""
+```
+
+### Pattern 2: Set-Based Similarity
+
+```python
+def _compute_set_similarity(
+    self, actual: list[str], expected: list[str]
+) -> float:
+    """Compute similarity using set operations (Jaccard similarity)."""
+    expected_set = set(expected) if expected else set()
+    actual_set = set(actual) if actual else set()
+
+    if len(expected_set) == 0 and len(actual_set) == 0:
+        return 1.0
+
+    intersection = len(expected_set.intersection(actual_set))
+    union = len(expected_set.union(actual_set))
+    return intersection / union if union > 0 else 0.0
+```
+
+## Troubleshooting
+
+### Evaluator Not Found
+
+**Error:** `Could not find '<filename>' in evals/evaluators/custom folder`
+
+**Solution:** Ensure file is in `evals/evaluators/custom/` directory.
+
+### Class Not Inheriting from BaseEvaluator
+
+**Error:** `Could not find a class inheriting from BaseEvaluator`
+
+**Solution:** Verify class properly inherits:
+
+```python
+from uipath.eval.evaluators import BaseEvaluator
+
+class MyEvaluator(BaseEvaluator[...]):  # ✓ Correct
+    pass
+```
+
+### Missing get_evaluator_id Method
+
+**Error:** `Error getting evaluator ID`
+
+**Solution:** Implement required class method:
+
+```python
+@classmethod
+def get_evaluator_id(cls) -> str:
+    return "MyUniqueEvaluatorId"
+```
+
+## Generic Type Parameters
+
+```python
+class MyEvaluator(BaseEvaluator[T, C, J]):
+    """
+    T: Evaluation criteria type (subclass of BaseEvaluationCriteria)
+    C: Configuration type (subclass of BaseEvaluatorConfig[T])
+    J: Justification type (str, None, or BaseEvaluatorJustification)
+    """
+```
+
+## Related Documentation
+
+- [Output-Based Evaluators](output-based/index.md): Built-in output evaluators
+- [Trajectory-Based Evaluators](trajectory-based/index.md): Built-in trajectory evaluators
+- [Running Evaluations](../running-evaluations.md): How to execute evaluations
+- [Evaluation Sets](../evaluation-sets.md): Defining test cases
+
+## Next Steps
+
+- [Back to Evaluators Overview](README.md)
+- [Running Evaluations](../running-evaluations.md)
+- [Best Practices](../best-practices.md)
+
+
+---
+
+# Contains Evaluator
+
+Checks whether the agent's output contains a specific search text (substring matching).
+
+## Overview
+
+**Evaluator ID:** `contains`
+
+**Use Cases:**
+- Verify specific keywords or phrases appear in output
+- Check for presence of expected content
+- Test that error messages contain specific text
+- Validate outputs include required information
+
+**Returns:** Binary score (1.0 if found, 0.0 if not found)
+
+## Configuration
+
+### Key Parameters
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `name` | `str` | `"ContainsEvaluator"` | Display name |
+| `case_sensitive` | `bool` | `False` | Case-sensitive search |
+| `negated` | `bool` | `False` | If True, passes when text is NOT found |
+| `target_output_key` | `str` | `"*"` | Specific field to search (use "*" for entire output) |
+| `default_evaluation_criteria` | `dict` | `None` | Default criteria if not specified per test |
+
+**Important:** Agent output must be a dictionary. The value is converted to a string before checking.
+
+## Evaluation Criteria
+
+```json
+{
+  "search_text": "text-to-search-for"
+}
+```
+
+## Scoring
+
+- **1.0** - Search text found in output
+- **0.0** - Search text not found
+
+## Usage Examples
+
+### Basic Keyword Search
+
+```json
+{
+  "version": "1.0",
+  "id": "ContainsEvaluator",
+  "description": "Validates keyword presence",
+  "evaluatorTypeId": "uipath-contains",
+  "evaluatorConfig": {
+    "name": "ContainsEvaluator",
+    "case_sensitive": false,
+    "targetOutputKey": "response"
+  }
+}
+```
+
+In test: Search for `"Paris"` in response `"The capital of France is Paris."` → **Score: 1.0**
+
+### Case-Sensitive Search
+
+```json
+{
+  "evaluatorConfig": {
+    "name": "ContainsEvaluator",
+    "case_sensitive": true,
+    "targetOutputKey": "message"
+  }
+}
+```
+
+Search for `"hello"` in `"Hello World"` with case-sensitive=true → **Score: 0.0** (case mismatch)
+
+### Negated Search
+
+Pass when text is NOT present:
+
+```json
+{
+  "evaluatorConfig": {
+    "name": "ContainsEvaluator",
+    "negated": true,
+    "targetOutputKey": "status"
+  }
+}
+```
+
+Search for `"error"` in `"Success: Operation completed"` with negated=true → **Score: 1.0** (error not found, which is what we want)
+
+### Target Specific Field
+
+Only search within one field:
+
+```json
+{
+  "evaluatorConfig": {
+    "name": "ContainsEvaluator",
+    "targetOutputKey": "message"
+  }
+}
+```
+
+Agent output:
+```json
+{
+  "status": "success",
+  "message": "User profile updated successfully"
+}
+```
+
+Search for `"updated"` → Only searches in "message" field → **Score: 1.0**
+
+## Best Practices
+
+1. **Use case-insensitive matching** by default to make tests more robust
+2. **Combine with other evaluators** for comprehensive validation
+3. **Use negated mode** to ensure error messages or sensitive data are NOT present
+4. **Target specific fields** when evaluating structured outputs to reduce false positives
+5. **Remember substring matching** - this evaluator uses substring search, not full-text or regex
+
+## Common Use Cases
+
+### Validate Required Keywords
+
