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Where AI agents plug into 76 popular services: docs, APIs, official MCP servers, llms.txt, CLIs. Every link machine-probed weekly; every capability fact backed by official evidence and a date (methodology) — plus measured agent runs: real agents completing real tasks against the live service, independently verified, transcripts included. 🏆 marks the best measured result in a category — held until someone measures better.
🤖 Agents — add the MCP server, or fetch the whole dataset as one JSON file:
# MCP server — tools: search_providers, get_provider, list_categories, get_stats
claude mcp add agent-friendly-services -- npx -y github:Olorinm/agent-friendly-services
# Or skip the server: the same data as one JSON file
curl -s https://raw.githubusercontent.com/Olorinm/agent-friendly-services/main/generated/providers.jsonOther MCP clients: command npx, args ["-y", "github:Olorinm/agent-friendly-services"] (details). Repo map: llms.txt · contribution manual: AGENTS.md.
🧑💻 Humans — browse below: each name links to the docs, the trailing links are what officially exists (a missing link means "no known URL", not "confirmed absent"). Full fact sheets with evidence and dates: provider details · measured runs & route comparison: agent runs · spreadsheet: matrix.csv.
🏢 Vendors — fix your own entry in one PR with documentation (not marketing) as evidence. New services enter the candidate pool and are promoted only after a measured agent run — claims are tested, not argued (rules).
Capability matrix — all 76 providers at a glance (✓ supported · ◐ partial · ✗ unsupported · — unknown · Agent: verified routes, h=http c=cli m=mcp)
AI Models
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Anthropic | — | ✓ | — | ✓ | — | ✓ | — | 2026-07-07 |
| Cartesia | ✓ | ✓ | — | — | — | ✓ | — | 2026-07-08 |
| Cerebras Inference | — | ✓ | — | — | — | ✓ | — | 2026-07-08 |
| Cohere | — | ✓ | — | — | ◐ | ✓ | — | 2026-07-07 |
| Deepgram | — | ✓ | ✓ | — | — | ✓ | — | 2026-07-07 |
| DeepSeek | — | — | — | — | — | ✓ | — | 2026-07-07 |
| ElevenLabs | ✓ | ✓ | ✓ | — | — | ✓ | — | 2026-07-07 |
| fal.ai | — | ✓ | — | ✓ | — | ✓ | — | 2026-07-08 |
| Fireworks AI | — | ✓ | — | ✓ | — | ✓ | — | 2026-07-08 |
| Gemini API | — | — | — | ✓ | — | ✓ | — | 2026-07-07 |
| Groq | — | ✓ | — | — | — | ✓ | — | 2026-07-07 |
| Hugging Face | ✓ | — | — | ✓ | — | ✓ | — | 2026-07-07 |
| Luma AI (Dream Machine) | — | ✓ | — | — | — | ✓ | — | 2026-07-08 |
| MiniMax | ✓ | — | — | — | — | ✓ | — | 2026-07-08 |
| Mistral AI | — | ✓ | ✓ | — | — | ✓ | — | 2026-07-07 |
| Moonshot AI (Kimi) | — | — | — | ✓ | — | ✓ | — | 2026-07-08 |
| OpenAI | — | — | ✓ | — | — | ✓ | — | 2026-07-07 |
| OpenRouter | — | ✓ | — | — | — | ✓ | — | 2026-07-08 |
| Alibaba Qwen (Model Studio) | — | — | — | ✓ | — | ✓ | — | 2026-07-08 |
| Replicate | — | ✓ | — | ✓ | — | ✓ | — | 2026-07-07 |
| Together AI | — | ✓ | — | — | — | ✓ | — | 2026-07-07 |
| xAI (Grok API) | — | ✓ | — | — | — | — | — | 2026-07-08 |
| Z.ai (GLM) | — | ✓ | — | — | — | ✓ | — | 2026-07-08 |
Agent Tooling
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Composio | ✓ | ✓ | — | — | — | — | — | 2026-07-07 |
| Mem0 | ✓ | ✓ | — | — | ✓ | ✓ | — | 2026-07-08 |
| n8n | ✓ | ✓ | — | ✓ | ✓ | ✓ | — | 2026-07-08 |
| Vapi | ✓ | ✓ | — | — | — | ✓ | — | 2026-07-08 |
| Zapier | ✓ | ✓ | — | ✓ | — | ✓ | — | 2026-07-07 |
Code Execution
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Browserbase | ✓ | ✓ | — | — | n/a | ✓ | — | 2026-07-07 |
| E2B | ✓ | ✓ | — | ✓ | n/a | ✓ | — | 2026-07-07 |
| Modal | — | ✓ | — | ✓ | ✓ | ✓ | — | 2026-07-07 |
| Steel | — | ✓ | — | — | ✓ | ✓ | — | 2026-07-08 |
Developer Tools
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Atlassian (Jira & Confluence) | ✓ | — | — | ✓ | ◐ | ✓ | — | 2026-07-08 |
| GitHub | ✓ | ✓ | ✓ | ✓ | — | ✓ | ✓ h·c·m | 2026-07-07 |
| GitLab | ✓ | ✓ | ✓ | ✓ | — | ✓ | — | 2026-07-07 |
| Postman | ✓ | ✓ | — | ✓ | — | ✓ | — | 2026-07-07 |
Cloud / Hosting
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Cloudflare | ✓ | ✓ | ✓ | ✓ | ◐ | ✓ | — | 2026-07-08 |
| Fly.io | ✓ | ✓ | ✓ | ✓ | — | ✓ | — | 2026-07-08 |
