# Every AI Agent Readiness Score Every tested product in one table, grouped by letter-grade band: AI Agent Readiness Score, reading points, agent surface points, the five checks, and dates. The scoreboard One row per product, grouped by letter-grade band and ranked by AI Agent Readiness Score. The AI Agent Readiness Score rates a product’s public documentation out of 80 points. Fifteen reading votes from a three-model panel are worth 30, and five agent surface checks are worth 50. The table groups every product by letter-grade band. A band holds the plus, plain, and minus grades of one letter. Take the table as data: [grades.json (opens in a new tab)](https://docsforagents.com/grades.json) [grades.csv (opens in a new tab)](https://docsforagents.com/grades.csv) [GitHub repository (opens in a new tab)](https://github.com/SeanLikesData/ai-agent-readiness-scores) ## The series in numbers Products tested 93 Score 80% or higher 54 B- or better [A band](#band-a) 26 [B band](#band-b) 28 [C band](#band-c) 18 [D band](#band-d) 11 [F band](#band-f) 10 ## Every product by letter-grade band Filter by category or band, search by name, or sort by any column. Select a column heading again to reverse the order. AI Agent Readiness Score for every product tested, grouped by letter-grade band, highest score first. Product Category Grade Score Reading points out of 30 Agent surface points out of 50 llms.txt llms-full.txt Markdown mirror MCP server Docs AI Platform Tested Verified Rechecked A band, 90% and higher, 26 products. An agent finishes nearly every job, often on one clear documented path. Every agent surface check passes. [ClickHouse](https://docsforagents.com/reports/clickhouse-docs-ai-agent-readiness/) Databases & analytics A+ 97.5% 28/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [LiveKit](https://docsforagents.com/reports/livekit-docs-ai-agent-readiness/) Voice & speech A+ 97.5% 28/30 50/50 pass pass pass pass pass [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Tavily](https://docsforagents.com/reports/tavily-docs-ai-agent-readiness/) Search & retrieval A+ 97.5% 28/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [CodeRabbit](https://docsforagents.com/reports/coderabbit-docs-ai-agent-readiness/) Coding agents A 96.2% 27/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [MotherDuck](https://docsforagents.com/reports/motherduck-docs-ai-agent-readiness/) Databases & analytics A 96.2% 27/30 50/50 pass pass pass pass pass [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Supabase](https://docsforagents.com/reports/supabase-docs-ai-agent-readiness/) Databases & analytics A 96.2% 27/30 50/50 pass pass pass pass pass [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Unstructured](https://docsforagents.com/reports/unstructured-docs-ai-agent-readiness/) Data pipelines & documents A 96.2% 27/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Baseten](https://docsforagents.com/reports/baseten-docs-ai-agent-readiness/) AI models & inference A 95.0% 26/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [fal.ai](https://docsforagents.com/reports/fal-ai-docs-ai-agent-readiness/) AI models & inference A 95.0% 26/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [FastMCP](https://docsforagents.com/reports/fastmcp-docs-ai-agent-readiness/) Agent frameworks & memory A 95.0% 26/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Felt](https://docsforagents.com/reports/felt-docs-ai-agent-readiness/) Geospatial & maps A 95.0% 26/30 50/50 pass pass pass pass pass [GitBook](https://docsforagents.com/platforms/gitbook-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Notion](https://docsforagents.com/reports/notion-docs-ai-agent-readiness/) Productivity & collaboration A 95.0% 26/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Reducto](https://docsforagents.com/reports/reducto-docs-ai-agent-readiness/) Data pipelines & documents A 95.0% 26/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Tinybird](https://docsforagents.com/reports/tinybird-docs-ai-agent-readiness/) Databases & analytics A 95.0% 26/30 50/50 pass pass pass pass pass [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Trigger.dev](https://docsforagents.com/reports/trigger-dev-docs-ai-agent-readiness/) Workflows & automation A 95.0% 26/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [n8n](https://docsforagents.com/reports/n8n-docs-ai-agent-readiness/) Workflows & automation A 93.8% 25/30 50/50 pass pass pass pass pass [GitBook](https://docsforagents.com/platforms/gitbook-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Neon](https://docsforagents.com/reports/neon-docs-ai-agent-readiness/) Databases & analytics A 93.8% 25/30 50/50 pass pass pass pass pass [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Plaid](https://docsforagents.com/reports/plaid-docs-ai-agent-readiness/) Payments & business data A 93.8% 25/30 50/50 pass pass pass pass pass [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Together AI](https://docsforagents.com/reports/together-ai-docs-ai-agent-readiness/) AI models & inference A 93.8% 25/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [AssemblyAI](https://docsforagents.com/reports/assemblyai-docs-ai-agent-readiness/) Voice & speech A- 92.5% 24/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Browserbase](https://docsforagents.com/reports/browserbase-docs-ai-agent-readiness/) Agent sandboxes & browsers A- 92.5% 24/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Perplexity](https://docsforagents.com/reports/perplexity-docs-ai-agent-readiness/) Search & retrieval A- 92.5% 24/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [WorkOS](https://docsforagents.com/reports/workos-docs-ai-agent-readiness/) Identity & auth A- 92.5% 24/30 50/50 pass pass pass pass pass [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [DeepInfra](https://docsforagents.com/reports/deepinfra-docs-ai-agent-readiness/) AI models & inference A- 91.2% 23/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Exa](https://docsforagents.com/reports/exa-docs-ai-agent-readiness/) Search & retrieval A- 91.2% 23/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Stytch](https://docsforagents.com/reports/stytch-docs-ai-agent-readiness/) Identity & auth A- 90.0% 22/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 B band, 80% to 89.9%, 28 products. An agent finishes most jobs but guesses or finds no confident answer on some. At most one agent surface check fails. [Resend](https://docsforagents.com/reports/resend-docs-ai-agent-readiness/) Email & messaging B+ 88.8% 21/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-05 2026-08-06 2026-09-21 [Vercel](https://docsforagents.com/reports/vercel-docs-ai-agent-readiness/) Cloud & developer platforms B+ 88.8% 21/30 50/50 pass pass pass pass pass [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Warp](https://docsforagents.com/reports/warp-docs-ai-agent-readiness/) Coding agents B+ 88.8% 21/30 50/50 pass pass pass pass pass [Astro Starlight](https://docsforagents.com/platforms/astro-starlight-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Blacksmith](https://docsforagents.com/reports/blacksmith-docs-ai-agent-readiness/) Cloud & developer platforms B+ 87.5% 20/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [E2B](https://docsforagents.com/reports/e2b-docs-ai-agent-readiness/) Agent sandboxes & browsers B+ 87.5% 20/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [LangChain](https://docsforagents.com/reports/langchain-docs-ai-agent-readiness/) Agent frameworks & memory B+ 87.5% 20/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [TrueFoundry](https://docsforagents.com/reports/truefoundry-docs-ai-agent-readiness/) AI models & inference B+ 87.5% 20/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Doppler](https://docsforagents.com/reports/doppler-docs-ai-agent-readiness/) Security & compliance B 83.8% 27/30 40/50 pass fail pass pass pass [ReadMe](https://docsforagents.com/platforms/readme-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Radar](https://docsforagents.com/reports/radar-docs-ai-agent-readiness/) Geospatial & maps B 83.8% 17/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Runpod](https://docsforagents.com/reports/runpod-docs-ai-agent-readiness/) Cloud & developer platforms B 83.8% 17/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [CARTO](https://docsforagents.com/reports/carto-docs-ai-agent-readiness/) Geospatial & maps B- 82.5% 16/30 50/50 pass pass pass pass pass [GitBook](https://docsforagents.com/platforms/gitbook-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Convex](https://docsforagents.com/reports/convex-docs-ai-agent-readiness/) Databases & analytics B- 82.5% 26/30 40/50 pass pass pass fail pass [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Expo](https://docsforagents.com/reports/expo-docs-ai-agent-readiness/) Cloud & developer platforms B- 82.5% 26/30 40/50 pass fail pass pass pass [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Redis](https://docsforagents.com/reports/redis-docs-ai-agent-readiness/) Databases & analytics B- 82.5% 26/30 40/50 pass fail pass pass pass [Hugo](https://docsforagents.com/platforms/hugo-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [SurrealDB](https://docsforagents.com/reports/surrealdb-docs-ai-agent-readiness/) Databases & analytics B- 82.5% 26/30 40/50 pass pass pass pass fail [Custom Vike and React](https://docsforagents.com/platforms/custom-vike-and-react-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Union.ai](https://docsforagents.com/reports/union-ai-docs-ai-agent-readiness/) Workflows & automation B- 82.5% 26/30 40/50 pass pass pass fail pass [Hugo](https://docsforagents.com/platforms/hugo-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Clerk](https://docsforagents.com/reports/clerk-docs-ai-agent-readiness/) Identity & auth B- 81.2% 25/30 40/50 pass fail pass pass pass [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Deepgram](https://docsforagents.com/reports/deepgram-docs-ai-agent-readiness/) Voice & speech B- 81.2% 25/30 40/50 pass fail pass pass pass [Fern](https://docsforagents.com/platforms/fern-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Firecrawl](https://docsforagents.com/reports/firecrawl-docs-ai-agent-readiness/) Search & retrieval B- 81.2% 25/30 40/50 pass pass pass pass fail [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Persona](https://docsforagents.com/reports/persona-docs-ai-agent-readiness/) Identity & auth B- 81.2% 25/30 40/50 pass fail pass pass pass [Fern](https://docsforagents.com/platforms/fern-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Runware](https://docsforagents.com/reports/runware-docs-ai-agent-readiness/) AI models & inference B- 81.2% 25/30 40/50 pass fail pass pass pass [Custom Astro](https://docsforagents.com/platforms/custom-astro-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Vapi](https://docsforagents.com/reports/vapi-docs-ai-agent-readiness/) Voice & speech B- 81.2% 25/30 40/50 pass fail pass pass pass [Fern](https://docsforagents.com/platforms/fern-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Zep](https://docsforagents.com/reports/zep-docs-ai-agent-readiness/) Agent frameworks & memory B- 81.2% 25/30 40/50 pass fail pass pass pass [Fern](https://docsforagents.com/platforms/fern-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Cline](https://docsforagents.com/reports/cline-docs-ai-agent-readiness/) Coding agents B- 80.0% 24/30 40/50 pass pass pass pass fail [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Composio](https://docsforagents.com/reports/composio-docs-ai-agent-readiness/) Agent frameworks & memory B- 80.0% 24/30 40/50 pass pass pass fail pass [Fumadocs](https://docsforagents.com/platforms/fumadocs-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Mapbox](https://docsforagents.com/reports/mapbox-docs-ai-agent-readiness/) Geospatial & maps B- 80.0% 24/30 40/50 pass fail pass pass pass [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Mastra](https://docsforagents.com/reports/mastra-docs-ai-agent-readiness/) Agent frameworks & memory B- 80.0% 24/30 40/50 pass fail pass pass pass [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Recall.ai](https://docsforagents.com/reports/recall-ai-docs-ai-agent-readiness/) Voice & speech B- 80.0% 24/30 40/50 pass fail pass pass pass [ReadMe](https://docsforagents.com/platforms/readme-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 C band, 70% to 79.9%, 18 products. An agent guesses or finds no confident answer on many jobs, or works without part of the agent surface. [Inkeep](https://docsforagents.com/reports/inkeep-docs-ai-agent-readiness/) Agent frameworks & memory C+ 78.8% 23/30 40/50 pass pass pass fail pass [Fumadocs](https://docsforagents.com/platforms/fumadocs-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Stripe](https://docsforagents.com/reports/stripe-docs-ai-agent-readiness/) Payments & business data C+ 78.8% 23/30 40/50 pass fail pass pass pass [Custom in-house](https://docsforagents.com/platforms/custom-in-house-docs-ai-agent-readiness/) 2026-08-05 2026-08-06 2026-09-21 [Netlify](https://docsforagents.com/reports/netlify-docs-ai-agent-readiness/) Cloud & developer platforms C+ 77.5% 22/30 40/50 pass fail pass pass pass [Astro Starlight](https://docsforagents.com/platforms/astro-starlight-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [CopilotKit](https://docsforagents.com/reports/copilotkit-docs-ai-agent-readiness/) Agent frameworks & memory C 76.2% 21/30 40/50 pass pass pass pass fail [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Mailgun](https://docsforagents.com/reports/mailgun-docs-ai-agent-readiness/) Email & messaging C 76.2% 21/30 40/50 pass fail pass