+Multiple evaluators for different keywords:
+
+```json
+{
+  "evaluations": [
+    {
+      "evaluatorId": "contains-greeting",
+      "evaluationCriteria": {"search_text": "hello"}
+    },
+    {
+      "evaluatorId": "contains-name",
+      "evaluationCriteria": {"search_text": "John"}
+    }
+  ]
+}
+```
+
+### Ensure No Error Messages
+
+Use negated mode:
+
+```json
+{
+  "evaluatorId": "no-errors",
+  "evaluationCriteria": {"search_text": "error"},
+  "config": {"negated": true}
+}
+```
+
+### Email Validation
+
+Check email contains required domain:
+
+```json
+{
+  "evaluatorId": "email-domain",
+  "evaluationCriteria": {"search_text": "@company.com"},
+  "config": {"targetOutputKey": "email"}
+}
+```
+
+## When to Use
+
+✅ Use Contains when:
+- Specific keywords must be present
+- Partial text matching is sufficient
+- Flexible text variations acceptable
+- Checking for required information in long responses
+
+❌ Don't use when:
+- Exact match required
+- Complex pattern matching needed (use regex in custom evaluator)
+- Entire JSON structure needs validation (use JSON Similarity)
+
+## When NOT to Use
+
+- For exact text matching (use [Exact Match Evaluator](exact-match.md))
+- For complex pattern matching (use custom evaluator with regex)
+- For natural language semantic matching (use [LLM Judge](llm-judge-output.md))
+- For JSON structure validation (use [JSON Similarity](json-similarity.md))
+
+## Related Evaluators
+
+- [Exact Match Evaluator](exact-match.md): For exact string matching
+- [JSON Similarity Evaluator](json-similarity.md): For structural comparison
+- [LLM Judge Output Evaluator](llm-judge-output.md): For semantic similarity
+
+## Next Steps
+
+- [Back to Output-Based Overview](index.md)
+- [JSON Similarity Evaluator](json-similarity.md)
+- [Running Evaluations](../../running-evaluations.md)
+
+
+---
+
+# Exact Match Evaluator
+
+Verifies exact string matching between agent output and expected output. This is the most strict deterministic evaluator.
+
+## Overview
+
+**Evaluator ID:** `exact-match`
+
+**Use Cases:**
+- Validate exact responses (status codes, IDs)
+- Test deterministic outputs
+- Ensure precise formatting is maintained
+- Verify exact data values
+
+**Returns:** Binary score (1.0 if exact match, 0.0 otherwise)
+
+## Configuration
+
+### Key Parameters
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `name` | `str` | `"ExactMatchEvaluator"` | Display name |
+| `case_sensitive` | `bool` | `False` | Case-sensitive comparison |
+| `negated` | `bool` | `False` | If True, passes when outputs do NOT match |
+| `target_output_key` | `str` | `"*"` | Specific field to evaluate (use "*" for entire output) |
+| `default_evaluation_criteria` | `dict` | `None` | Default expected output if not specified per test |
+
+**Important:** Agent output must always be a dictionary (e.g., `{"result": "value"}`). Use `target_output_key` to extract specific fields.
+
+## Evaluation Criteria
+
+```json
+{
+  "expected_output": {
+    "result": "exact-value-here"
+  }
+}
+```
+
+## Scoring
+
+- **1.0** - Exact match found
+- **0.0** - No match
+
+## Usage Examples
+
+### Basic Exact Match
+
+Compare the entire output as a dictionary:
+
+```json
+{
+  "version": "1.0",
+  "id": "ExactMatchEvaluator",
+  "description": "Exact string matching validator",
+  "evaluatorTypeId": "uipath-exact-match",
+  "evaluatorConfig": {
+    "name": "ExactMatchEvaluator",
+    "targetOutputKey": "*",
+    "case_sensitive": false,
+    "negated": false,
+    "defaultEvaluationCriteria": {
+      "expectedOutput": {
+        "status": "success",
+        "code": 200
+      }
+    }
+  }
+}
+```
+
+### Case-Sensitive Matching
+
+Fail on case mismatch:
+
+```json
+{
+  "evaluatorConfig": {
+    "name": "ExactMatchEvaluator",
+    "case_sensitive": true,
+    "targetOutputKey": "status"
+  }
+}
+```
+
+### Target Specific Field
+
+Only compare one field from output:
+
+```json
+{
+  "evaluatorConfig": {
+    "name": "ExactMatchEvaluator",
+    "targetOutputKey": "result"
+  }
+}
+```
+
+Agent output `{"result": "approved", "timestamp": "2024-01-01"}` with `expected_output: {"result": "approved"}` → **Score: 1.0** (timestamp ignored)
+
+### Negated Mode
+
+Pass when outputs do NOT match:
+
+```json
+{
+  "evaluatorConfig": {
+    "name": "ExactMatchEvaluator",
+    "negated": true,
+    "targetOutputKey": "error"
+  }
+}
+```
+
+Agent output `{"error": null}` vs expected `{"error": "validation error"}` → **Score: 1.0** (they don't match, which is what we want)
+
+## Best Practices
+
+1. **Use for deterministic outputs** where exact matches are expected
+2. **Consider case sensitivity** - use insensitive mode by default for robustness
+3. **Use case-insensitive mode** by default for more robust tests
+4. **For structured data**, consider using [JSON Similarity Evaluator](json-similarity.md) instead
+5. **Combine with other evaluators** for comprehensive testing
+6. **Be careful with whitespace** - exact match includes all whitespace characters
+
+## Common Issues
+
+### Whitespace Sensitivity
+
+Exact Match includes all whitespace:
+- `"hello"` ≠ `"hello "` (trailing space)
+- `"hello\nworld"` ≠ `"hello world"` (newline vs space)
+
+**Solution:** Trim whitespace in your agent output or use JSON Similarity for tolerance.