| Netlify | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | — | 2026-07-08 |
| Railway | — | ✓ | — | ✓ | ✓ | ✓ | — | 2026-07-08 |
| Render | ✓ | ✓ | — | ✓ | ✓ | ✓ | — | 2026-07-08 |
| Vercel | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | — | 2026-07-07 |
Databases
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Chroma | ✓ | ✓ | — | ✓ | ✓ | ✓ | — | 2026-07-08 |
| MongoDB Atlas | ✓ | ✓ | ✓ | ✓ | — | ✓ | — | 2026-07-07 |
| Neon | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | — | 2026-07-07 |
| Pinecone | ✓ | ✓ | — | ✓ | — | ✓ | — | 2026-07-07 |
| Qdrant | ✓ | ✓ | — | — | — | ✓ | — | 2026-07-07 |
| Redis (Redis Cloud) | ✓ | ✓ | — | ✓ | ✓ | ✓ | — | 2026-07-08 |
| Supabase | ✓ | ✓ | ✓ | ✓ | ◐ | ✓ | — | 2026-07-07 |
| Upstash | ✓ | ✓ | — | ✓ | — | ✓ | — | 2026-07-07 |
| Weaviate | ✓ | ✓ | — | ✓ | ✓ | ✓ | — | 2026-07-08 |
Web Search / Data
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Apify | ✓ | ✓ | ✓ | ✓ | — | ✓ | — | 2026-07-07 |
| Brave Search API | ✓ | — | — | — | — | ✓ | — | 2026-07-07 |
| Exa | ✓ | ✓ | — | — | — | ✓ | — | 2026-07-07 |
| Firecrawl | ✓ | ✓ | — | — | — | ✓ | — | 2026-07-07 |
| Jina AI | ✓ | ✓ | — | — | — | ✓ | — | 2026-07-08 |
| Perplexity API | ✓ | ✓ | — | — | — | ✓ | — | 2026-07-07 |
| SerpApi | ✓ | ✓ | — | — | — | ✓ | — | 2026-07-08 |
| Tavily | ✓ | ✓ | — | — | — | ✓ | — | 2026-07-07 |
Payments / Billing
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Lemon Squeezy | — | — | — | — | ✓ | ✓ | — | 2026-07-08 |
| Paddle | ✓ | ✓ | — | — | ✓ | ◐ | — | 2026-07-07 |
| Stripe | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | — | 2026-07-07 |
Communication
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Discord | — | — | ✓ | — | — | ✓ | — | 2026-07-07 |
| Lark | ✓ | ✓ | — | ✓ | — | ✓ | — | 2026-07-07 |
| Resend | ✓ | ✓ | — | — | ✓ | ✓ | — | 2026-07-07 |
| Slack | — | ✓ | ✓ | ✓ | — | ✓ | — | 2026-07-07 |
| Telegram Bot API | — | — | — | — | ✓ | ◐ | — | 2026-07-07 |
| Twilio | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | — | 2026-07-07 |
Productivity / Storage
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Airtable | — | — | — | — | — | ✓ | — | 2026-07-07 |
| Dropbox | — | ✓ | — | ✓ | — | ✓ | — | 2026-07-07 |
| Linear | ✓ | ✓ | — | — | — | ✓ | — | 2026-07-07 |
| Notion | ✓ | ✓ | — | — | — | ✓ | — | 2026-07-07 |
Observability / Security
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Datadog | ✓ | ✓ | — | ✓ | — | ✓ | — | 2026-07-07 |
| Grafana (Grafana Cloud) | ✓ | ✓ | — | — | ✓ | ✓ | — | 2026-07-08 |
| Sentry | ✓ | ✓ | ✓ | ✓ | — | ✓ | — | 2026-07-07 |
Commerce / Marketing
| Provider | MCP | llms.txt | OpenAPI | CLI | Sandbox | Self-serve | Agent | Checked |
|---|---|---|---|---|---|---|---|---|
| Shopify | ✓ | ✓ | — | ✓ | ✓ | ✓ | — | 2026-07-07 |
AI Models · Agent Tooling · Code Execution · Developer Tools · Cloud / Hosting · Databases · Web Search / Data · Payments / Billing · Communication · Productivity / Storage · Observability / Security · Commerce / Marketing
- Anthropic — Claude model APIs with agent-focused documentation, llms.txt, and the company behind the MCP standard itself. API · llms.txt · CLI · all facts →
- Cartesia — Low-latency voice models (Sonic TTS, Ink STT) with a documented API, official MCP server, llms.txt, and a free tier. API · MCP · llms.txt · all facts →
- Cerebras Inference — Wafer-scale inference for open models at very high tokens/sec, OpenAI-compatible API, llms.txt, and a standing free tier. API · llms.txt · all facts →
- Cohere — Enterprise LLM platform (command, embed, rerank) with llms.txt, documented API versioning, free trial keys, and error/rate-limit docs. API · llms.txt · all facts →
- Deepgram — Speech-to-text and voice AI API with a public OpenAPI spec, llms.txt, scoped API keys, and $200 free credit without a card. API · llms.txt · OpenAPI · all facts →
- DeepSeek — OpenAI-compatible LLM API (DeepSeek-V3/R1) with transparent per-token pricing, a detailed changelog, and self-serve keys. all facts →
- ElevenLabs — Voice AI (TTS, STT, agents) with a public OpenAPI spec, llms.txt, an official MCP server, and a free tier. API · MCP · llms.txt · OpenAPI · all facts →
