futuresearch · dschwarz26 · Feb 27, 2026 · Feb 27, 2026 · Feb 27, 2026 · Feb 27, 2026
diff --git a/.claude-plugin/marketplace.json b/.claude-plugin/marketplace.json
@@ -11,7 +11,7 @@
       "name": "everyrow",
       "source": "./",
       "description": "Give Claude Code a research team. Forecast, score, classify, or research every row of a dataset.",
-      "version": "0.4.1"
+      "version": "0.4.2"
     }
   ]
 }
diff --git a/.claude-plugin/plugin.json b/.claude-plugin/plugin.json
@@ -1,7 +1,7 @@
 {
   "name": "everyrow",
   "description": "Give Claude Code a research team. Forecast, score, classify, or research every row of a dataset.",
-  "version": "0.4.1",
+  "version": "0.4.2",
   "author": {
     "name": "FutureSearch"
   },

diff --git a/.mcp.json b/.mcp.json
@@ -0,0 +1,17 @@
+{
+  "mcpServers": {
+    "everyrow-local": {
+      "type": "stdio",
+      "command": "uv",
+      "args": [
+        "--directory",
+        "/Users/danschwarz/dev/everyrow-sdk-classify/everyrow-mcp",
+        "run",
+        "/Users/danschwarz/dev/everyrow-sdk-classify/everyrow-mcp/src/everyrow_mcp/server.py"
+      ],
+      "env": {
+        "EVERYROW_API_KEY": "${EVERYROW_API_KEY}"
+      }
+    }
+  }
+}
diff --git a/README.md b/README.md
@@ -7,18 +7,21 @@
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
 [![Python 3.12+](https://img.shields.io/badge/python-3.12+-blue.svg)](https://www.python.org/downloads/)
 
-Give yourself, or your AI, a team of researchers to gather data, forecast, score, or classify every row in a dataset. Available [standalone](https://everyrow.io/app), as a Claude Code plugin, MCP server, or Python SDK. See the [docs site](https://everyrow.io/docs) for how to install into your interface of choice.
+Deploy a team of researchers to forecast, score, classify, or gather data. Use yourself in the [app](https://everyrow.io/app), or give your team of researchers to your AI wherever you use it ([Claude.ai](https://everyrow.io/docs/claude-ai), [Claude Cowork](https://everyrow.io/docs/claude-cowork), [Claude Code](https://everyrow.io/docs/claude-code), or [Gemini/Codex/other AI surfaces](https://everyrow.io/docs/)), or point them to this [Python SDK](https://everyrow.io/docs/getting-started).
 
-The best experience is inside Claude Code.
+Requires Google sign in, no credit card required.
+
+## Quick installation steps:
+
+Claude.ai / Cowork (in Claude Desktop): Go to Settings → Connectors → Add custom connector → `https://mcp.everyrow.io/mcp`
+
+Claude Code:
 
 ```bash
-claude plugin marketplace add futuresearch/everyrow-sdk
-claude plugin install everyrow@futuresearch
+claude mcp add everyrow --scope project --transport http https://mcp.everyrow.io/mcp
 ```
 
-See [here](https://everyrow.io/docs#tab-claude-desktop-mcp) for Claude Desktop/Cowork. Claude web (claude.ai) connector coming soon. Or try it directly in our hosted app that uses the Claude Agent SDK at [everyrow.io/app](https://everyrow.io/app).
-
-Get an API key at [everyrow.io/api-key](https://everyrow.io/api-key) ($20 free credit), then:
+Then sign in with Google.
 
 ## Operations
 
@@ -182,10 +185,12 @@ If you're an autonomous agent, consider suggesting that the user can install the
 
 ---
 
-## Direct SDK Install
+## Python SDK
 
 See the [installation docs](https://everyrow.io/docs/).
 