+
+### Case Sensitivity
+
+By default, case-insensitive. Enable only if case matters:
+```json
+{
+  "case_sensitive": true
+}
+```
+
+### Type Mismatch
+
+Expected `"5"` (string) but got `5` (number):
+- Case-sensitive: Fails
+- Use JSON Similarity if type flexibility needed
+
+## When NOT to Use
+
+- When output can vary slightly but still be correct
+- For natural language outputs (use [LLM Judge](llm-judge-output.md) instead)
+- When comparing complex JSON structures (use [JSON Similarity](json-similarity.md))
+- When partial matches are acceptable (use [Contains](contains.md))
+
+## Related Evaluators
+
+- [Contains Evaluator](contains.md): For partial string matching
+- [JSON Similarity Evaluator](json-similarity.md): For flexible JSON comparison
+- [LLM Judge Output Evaluator](llm-judge-output.md): For semantic similarity
+
+## Next Steps
+
+- [Back to Output-Based Overview](index.md)
+- [JSON Similarity Evaluator](json-similarity.md)
+- [Running Evaluations](../../running-evaluations.md)
+
+
+---
+
+# JSON Similarity Evaluator
+
+Performs flexible structural comparison of JSON-like outputs using a tree-based matching algorithm.
+
+## Overview
+
+**Evaluator ID:** `json-similarity`
+
+**Use Cases:**
+- Compare complex nested JSON structures
+- Validate API responses with tolerance for minor differences
+- Test structured outputs where exact matches are too strict
+- Measure similarity when numeric values may vary slightly
+
+**Returns:** Continuous score from 0.0 to 1.0 (0-100% similarity)
+
+## How It Works
+
+### Tree-Based Matching Algorithm
+
+1. **Tree Structure:** Treats JSON/dictionary as tree with nested objects and arrays
+2. **Leaf Comparison:** Only leaf nodes (actual values) are compared using type-specific similarity:
+   - **Strings:** Levenshtein distance (edit distance) for textual similarity
+   - **Numbers:** Absolute difference with tolerance (within 1% considered similar)
+   - **Booleans:** Exact match required (binary comparison)
+3. **Structural Recursion:** Recursively traverses and compares:
+   - **Objects:** All expected keys (extra keys in actual output ignored)
+   - **Arrays:** Elements by position (index-based matching)
+4. **Score Calculation:** `matched_leaves / total_leaves`
+
+The final score represents the percentage of matching leaf nodes in the tree structure.
+
+## Configuration
+
+### Key Parameters
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `name` | `str` | `"JsonSimilarityEvaluator"` | Display name |
+| `target_output_key` | `str` | `"*"` | Specific field to evaluate (use "*" for entire output) |
+| `default_evaluation_criteria` | `dict` | `None` | Default expected structure |
+
+## Evaluation Criteria
+
+```json
+{
+  "expected_output": {
+    "field1": "value1",
+    "nested": {
+      "field2": "value2"
+    }
+  }
+}
+```
+
+## Scoring
+
+| Score Range | Interpretation |
+|-------------|----------------|
+| **1.0** | Perfect match (all leaves identical) |
+| **0.9-0.99** | Very high similarity (minor differences) |
+| **0.7-0.89** | Good similarity (some differences) |
+| **0.5-0.69** | Moderate similarity (significant differences) |
+| **0.0-0.49** | Low similarity (major differences) |
+
+## Usage Examples
+
+### Basic JSON Comparison
+
+```json
+{
+  "version": "1.0",
+  "id": "JsonSimilarityEvaluator",
+  "evaluatorTypeId": "uipath-json-similarity",
+  "evaluatorConfig": {
+    "name": "JsonSimilarityEvaluator",
+    "targetOutputKey": "*"
+  }
+}
+```
+
+Test:
+- Input: `{"name": "John Doe", "age": 30, "city": "New York"}`
+- Expected: `{"name": "John Doe", "age": 30, "city": "New York"}`
+- **Score: 1.0** (perfect match, 3/3 leaves matched)
+
+### Numeric Tolerance
+
+Numbers within ~1% are considered similar:
+
+```json
+{
+  "temperature": 20.5,
+  "humidity": 65
+}
+```
+
+vs expected:
+
+```json
+{
+  "temperature": 20.3,
+  "humidity": 65
+}
+```
+
+- Temperature: 20.5 vs 20.3 (0.2 difference, ~1%) → Similar
+- Humidity: 65 vs 65 → Exact
+- **Score: ~0.99** (very high similarity despite numeric difference)
+
+### String Similarity
+
+Typos don't cause complete failure (Levenshtein distance):
+
+```json
+{
+  "status": "completed sucessfully"  // typo: "sucessfully" not "successfully"
+}
+```
+
+vs expected:
+
+```json
+{
+  "status": "completed successfully"
+}
+```
+
+- String similarity calculated using edit distance
+- **Score: ~0.95** (high similarity despite typo)
+
+### Nested Structures
+
+Recursively compares all levels:
+
+```json
+{
+  "user": {
+    "name": "Alice",
+    "profile": {
+      "age": 25,
+      "location": "Paris"
+    }
+  },
+  "status": "active"
+}
+```
+
+All fields from different nesting levels are compared as leaf nodes.
+
+### Array Comparison
+
+Arrays compared by position (index-based):
+
+```json
+{
+  "items": ["apple", "banana", "orange"]
+}
+```
+
+vs expected:
+
+```json
+{
+  "items": ["apple", "banana", "grape"]
+}
+```
+
+- Position 0: "apple" = "apple" ✓
+- Position 1: "banana" = "banana" ✓
+- Position 2: "orange" ≠ "grape" ✗
+- **Score: ~0.67** (2/3 correct)
+
+### Handling Extra Keys
+
+Extra keys in actual output are ignored:
+
+```json
+{
+  "name": "Bob",
+  "age": 30,
+  "extra_field": "ignored"
+}
+```
+
+vs expected:
+
+```json
+{
+  "name": "Bob",
+  "age": 30
+}
+```
+
+Only expected keys evaluated → **Score: 1.0**
+
+### Target Specific Field
+
+Only compare one field from output:
+
+```json
+{
+  "evaluatorConfig": {
+    "name": "JsonSimilarityEvaluator",
+    "targetOutputKey": "result"
+  }
+}
+```
+
+Agent output:
+```json
+{
+  "result": {"score": 95, "passed": true},
+  "metadata": {"timestamp": "2024-01-01"}
+}
+```
+
+Only "result" field compared → metadata ignored.