pass pass [Redocly](https://docsforagents.com/platforms/redocly-docs-ai-agent-readiness/) 2026-08-05 2026-08-06 2026-09-21 [Merge](https://docsforagents.com/reports/merge-docs-ai-agent-readiness/) Payments & business data C 76.2% 21/30 40/50 pass fail pass pass pass [Fern](https://docsforagents.com/platforms/fern-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [MiniMax](https://docsforagents.com/reports/minimax-docs-ai-agent-readiness/) AI models & inference C 76.2% 21/30 40/50 pass pass pass pass fail [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Mux](https://docsforagents.com/reports/mux-docs-ai-agent-readiness/) Content & web platforms C 76.2% 21/30 40/50 pass pass pass pass fail [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Roboflow](https://docsforagents.com/reports/roboflow-docs-ai-agent-readiness/) AI models & inference C 76.2% 21/30 40/50 pass pass pass fail pass [GitBook](https://docsforagents.com/platforms/gitbook-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Sentry](https://docsforagents.com/reports/sentry-docs-ai-agent-readiness/) Observability & analytics C 76.2% 21/30 40/50 pass fail pass pass pass [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Postman](https://docsforagents.com/reports/postman-docs-ai-agent-readiness/) Cloud & developer platforms C 75.0% 20/30 40/50 pass fail pass pass pass [Fern](https://docsforagents.com/platforms/fern-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Mem0](https://docsforagents.com/reports/mem0-docs-ai-agent-readiness/) Agent frameworks & memory C 73.8% 9/30 50/50 pass pass pass pass pass [Mintlify](https://docsforagents.com/platforms/mintlify-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Railway](https://docsforagents.com/reports/railway-docs-ai-agent-readiness/) Cloud & developer platforms C 73.8% 19/30 40/50 pass pass pass pass fail [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [LlamaIndex](https://docsforagents.com/reports/llamaindex-docs-ai-agent-readiness/) Agent frameworks & memory C- 71.2% 27/30 30/50 pass fail pass pass fail [Astro Starlight](https://docsforagents.com/platforms/astro-starlight-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Massive.com](https://docsforagents.com/reports/massive-docs-ai-agent-readiness/) Payments & business data C- 71.2% 17/30 40/50 pass pass pass pass fail [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Middesk](https://docsforagents.com/reports/middesk-docs-ai-agent-readiness/) Identity & auth C- 71.2% 17/30 40/50 pass fail pass pass pass [Fern](https://docsforagents.com/platforms/fern-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Ably](https://docsforagents.com/reports/ably-docs-ai-agent-readiness/) Email & messaging C- 70.0% 26/30 30/50 pass fail pass fail pass [Gatsby](https://docsforagents.com/platforms/gatsby-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Letta](https://docsforagents.com/reports/letta-docs-ai-agent-readiness/) Agent frameworks & memory C- 70.0% 26/30 30/50 pass fail pass fail pass [Astro Starlight](https://docsforagents.com/platforms/astro-starlight-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 D band, 60% to 69.9%, 11 products. An agent guesses or finds no confident answer on many jobs, or two or more agent surface checks fail. [Amp](https://docsforagents.com/reports/amp-docs-ai-agent-readiness/) Coding agents D+ 68.8% 25/30 30/50 pass fail pass pass fail [Custom SvelteKit](https://docsforagents.com/platforms/custom-sveltekit-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Linear](https://docsforagents.com/reports/linear-docs-ai-agent-readiness/) Productivity & collaboration D+ 68.8% 25/30 30/50 pass fail pass pass fail [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Stream](https://docsforagents.com/reports/stream-docs-ai-agent-readiness/) Email & messaging D+ 68.8% 25/30 30/50 pass fail pass fail pass [Custom Next.js](https://docsforagents.com/platforms/custom-next-js-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Airbyte](https://docsforagents.com/reports/airbyte-docs-ai-agent-readiness/) Data pipelines & documents D+ 67.5% 24/30 30/50 pass fail pass fail pass [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Deno](https://docsforagents.com/reports/deno-docs-ai-agent-readiness/) Cloud & developer platforms D+ 67.5% 24/30 30/50 pass pass pass fail fail [Custom Deno Deploy site](https://docsforagents.com/platforms/custom-deno-deploy-site-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [ElevenLabs](https://docsforagents.com/reports/elevenlabs-docs-ai-agent-readiness/) Voice & speech D 