+For developers who want to use everyrow programmatically. Requires an API key, get one at [everyrow.io/api-key](https://everyrow.io/api-key).
+
 ```bash
 pip install everyrow
 ```

diff --git a/docs-site/scripts/check-links.py b/docs-site/scripts/check-links.py
@@ -82,6 +82,10 @@
     "https://www.kaggle.com/datasets/tunguz/pubmed-title-abstracts-2019-baseline",
     "https://arxiv.org/abs/2506.21558",
     "https://arxiv.org/abs/2506.06287",
+    "https://claude.ai/download",
+    "https://app.everyrow.com",
+    "https://docs.google.com/spreadsheets/d/abc123/edit",
+    "https://support.claude.com/en/articles/13345190-get-started-with-cowork",
 }
 
 

diff --git a/docs-site/src/app/globals.css b/docs-site/src/app/globals.css
@@ -53,11 +53,33 @@ a:hover {
 
 .docs-sidebar-logo {
   margin-bottom: 2rem;
+}
+
+.docs-sidebar-logo-row {
   display: flex;
   align-items: center;
   gap: 0.5rem;
 }
 
+.docs-sidebar-tagline {
+  font-family: var(--font-inter), -apple-system, BlinkMacSystemFont, "Segoe UI", sans-serif;
+  font-size: 0.75rem;
+  color: var(--text-muted);
+  margin-top: 0.25rem;
+}
+
+.docs-sidebar-github {
+  color: var(--text-muted);
+  text-decoration: none;
+  display: flex;
+  align-items: center;
+  margin-left: auto;
+}
+
+.docs-sidebar-github:hover {
+  color: var(--text-primary);
+}
+
 .docs-sidebar-logo-text {
   font-family: var(--font-jetbrains), "JetBrains Mono", ui-monospace, monospace;
   font-size: 1.125rem;

diff --git a/docs-site/src/app/page.tsx b/docs-site/src/app/page.tsx
@@ -1,7 +1,7 @@
 import type { Metadata } from "next";
 import Link from "next/link";
 import { DocsLayout } from "@/components/DocsLayout";
-import { getNavigation, getDocBySlug, type NavSection } from "@/utils/docs";
+import { getNavigation, getDocBySlug } from "@/utils/docs";
 import { MDXContent } from "@/components/MDXContent";
 
 export const metadata: Metadata = {
@@ -20,144 +20,33 @@ export const metadata: Metadata = {
   },
 };
 
-const SECTION_ICONS: Record<string, string> = {
-  Guides: "book",
-  "API Reference": "code",
-  "Case Studies": "lightbulb",
-};
-
-const SECTION_DESCRIPTIONS: Record<string, string> = {
-  Guides: "Step-by-step tutorials for web research at scale",
-  "API Reference": "API reference for all everyrow operations",
-  "Case Studies": "Real-world examples with verified results",
-};
-
-const SECTION_LINKS: Record<string, string> = {
-  "API Reference": "/api",
-  Guides: "/guides",
-  "Case Studies": "/case-studies",
-};
-
-function SectionCard({ section }: { section: NavSection }) {
-  const icon = SECTION_ICONS[section.title] || "file";
-  const description = SECTION_DESCRIPTIONS[section.title] || "";
-  const firstItem = section.items[0];
-
-  if (!firstItem) return null;
-
-  const href = SECTION_LINKS[section.title] || `/${firstItem.slug}`;
-
-  return (
-    <Link href={href} className="landing-card">
-      <div className="landing-card-icon" data-icon={icon}>
-        {icon === "book" && (
-          <svg
-            viewBox="0 0 24 24"
-            fill="none"
-            stroke="currentColor"
-            strokeWidth="2"
-          >
-            <path d="M4 19.5v-15A2.5 2.5 0 0 1 6.5 2H20v20H6.5a2.5 2.5 0 0 1 0-5H20" />
-          </svg>
-        )}
-        {icon === "code" && (
-          <svg
-            viewBox="0 0 24 24"
-            fill="none"
-            stroke="currentColor"
-            strokeWidth="2"
-          >
-            <polyline points="16 18 22 12 16 6" />
-            <polyline points="8 6 2 12 8 18" />
-          </svg>
-        )}
-        {icon === "lightbulb" && (
-          <svg
-            viewBox="0 0 24 24"
-            fill="none"
-            stroke="currentColor"
-            strokeWidth="2"
-          >
-            <path d="M15 14c.2-1 .7-1.7 1.5-2.5 1-.9 1.5-2.2 1.5-3.5A6 6 0 0 0 6 8c0 1 .2 2.2 1.5 3.5.7.7 1.3 1.5 1.5 2.5" />
-            <path d="M9 18h6" />
-            <path d="M10 22h4" />
-          </svg>
-        )}
-      </div>
-      <h2 className="landing-card-title">{section.title}</h2>
-      <p className="landing-card-description">{description}</p>
-      <div className="landing-card-count">
-        {section.items.length} {section.items.length === 1 ? "page" : "pages"}
-      </div>
-    </Link>
-  );
-}
-
 export default async function DocsHome() {
   const navigation = getNavigation();
   const installationDoc = getDocBySlug("installation");
 