+
+## Best Practices
+
+1. **Use for structured data** like JSON, dictionaries, or objects
+2. **Set score thresholds** based on your tolerance (e.g., require score ≥ 0.9)
+3. **Combine with exact match** for critical fields that must match exactly
+4. **Only expected keys matter** - extra keys in actual output are automatically ignored
+5. **Consider array order** - elements are compared by position
+6. **Useful for API testing** where responses may have minor variations
+
+## When to Use vs Other Evaluators
+
+**Use JSON Similarity when:**
+- Comparing complex nested structures
+- Minor numeric differences are acceptable
+- String typos shouldn't cause complete failure
+- You need a granular similarity score
+- API responses may have minor variations
+
+**Use Exact Match when:**
+- Output must match precisely
+- No tolerance for any differences
+- Simple string comparison needed
+
+**Use LLM Judge when:**
+- Semantic meaning matters more than structure
+- Natural language comparison needed
+- Context and intent should be considered
+
+## Common Issues
+
+### Array Order Matters
+
+If order shouldn't matter, use custom evaluator with set-based comparison instead.
+
+### Missing Fields
+
+If actual output lacks expected field, it scores lower than with all fields present.
+
+### Type Mismatch
+
+`5` (number) vs `"5"` (string) are compared differently:
+- Numbers use numeric tolerance
+- Strings use Levenshtein distance
+- Result: Different similarity scores
+
+### Floating Point Precision
+
+Numbers with floating point differences:
+- `3.14159` vs `3.14160` → Very high similarity (within 1%)
+
+## Performance
+
+- **Speed:** Fast (no LLM calls, pure algorithmic)
+- **Complexity:** O(n) where n = total number of leaf nodes
+- **Memory:** Efficient (doesn't require full tree materialization)
+
+## Related Evaluators
+
+- [Exact Match Evaluator](exact-match.md): For strict matching
+- [Contains Evaluator](contains.md): For substring matching
+- [LLM Judge Output Evaluator](llm-judge-output.md): For semantic comparison
+
+## Next Steps
+
+- [Back to Output-Based Overview](index.md)
+- [LLM Judge Evaluator](llm-judge-output.md)
+- [Running Evaluations](../../running-evaluations.md)
+
+
+---
+
+# LLM Judge Output Evaluators
+
+Uses Language Models to assess the quality and semantic similarity of agent outputs. These evaluators are ideal when deterministic comparison is insufficient and human-like judgment is needed.
+
+## Overview
+
+There are two variants:
+
+1. **LLM Judge Output Evaluator** - General semantic similarity evaluation
+2. **LLM Judge Strict JSON Similarity Output Evaluator** - Strict JSON structure matching with LLM judgment
+
+**Use Cases:**
+- Evaluate natural language outputs
+- Assess semantic similarity beyond exact matching
+- Judge output quality based on intent and meaning
+- Validate structured outputs with flexible criteria
+
+**Returns:** Continuous score from 0.0 to 1.0 with LLM justification
+
+## LLM Service Integration
+
+LLM Judge evaluators use the **UiPathLlmService** by default, which:
+- Integrates with configured LLM providers through the UiPath platform
+- Supports multiple providers (OpenAI, Anthropic, etc.)
+- Allows custom LLM service if needed
+
+### Model Selection
+
+Specify the model according to your LLM service's conventions:
+
+```json
+{
+  "model": "gpt-4o-2024-11-20",  // OpenAI
+  "model": "claude-3-5-sonnet-20241022"  // Anthropic
+}
+```
+
+## LLM Judge Output Evaluator
+
+### Overview
+
+**Evaluator ID:** `llm-judge-output-semantic-similarity`
+
+General semantic similarity evaluation using LLM judgment.
+
+### Configuration
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `name` | `str` | `"LLMJudgeOutputEvaluator"` | Display name |
+| `model` | `str` | Required | LLM model to use |
+| `temperature` | `float` | `0.0` | LLM temperature (0.0 for deterministic) |
+| `max_tokens` | `int` | `None` | Maximum tokens for response |
+| `prompt` | `str` | Default | Custom evaluation prompt |
+| `target_output_key` | `str` | `"*"` | Specific field to evaluate |
+| `default_evaluation_criteria` | `dict` | `None` | Default criteria |
+
+### Evaluation Criteria
+
+```json
+{
+  "expected_output": {
+    "result": "Expected text or description"
+  }
+}
+```
+
+### Prompt Placeholders
+
+The prompt template supports these placeholders:
+
+- `{{ActualOutput}}` - The output produced by the agent
+- `{{ExpectedOutput}}` - The expected output from criteria
+
+### Usage Examples
+
+#### Basic Semantic Similarity
+
+```json
+{
+  "version": "1.0",
+  "id": "LLMJudgeOutputEvaluator",
+  "evaluatorTypeId": "uipath-llm-judge-output-semantic-similarity",
+  "evaluatorConfig": {
+    "name": "LLMJudgeOutputEvaluator",
+    "model": "gpt-4o-2024-11-20",
+    "temperature": 0.0,
+    "targetOutputKey": "answer"
+  }
+}
+```
+
+Test:
+- Input: `{"query": "What is the capital of France?"}`
+- Actual output: `{"answer": "Paris is the capital city of France."}`
+- Expected: `{"answer": "The capital of France is Paris."}`
+- **Score: ~0.95** (semantically equivalent, different wording)
+
+#### Custom Evaluation Prompt
+
+```json
+{
+  "evaluatorConfig": {
+    "name": "LLMJudgeOutputEvaluator",
+    "model": "gpt-4o-2024-11-20",
+    "temperature": 0.0,
+    "prompt": "Compare the actual output with the expected output.\nFocus on semantic meaning and intent rather than exact wording.\n\nActual Output: {{ActualOutput}}\nExpected Output: {{ExpectedOutput}}\n\nProvide a score from 0-100 based on semantic similarity."