66.2% 23/30 30/50 pass fail pass pass fail [Fern](https://docsforagents.com/platforms/fern-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Speechmatics](https://docsforagents.com/reports/speechmatics-docs-ai-agent-readiness/) Voice & speech D 65.0% 22/30 30/50 pass pass pass fail fail [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Daytona](https://docsforagents.com/reports/daytona-docs-ai-agent-readiness/) Agent sandboxes & browsers D- 62.5% 20/30 30/50 pass pass pass fail fail [Astro Starlight](https://docsforagents.com/platforms/astro-starlight-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Ory](https://docsforagents.com/reports/ory-docs-ai-agent-readiness/) Identity & auth D- 62.5% 20/30 30/50 pass fail pass fail pass [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [PostHog](https://docsforagents.com/reports/posthog-docs-ai-agent-readiness/) Observability & analytics D- 60.0% 18/30 30/50 pass fail pass pass fail [Gatsby](https://docsforagents.com/platforms/gatsby-docs-ai-agent-readiness/) 2026-09-22 2026-09-22 Not yet rechecked [Zilliz Cloud](https://docsforagents.com/reports/zilliz-docs-ai-agent-readiness/) Search & retrieval D- 60.0% 18/30 30/50 pass fail pass fail pass [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 F band, below 60%, 10 products. An agent guesses or finds no confident answer on most jobs, or most agent surface checks fail. [Overture Maps](https://docsforagents.com/reports/overture-maps-docs-ai-agent-readiness/) Geospatial & maps F 58.8% 27/30 20/50 pass pass fail fail fail [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Neo4j](https://docsforagents.com/reports/neo4j-docs-ai-agent-readiness/) Databases & analytics F 57.5% 26/30 20/50 pass fail fail fail pass [Antora and Asciidoctor](https://docsforagents.com/platforms/antora-and-asciidoctor-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [DuckDB](https://docsforagents.com/reports/duckdb-docs-ai-agent-readiness/) Databases & analytics F 56.2% 25/30 20/50 pass fail pass fail fail [Jekyll](https://docsforagents.com/platforms/jekyll-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Arcade.dev](https://docsforagents.com/reports/arcade-dev-docs-ai-agent-readiness/) Agent frameworks & memory F 53.8% 23/30 20/50 pass fail pass fail fail [Nextra](https://docsforagents.com/platforms/nextra-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Hermes Agent](https://docsforagents.com/reports/hermes-agent-docs-ai-agent-readiness/) Coding agents F 53.8% 23/30 20/50 pass pass fail fail fail [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [Fused](https://docsforagents.com/reports/fused-docs-ai-agent-readiness/) Geospatial & maps F 52.5% 22/30 20/50 pass pass fail fail fail [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Orkes](https://docsforagents.com/reports/orkes-docs-ai-agent-readiness/) Workflows & automation F 51.2% 21/30 20/50 pass pass fail fail fail [MkDocs Material](https://docsforagents.com/platforms/mkdocs-material-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [Vectara](https://docsforagents.com/reports/vectara-docs-ai-agent-readiness/) Search & retrieval F 50.0% 20/30 20/50 pass fail pass fail fail [Docusaurus](https://docsforagents.com/platforms/docusaurus-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 [OpenCode](https://docsforagents.com/reports/opencode-docs-ai-agent-readiness/) Coding agents F 42.5% 24/30 10/50 fail fail pass fail fail [Astro Starlight](https://docsforagents.com/platforms/astro-starlight-docs-ai-agent-readiness/) 2026-08-20 2026-08-20 2026-09-21 [TileDB](https://docsforagents.com/reports/tiledb-docs-ai-agent-readiness/) Databases & analytics F 23.8% 19/30 0/50 fail fail fail fail fail [Quarto](https://docsforagents.com/platforms/quarto-docs-ai-agent-readiness/) 2026-08-19 2026-08-19 2026-09-21 ### About the dates Tested The date the panel read the docs. Verified The date every quoted passage was last confirmed verbatim on the live page. Rechecked The date of the latest automated recheck of the agent surface and the quotes. A recheck never changes a score. An en dash means no recheck has run yet. The latest recheck ran on 2026-09-21. [How rechecks work](https://docsforagents.com/methodology/#freshness) ## Agent surface adoption - **llms.txt** 91 of 93 products - **llms-full.txt** 57 of 93 products - **Markdown mirror** 87 of 93 products - **MCP server** 69 of 93 products - **Docs AI** 68 of 93 products Put another docs site through the battery. [Nominate a docs site](https://docsforagents.com/nominate/) Canonical URL: https://docsforagents.com/grades/