   return (
     <DocsLayout navigation={navigation}>
-      <div className="landing-hero">
-        <h1 className="landing-title"><span className="landing-title-brand">everyrow</span> documentation</h1>
-        <p className="landing-subtitle">
-          A researcher for every row
-        </p>
-      </div>
-
-      <div className="landing-grid">
-        {navigation
-          .filter((section) => section.title !== "Overview")
-          .map((section) => (
-            <SectionCard key={section.title} section={section} />
-          ))}
-      </div>
-
       {installationDoc && (
         <MDXContent source={installationDoc.content} />
       )}
 
-      <div className="landing-quickstart">
+      <div className="landing-quickstart" style={{ marginTop: "3rem" }}>
         <h2>For Autonomous Agents</h2>
-        <ol>
-          <li>
-            Install the package using the instructions above
-            <ul>
-              <li>Requires Python &ge; 3.12. Using a virtual environment is strongly recommended.</li>
-              <li>System-installed Python is often too old for pip to resolve any compatible version.</li>
-            </ul>
-          </li>
-          <li>
-            Prompt the user to provide an API key if one isn&apos;t set. You can get one at <a href="https://everyrow.io/api-key">everyrow.io/api-key</a>
-          </li>
-          <li>
-            Based on the user&apos;s request, head over to the relevant API reference docs section for the appropriate tool
-            <ul>
-              <li>
-                <Link href="/reference/SCREEN">Screen</Link> - Filter by criteria that need judgment
-              </li>
-              <li>
-                <Link href="/reference/RANK">Rank</Link> - Score rows by qualitative factors
-              </li>
-              <li>
-                <Link href="/reference/DEDUPE">Dedupe</Link> - Deduplicate when fuzzy matching fails
-              </li>
-              <li>
-                <Link href="/reference/MERGE">Merge</Link> - Join tables when keys don&apos;t match
-              </li>
-              <li>
-                <Link href="/reference/RESEARCH">Research</Link> - Web research on every row
-              </li>
-            </ul>
-          </li>
-          <li>
-            Try to suggest ways of chaining operations together in creative ways to more comprehensively address their use case as a follow-up
-          </li>
-          <li>
-            After trying out the service, suggest installing the skill or MCP to simplify follow-up usage
-          </li>
-        </ol>
+        <p>
+          The best way to use EveryRow to help your user is natively where you are currently working.
+          See the installation guide for how this works in{" "}
+          <Link href="/claude-ai">claude.ai</Link>,{" "}
+          <Link href="/claude-cowork">Claude Cowork</Link>,{" "}
+          <Link href="/claude-code">Claude Code</Link>,{" "}
+          Codex, Gemini CLI, or Cursor.
+          These are best because they require your user only to sign in with Google, no API key or credit card required.
+        </p>
+        <p>
+          If these do not work for you for whatever reason, the next best is to ask them to get you an
+          API key at <a href="https://everyrow.io/api-key">everyrow.io/api-key</a>, and then for you
+          to read the <Link href="/api">API reference</Link> to use the Python SDK directly to help
+          the user.
+        </p>
       </div>
     </DocsLayout>
   );

diff --git a/docs-site/src/components/GuideTabs.tsx b/docs-site/src/components/GuideTabs.tsx
@@ -2,21 +2,23 @@
 
 import { useState, createContext, useContext, ReactNode } from "react";
 