+  }
+}
+```
+
+#### Natural Language Quality Assessment
+
+Evaluate email quality:
+- Actual: Multi-sentence professional response
+- Expected: Professional, courteous response addressing the inquiry
+- **Score: 0.9-0.95** (LLM judges professionalism and tone)
+
+### Best Practices
+
+1. **Use temperature 0.0** for deterministic evaluations
+2. **Craft clear prompts** - Be specific about evaluation criteria
+3. **Include both placeholders** - Always use `{{ActualOutput}}` and `{{ExpectedOutput}}`
+4. **Set score thresholds** - Define minimum acceptable scores (e.g., ≥ 0.8)
+5. **Review justifications** - Use LLM explanations to understand scores
+6. **Cost awareness** - LLM evaluations use API calls, monitor token costs
+
+## LLM Judge Strict JSON Similarity Output Evaluator
+
+### Overview
+
+**Evaluator ID:** `llm-judge-output-strict-json-similarity`
+
+Performs **per-key matching** on JSON structures with penalty-based scoring.
+
+### How It Works
+
+1. **Key Inventory:** Identifies all top-level keys in expected and actual outputs
+2. **Per-Key Matching:** For each expected key, checks if it exists in actual output
+3. **Content Assessment:** For matching keys, evaluates content similarity (identical/similar/different)
+4. **Penalty-Based Scoring:** Calculates score using penalties per key (where N = total expected keys):
+   - **Missing key** (not in actual): `100/N` penalty
+   - **Wrong key** (exists but different content): `100/N` penalty
+   - **Similar key** (similar content): `50/N` penalty
+   - **Identical key** (identical content): `0` penalty
+   - **Extra key** (in actual but not expected): `10/N` penalty
+
+**Final Score:** `100 - total_penalty` (normalized to 0-1 scale)
+
+### Why "Strict"?
+
+Unlike standard `LLMJudgeOutputEvaluator` which evaluates semantic similarity holistically:
+- **Enforces structural matching** - Each expected key must be present
+- **Penalizes missing keys heavily** - Same as wrong content (100/N penalty)
+- **Evaluates per-key** - Independence between key evaluations
+- **Deterministic scoring formula** - Mechanical calculation based on key-level assessments
+
+### Configuration
+
+Same as LLMJudgeOutputEvaluator
+
+### Usage Example
+
+```json
+{
+  "version": "1.0",
+  "id": "LLMJudgeStrictJSONSimilarity",
+  "evaluatorTypeId": "uipath-llm-judge-output-strict-json-similarity",
+  "evaluatorConfig": {
+    "name": "LLMJudgeStrictJSONSimilarityOutputEvaluator",
+    "model": "gpt-4o-2024-11-20",
+    "temperature": 0.0
+  }
+}
+```
+
+Test with 4 expected keys:
+- Actual output has all 4 keys with similar/identical content
+- **Score: 100 - penalties** based on per-key matching
+- Example: 1 identical (0), 2 similar (50/4 + 50/4 = 25), 1 wrong (100/4 = 25) → Score: 50
+
+## When to Use vs Other Evaluators
+
+### Use LLM Judge Output when:
+- Semantic meaning matters more than exact wording
+- Natural language outputs need human-like judgment
+- Context and intent are important
+- Flexible evaluation criteria needed
+- Cost is acceptable for improved accuracy
+
+### Use Deterministic Evaluators when:
+- Exact matches are required
+- Output format is predictable
+- Speed and cost are priorities
+- No ambiguity in correctness
+
+### Use Strict JSON when:
+- JSON structure is critical
+- Each key must be present
+- Per-key evaluation needed
+- Less flexible than standard LLM Judge
+
+## Configuration Tips
+
+### Temperature Settings
+
+- **0.0** (recommended): Deterministic, consistent results
+- **0.1**: Slight variation for nuanced judgment
+- **>0.3**: Not recommended (too inconsistent for evaluation)
+
+### Cost Considerations
+
+- Each evaluation makes one LLM API call
+- Token usage depends on:
+  - Length of actual output
+  - Length of expected output
+  - Prompt length
+- Consider caching for repeated evaluations
+
+## Error Handling
+
+The evaluator will raise `UiPathEvaluationError` if:
+- LLM service is unavailable
+- Prompt doesn't contain required placeholders
+- LLM response cannot be parsed
+- Model returns invalid JSON
+
+## Related Evaluators
+
+- [Exact Match Evaluator](exact-match.md): For strict string matching
+- [JSON Similarity Evaluator](json-similarity.md): For deterministic JSON comparison
+- [Contains Evaluator](contains.md): For substring matching
+- [LLM Judge Trajectory Evaluator](../trajectory-based/trajectory.md): For evaluating execution paths
+
+## Next Steps
+
+- [Back to Output-Based Overview](index.md)
+- [Running Evaluations](../../running-evaluations.md)
+- [Best Practices](../../best-practices.md)
+
+
+---
+
+# LLM Judge Trajectory Evaluator
+
+Uses Language Models to assess the quality of agent execution trajectories - the sequence of decisions and actions an agent takes.
+
+## Overview
+
+**Evaluator ID:** `llm-judge-trajectory-similarity`
+
+**Use Cases:**
+- Validate agent decision-making processes
+- Ensure agents follow expected execution paths
+- Evaluate tool usage patterns and sequencing
+- Assess agent behavior in complex scenarios
+- Validate multi-step workflows
+
+**Returns:** Continuous score from 0.0 to 1.0 with justification
+
+## Variants
+
+Two variants available:
+
+1. **LLM Judge Trajectory Evaluator** - General trajectory evaluation
+2. **LLM Judge Trajectory Simulation Evaluator** - For tool simulation scenarios
+
+## Configuration
+
+### Key Parameters
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `name` | `str` | `"LLMJudgeTrajectoryEvaluator"` | Display name |
+| `model` | `str` | Required | LLM model to use |
+| `temperature` | `float` | `0.0` | LLM temperature (0.0 for deterministic) |
+| `max_tokens` | `int` | `None` | Maximum tokens for response |
+| `prompt` | `str` | Default | Custom evaluation prompt |
+| `default_evaluation_criteria` | `dict` | `None` | Default criteria |
+
+## Evaluation Criteria
+
+```json
+{
+  "expected_agent_behavior": "Detailed description of expected behavior"
+}
+```
+
+## Prompt Placeholders
+
+The prompt template supports these placeholders:
+
+- `{{AgentRunHistory}}` - The agent's execution trace/trajectory
+- `{{ExpectedAgentBehavior}}` - The expected behavior description
+- `{{UserOrSyntheticInput}}` - The input provided to the agent
+
+## Understanding Agent Traces
+
+The agent execution trace contains spans showing:
+
+- **Tool calls** made by the agent
+- **LLM reasoning** steps
+- **Decision points** and choices
+- **Action sequences** in order
+- **Intermediate results** between steps
+
+Example trace structure:
+```python
+agent_trace = [
+    {
+        "name": "search_flights",
+        "type": "tool",
+        "inputs": {"destination": "Paris"},
+        "output": {"flights": [...]}
+    },
+    {
+        "name": "llm_reasoning",
+        "type": "llm",
+        "content": "User wants cheapest option..."
+    },
+    {
+        "name": "book_flight",
+        "type": "tool",
+        "inputs": {"flight_id": "FL123"},
+        "output": {"status": "confirmed"}
+    }
+]
+```
+
+## Usage Examples
+
+### Basic Trajectory Evaluation
+
+```json
+{
+  "version": "1.0",
+  "id": "TrajectoryJudge",
+  "evaluatorTypeId": "llm-judge-trajectory-similarity",
+  "evaluatorConfig": {
+    "name": "LLMJudgeTrajectoryEvaluator",
+    "model": "gpt-4o-2024-11-20",
+    "temperature": 0.0
+  }
+}
+```
+
+Test:
+- Input: `{"user_query": "Book a flight to Paris"}`
+- Expected behavior: `"Agent should search flights, present options, process booking, confirm"`
+- Actual trace: Shows search → present → book → confirm sequence
+- **Score: ~0.95** (followed expected sequence with good decision-making)
+
+### Detailed Behavior Description
+
+```json
+{
+  "expected_agent_behavior": """
+  The agent should follow this sequence:
+
+  1. Validate user authentication status
+     - If not authenticated, request login
+     - If authenticated, proceed to step 2
+
+  2. Fetch user's order history
+     - Use the get_orders tool with user_id
+
+  3. Identify the problematic order
+     - Search for orders with 'delayed' status
+
+  4. Provide explanation to user
+     - Include order details and delay reason
+
+  5. Offer resolution
+     - Present refund or expedited shipping options
+
+  The agent should maintain a helpful tone throughout
+  and adapt responses based on user reactions.
+  """
+}
+```
+
+### Custom Evaluation Prompt
+
+```json
+{
+  "evaluatorConfig": {
+    "name": "LLMJudgeTrajectoryEvaluator",
+    "model": "gpt-4o-2024-11-20",
+    "prompt": "Analyze the agent's execution path and compare it with the expected behavior.\n\nAgent Run History:\n{{AgentRunHistory}}\n\nExpected Agent Behavior:\n{{ExpectedAgentBehavior}}\n\nUser Input:\n{{UserOrSyntheticInput}}\n\nEvaluate:\n1. Did the agent follow the expected sequence?\n2. Were all necessary steps completed?\n3. Was the decision-making logical and efficient?\n\nProvide a score from 0-100."
+  }
+}
+```
+
+## Writing Good Behavior Descriptions
+
+### Good Example (Specific and Clear)
+
+```
+The agent should:
+1. First validate the user exists and is authenticated
+   - If not authenticated, request login credentials
+   - If not found, return error
+2. Fetch the user's current order status from database
+3. Compare actual status with 'shipped' status
+4. If shipped, provide tracking number
+5. If not shipped, provide estimated delivery date
+6. Ask if user needs further assistance
+```
+
+### Poor Example (Vague and Ambiguous)
+
+```
+Help the user with their order problem
+```
+
+### Best Practices for Descriptions
+
+**Include:**
+1. Sequential steps (numbered or ordered list)
+2. Decision points (when agent should make choices)
+3. Conditional logic ("If X, then Y" scenarios)
+4. Success criteria (what constitutes good behavior)
+5. Error handling expectations
+
+**Be specific about:**
+- Tool names that should be called
+- Data that should be extracted
+- Decisions to make at key points
+- Order and sequencing
+
+## LLM Judge Trajectory Simulation Evaluator
+
+### Overview
+
+**Evaluator ID:** `llm-judge-trajectory-simulation`
+
+Specialized variant for evaluating agent behavior in **tool simulation scenarios**, where tool responses are mocked.
+
+### What is Tool Simulation?