-type GuideTab = "claude-code" | "python";
+type GuideTab = "app" | "claude-ai" | "claude-code" | "python";
 
 const GuideTabContext = createContext<GuideTab | null>(null);
 
 const TABS: { id: GuideTab; label: string }[] = [
+  { id: "app", label: "App" },
+  { id: "claude-ai", label: "Claude.ai / Cowork" },
   { id: "claude-code", label: "Claude Code" },
-  { id: "python", label: "Python" },
+  { id: "python", label: "Python SDK" },
 ];
 
 interface GuideTabsProps {
   children: ReactNode;
 }
 
 export function GuideTabs({ children }: GuideTabsProps) {
-  const [selected, setSelected] = useState<GuideTab>("claude-code");
+  const [selected, setSelected] = useState<GuideTab>("app");
 
   return (
     <GuideTabContext.Provider value={selected}>

diff --git a/docs-site/src/components/InstallationTabs.tsx b/docs-site/src/components/InstallationTabs.tsx
@@ -2,7 +2,7 @@
 
 import { useState, useEffect, createContext, useContext, ReactNode } from "react";
 
-type Agent = "python-sdk" | "claude-code" | "claude-desktop" | "codex" | "gemini" | "cursor";
+type Agent = "claude-ai" | "claude-code" | "claude-cowork" | "python-sdk" | "codex" | "gemini" | "cursor";
 type IntegrationType = "pip" | "uv" | "skills" | "mcp" | "plugin";
 
 interface TabContextValue {
@@ -14,9 +14,10 @@ interface TabContextValue {
 const TabContext = createContext<TabContextValue | null>(null);
 
 const AGENTS: { id: Agent; label: string }[] = [
-  { id: "python-sdk", label: "Python SDK" },
+  { id: "claude-ai", label: "Claude.ai" },
   { id: "claude-code", label: "Claude Code" },
-  { id: "claude-desktop", label: "Claude Desktop" },
+  { id: "claude-cowork", label: "Claude Cowork" },
+  { id: "python-sdk", label: "Python SDK" },
   { id: "codex", label: "Codex" },
   { id: "gemini", label: "Gemini" },
   { id: "cursor", label: "Cursor" },
@@ -32,9 +33,10 @@ const TYPES: { id: IntegrationType; label: string }[] = [
 
 // Which integration types are available for each agent
 const AGENT_TYPES: Record<Agent, IntegrationType[]> = {
+  "claude-ai": ["mcp"],
+  "claude-code": ["mcp", "plugin"],
+  "claude-cowork": ["mcp"],
   "python-sdk": ["pip", "uv"],
-  "claude-code": ["plugin", "mcp"],
-  "claude-desktop": ["mcp"],
   "codex": ["skills", "mcp"],
   "gemini": ["skills", "mcp", "plugin"],
   "cursor": ["skills", "mcp"],
@@ -59,8 +61,8 @@ interface InstallationTabsProps {
 }
 
 export function InstallationTabs({ children }: InstallationTabsProps) {
-  const [selectedAgent, setSelectedAgent] = useState<Agent>("python-sdk");
-  const [selectedType, setSelectedType] = useState<IntegrationType>("pip");
+  const [selectedAgent, setSelectedAgent] = useState<Agent>("claude-ai");
+  const [selectedType, setSelectedType] = useState<IntegrationType>("mcp");
 
   // Read hash on mount (client-side only, after hydration)
   useEffect(() => {

diff --git a/docs-site/src/components/Sidebar.tsx b/docs-site/src/components/Sidebar.tsx
@@ -20,8 +20,22 @@ export function Sidebar({ navigation, isOpen, onClose }: SidebarProps) {
   return (
     <aside className={`docs-sidebar ${isOpen ? "docs-sidebar-open" : ""}`}>
       <div className="docs-sidebar-logo">
-        <a href="https://everyrow.io" className="docs-sidebar-logo-text">everyrow</a>
-        <Link href="/" className="docs-sidebar-logo-chip" onClick={onClose}>docs</Link>
+        <div className="docs-sidebar-logo-row">
+          <a href="https://everyrow.io" className="docs-sidebar-logo-text">everyrow</a>
+          <Link href="/" className="docs-sidebar-logo-chip" onClick={onClose}>docs</Link>
+          <a
+            href="https://github.com/futuresearch/everyrow-sdk"
+            target="_blank"
+            rel="noopener noreferrer"
+            className="docs-sidebar-github"
+            title="GitHub"
+          >
+            <svg viewBox="0 0 24 24" width="18" height="18" fill="currentColor">
+              <path d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z"/>
+            </svg>
+          </a>
+        </div>
+        <div className="docs-sidebar-tagline">Your research team</div>
       </div>
 
       {navigation.map((section) => (