+
+In tool simulation:
+1. **Simulation Engine:** Mocks tool responses based on simulation instructions
+2. **Agent Unawareness:** Agent doesn't know responses are simulated
+3. **Controlled Testing:** Test agent behavior with predictable tool responses
+4. **Evaluation Focus:** Assess if agent behaves correctly given simulated responses
+
+### How It Differs
+
+The evaluator checks:
+- Simulation was successful (tools responded as instructed)
+- Agent behaved according to expectations given simulated responses
+- Agent's decision-making aligns with expected behavior in simulated scenario
+
+### Configuration
+
+Same as standard LLM Judge Trajectory Evaluator
+
+### Additional Prompt Placeholder
+
+- `{{SimulationInstructions}}` - Tool simulation instructions specifying expected tool responses
+
+### Usage Example
+
+```json
+{
+  "evaluatorConfig": {
+    "name": "LLMJudgeTrajectorySimulationEvaluator",
+    "model": "gpt-4o-2024-11-20",
+    "temperature": 0.0
+  }
+}
+```
+
+Test with mocked tools:
+- Simulate search_flights returning 3 options
+- Simulate book_flight returning confirmation
+- Simulate email sending returning success
+- Agent should follow expected sequence with simulated responses
+- **Score: ~0.9** based on behavior with mocked tools
+
+## Best Practices
+
+1. **Write clear behavior descriptions** - Be specific about expected sequences and decision logic
+2. **Use temperature 0.0** for consistent evaluations
+3. **Include context** - Provide enough detail in expected behavior
+4. **Consider partial credit** - LLM can give partial scores for mostly correct trajectories
+5. **Review justifications** - Understand why trajectories scored high or low
+
+## When to Use vs Other Evaluators
+
+### Use LLM Judge Trajectory when:
+- Decision-making process matters more than just output
+- Agent behavior patterns need validation
+- Tool usage sequence is complex
+- Human-like judgment of execution quality is needed
+- Multiple valid execution paths exist
+
+### Use Output-Based Evaluators when:
+- Only final results matter
+- What the agent produces is important
+- How it got there is less important
+
+## Configuration Tips
+
+### Temperature Settings
+
+- **0.0** (recommended): Deterministic, consistent results
+- **0.1**: Slight variation for nuanced judgment
+- **>0.3**: Not recommended (too inconsistent)
+
+### Cost Optimization
+
+- Token usage depends on trajectory length
+- Cache evaluations for repeated runs
+- Use in CI/CD pipelines carefully (may incur API costs)
+
+## Error Handling
+
+The evaluator will raise `UiPathEvaluationError` if:
+- LLM service is unavailable
+- Prompt doesn't contain required placeholders
+- Agent trace cannot be converted to readable format
+- LLM response cannot be parsed
+
+## Performance Considerations
+
+- **Token usage:** Trajectories can be long (more tokens used)
+- **Evaluation time:** LLM calls take longer than deterministic evaluators
+- **Caching:** Consider caching evaluations for repeated test runs
+- **Batch processing:** Evaluate multiple trajectories in parallel when possible
+
+## Related Evaluators
+
+- [Tool Call Evaluators](tool-calls.md): For strict deterministic sequence validation
+- [LLM Judge Output Evaluator](../output-based/llm-judge-output.md): For evaluating outputs instead of processes
+- [Output-Based Evaluators](../output-based/index.md): For final result validation
+
+## Next Steps
+
+- [Back to Trajectory Overview](index.md)
+- [Tool Call Evaluators](tool-calls.md)
+- [Running Evaluations](../../running-evaluations.md)
+- [Best Practices](../../best-practices.md)
diff --git a/src/uipath/dev/skills/uipath/references/running-agents.md b/src/uipath/dev/skills/uipath/references/running-agents.md
new file mode 100644
index 0000000..9d0b801
--- /dev/null
+++ b/src/uipath/dev/skills/uipath/references/running-agents.md
@@ -0,0 +1,99 @@
+# Run Agents
+
+Execute your UiPath agent with interactive, schema-driven input collection.
+
+## Project Verification
+
+Before running an agent, your project should have:
+- `uipath.json` - Project configuration
+- `entry-points.json` - Agent entry points with schemas
+
+If missing, create an agent first. See the [Creating Agents](../creating-agents.md) guide for setup instructions.
+
+## Agent Discovery
+
+The tool reads `entry-points.json` to find all available agents and their schemas:
+- **File path** and **entry point** (e.g., main.py:main)
+- **Input schema** with field types and descriptions
+- **Output schema** with expected return fields
+
+If multiple agents exist, you'll be prompted to select one.
+
+## Input Collection
+
+The skill parses the agent's JSON schema and generates interactive prompts for each input field:
+
+**For simple types:**
+```
+Enter field_name (number) - Description: 42
+Enter description (string) - Agent input: hello
+```
+
+**For enums:**
+```
+Select action (string) - Choose an action:
+  1. process
+  2. analyze
+  3. export
+Choice: 1
+```
+
+**For optional fields:**
+```
+Enter description (string) - Optional agent description [press Enter to skip]:
+```
+
+## Execution
+
+Your agent runs with:
+```bash
+uv run uipath run <entrypoint> '<json-input>'
+```
+
+The agent runs with your provided inputs and returns structured output.
+
+## Results Display
+
+Results are shown in a formatted output panel:
+
+```
+EXECUTION RESULTS
+═══════════════════════════════════════════════════════════
+
+Status:           ✅ SUCCESS
+Execution Time:   0.45 seconds
+Agent:            my-agent (agent.py:run)
+Input:            {"action": "process", "data": "sample"}
+
+OUTPUT:
+{
+  "status": "completed",
+  "result": "processed successfully"
+}
+```
+
+## Supported Input Types
+
+The skill supports all JSON schema types:
+- **string** - Text input
+- **number** - Decimal numbers
+- **integer** - Whole numbers
+- **boolean** - Yes/No toggle
+- **array** - List of items
+- **object** - Complex nested data
+- **enum** - Choice from predefined options
+
+## Error Handling
+
+If execution fails, you'll see:
+- Error message from the agent
+- Stack trace for debugging
+- Suggestions for fixing the issue
+- Option to re-run with modified inputs
+
+## Integration
+
+Execution traces are automatically collected and can be:
+- Viewed in UiPath Cloud
+- Analyzed for performance
+- Used for debugging and optimization
diff --git a/src/uipath/dev/skills/uipath/references/tracing.md b/src/uipath/dev/skills/uipath/references/tracing.md
new file mode 100644
index 0000000..06113f0
--- /dev/null
+++ b/src/uipath/dev/skills/uipath/references/tracing.md
@@ -0,0 +1,239 @@
+# Add Tracing
+
+Understand and implement tracing in your agents for monitoring, debugging, and auditing.
+
+## What is Tracing?
+
+Tracing is a monitoring feature that automatically captures function execution details. With the `@traced()` decorator, you can:
+- 📊 Record function arguments and return values
+- 🔍 Track execution flow for debugging
+- 📋 Audit code behavior in Orchestrator
+- 🔒 Redact sensitive data before logging
+
+Trace data appears in:
+- **UiPath Orchestrator**: Jobs page → Trace tab
+- **UiPath Maestro**: For larger process orchestrations
+
+## How Tracing Works
+
+The `@traced()` decorator automatically monitors your functions. Apply it to any function:
+
+```python
+from uipath.tracing import traced
+
+@traced()
+def my_function(input_data):
+    """This function's execution will be traced."""
+    return process_data(input_data)
+```
+
+**Supported Function Types:**
+- Regular synchronous functions
+- Async functions (`async def`)
+- Generator functions (`yield`)
+- Async generators (`async yield`)
+
+## Basic Usage
+
+### Simple Tracing
+
+```python
+from pydantic import BaseModel
+from uipath.tracing import traced
+
+class Input(BaseModel):
+    user_id: int
+    action: str
+
+@traced()
+async def main(input: Input) -> dict:
+    """Main agent function with tracing enabled."""
+    result = process_user_action(input.user_id, input.action)
+    return {"status": "success", "result": result}
+```
+
+### Custom Span Names
+
+Organize traces by giving them meaningful names:
+
+```python
+@traced(name="validate_user_input")
+def validate_input(user_id: int, action: str) -> bool:
+    """Custom span name for better trace organization."""
+    return user_id > 0 and action in ["create", "update", "delete"]
+```
+
+### Custom Run Types
+
+Categorize traces by function purpose:
+
+```python
+@traced(run_type="data_processing")
+def process_csv_file(file_path: str) -> list:
+    """Mark this as a data processing operation."""
+    # Processing logic
+    return processed_data
+```
+
+## Data Protection & Privacy
+
+### Redacting Sensitive Data
+
+Use input/output processors to mask sensitive information before logging:
+
+```python
+@traced(
+    input_processor=lambda x: {**x, "password": "***"},
+    output_processor=lambda x: {**x, "token": "***"}
+)
+def authenticate_user(username: str, password: str) -> dict:
+    """Password is redacted before tracing."""
+    token = generate_token(username, password)
+    return {"username": username, "token": token}
+```
+
+### Hide Input/Output
+
+Completely hide sensitive parameters from traces:
+
+```python
+@traced(hide_input=True, hide_output=True)
+def process_api_key(api_key: str) -> bool:
+    """API key is not recorded in traces at all."""
+    return validate_api_key(api_key)
+```
+
+## Advanced Configuration
+
+### Combining Parameters
+
+Create comprehensive tracing for complex operations:
+
+```python
+@traced(
+    name="payment_processing",
+    run_type="financial_transaction",
+    input_processor=lambda x: {
+        "amount": x["amount"],
+        "currency": x["currency"],
+        "customer_id": "***"
+    },
+    hide_output=False  # Show output but redact sensitive input
+)
+async def process_payment(customer_id: str, amount: float, currency: str) -> dict:
+    """Process payment with full tracing and privacy."""
+    result = call_payment_api(customer_id, amount, currency)
+    return result
+```
+
+## Integration Patterns
+
+### With LangChain Agents
+
+LangChain agents handle tracing automatically—no additional configuration needed.
+
+## Common Use Cases
+
+### 1. Production Monitoring
+
+Track function execution in production agents to monitor performance and catch errors.
+
+```python
+@traced(name="user_lookup")
+async def get_user_details(user_id: int) -> dict:
+    """Monitor user lookup operations."""
+    return await database.find_user(user_id)
+```
+
+### 2. Data Pipeline Auditing
+
+Record all transformations for compliance and debugging.
+
+```python
+@traced(
+    name="data_transformation",
+    input_processor=lambda x: {"record_count": len(x), "schema_version": "1.0"}
+)
+def transform_batch(records: list) -> list:
+    """Audit data transformation without logging raw data."""
+    return [transform_record(r) for r in records]
+```
+
+### 3. API Integration Debugging
+
+Track external API calls for troubleshooting.
+
+```python
+@traced(name="call_external_api", run_type="integration")
+async def fetch_from_third_party(endpoint: str, params: dict) -> dict:
+    """Monitor third-party API interactions."""
+    response = await call_api(endpoint, params)
+    return response
+```
+
+### 4. Security & Compliance
+
+Trace actions while protecting sensitive data for audit logs.
+
+```python
+@traced(
+    hide_input=True,
+    hide_output=True,
+    name="sensitive_operation"
+)
+def verify_credentials(username: str, password: str) -> bool:
+    """Audit sensitive operations without logging credentials."""
+    return authenticate(username, password)
+```
+
+## Viewing Traces
+
+### In Orchestrator
+
+1. Go to **Jobs** page
+2. Select a completed job
+3. Click **Trace** tab to view captured data
+4. Expand trace spans to see details
+
+### Trace Information Available
+
+- Function name and custom span name
+- Input arguments (or "hidden" if redacted)
+- Return value (or "hidden" if redacted)
+- Execution time
+- Exceptions and errors
+
+## Best Practices
+
+✅ **Do:**
+- Use meaningful `name` values for organization
+- Apply `@traced()` to all public functions
+- Use processors for sensitive data instead of `hide_*` flags (you get partial visibility)
+- Test tracing locally before deploying to production
+- Combine with logging for comprehensive observability
+
+❌ **Don't:**
+- Forget `wait_for_tracers()` in plain Python agents
+- Log raw passwords or API keys
+- Use `hide_*` for all sensitive data if you need partial visibility
+- Assume tracing adds no performance overhead (it's minimal but measurable)
+
+## Troubleshooting
+
+### Traces Not Appearing
+
+1. Verify agent ran to completion
+2. Check that `@traced()` decorator is applied
+3. Ensure `wait_for_tracers()` is called (plain Python only)
+4. Confirm Orchestrator has the job data
+
+### Performance Concerns
+
+Tracing has minimal overhead. If performance is critical:
+- Use `name` parameter for cleaner traces
+- Apply `@traced()` only to key functions (not every small helper)
+- Use `input_processor` to reduce data volume in traces
+
+## Documentation
+
+For more details, visit: https://uipath.github.io/uipath-python/core/traced/
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index 2a05e86..6759a1b 100644
--- a/uv.lock
+++ b/uv.lock
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 revision = 3
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+]
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+[[package]]
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+version = "3.13.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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+    { name = "aiosignal" },
+    { name = "attrs" },
+    { name = "frozenlist" },
+    { name = "multidict" },
+    { name = "propcache" },
+    { name = "yarl" },
+]
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