- fal.ai — Generative media platform (image, video, audio models) with queue/streaming APIs, an official CLI/serving framework, llms.txt, and self-serve keys. API · llms.txt · CLI · all facts →
- Fireworks AI — Fast open-model inference and fine-tuning with an OpenAI-compatible API, official firectl CLI, llms.txt, and published pricing. API · llms.txt · CLI · all facts →
- Gemini API — Google's Gemini model APIs via AI Studio, with generous free tier and documented API versioning. API · CLI · all facts →
- Groq — Ultra-low-latency LLM inference with an OpenAI-compatible API, llms.txt, and self-serve keys with a free tier. API · llms.txt · all facts →
- Hugging Face — Model hub and inference platform with fine-grained tokens, OAuth, an official MCP server, and a full Hub API. API · MCP · CLI · all facts →
- Luma AI (Dream Machine) — Dream Machine video and image generation via the Luma API, with llms.txt and published API pricing. API · llms.txt · all facts →
- MiniMax — MiniMax text, speech, video and music models via the international platform API, with an official MCP server. API · MCP · all facts →
- Mistral AI — European LLM provider (La Plateforme) with llms.txt, an open OpenAPI-based docs repo, a free experiment tier, and self-serve keys. API · llms.txt · OpenAPI · all facts →
- Moonshot AI (Kimi) — Kimi models (K2 line) via an OpenAI-compatible API on the international Kimi platform, with an official terminal CLI agent (kimi-cli). API · CLI · all facts →
- OpenAI — GPT model APIs with an official OpenAPI spec, agents guides, and a large SDK ecosystem. API · OpenAPI · all facts →
- OpenRouter — Unified OpenAI-compatible API over hundreds of models from many labs, with one key, per-model pricing, automatic fallbacks, and an llms.txt. API · llms.txt · all facts →
- Alibaba Qwen (Model Studio) — Qwen model family via Alibaba Cloud Model Studio's OpenAI-compatible API, with an official open-source coding CLI agent (qwen-code). API · CLI · all facts →
- Replicate — Run and fine-tune open-source models via a simple predictions API, with llms.txt, webhooks, and an official CLI. API · llms.txt · CLI · all facts →
- Together AI — Inference and fine-tuning platform for open-source models with an OpenAI-compatible API and llms.txt. API · llms.txt · all facts →
- xAI (Grok API) — xAI's Grok models via an OpenAI-compatible REST API, with an llms.txt and self-serve console keys. API · llms.txt · all facts →
- Z.ai (GLM) — GLM models via Z.ai's OpenAI-compatible international API, with llms.txt, published pricing, and self-serve keys. API · llms.txt · all facts →
- Composio — Tool and integration layer for AI agents (hundreds of app connectors with managed auth), with llms.txt and a hosted MCP directory. MCP · llms.txt · all facts →
- Mem0 — Memory layer for AI agents (hosted platform + open-source), with REST API, llms.txt, and the official OpenMemory MCP server. API · MCP · llms.txt · all facts →
- n8n — Workflow automation platform with native AI/agent nodes, a public REST API, official hosted MCP server, CLI, and llms.txt; fair-code and self-hostable. API · MCP · llms.txt · CLI · all facts →
- Vapi — Voice-agent orchestration API (calls, turn-taking, tool use over phone/web) with an official MCP server and an llms.txt that opens with instructions for AI agents. API · MCP · llms.txt · all facts →
- Zapier — Automation platform bridging 7000+ apps, with llms.txt and an official MCP endpoint that gives agents access to those integrations. MCP · llms.txt · CLI · all facts →
- Browserbase — Headless browser infrastructure for AI agents and automation, with session APIs and an official MCP server. API · MCP · llms.txt · all facts →
- E2B — Isolated cloud sandboxes for running AI-generated code, with llms.txt, an official MCP server, and self-serve keys. MCP · llms.txt · CLI · all facts →
- Modal — Serverless compute for Python with first-class Sandboxes for agent code execution, llms.txt, and an official CLI. API · llms.txt · CLI · all facts →
- Steel — Cloud browser API for AI agents (sessions, CDP, anti-bot) — open-source and self-hostable, with llms.txt and a free tier. API · llms.txt · all facts →
- Atlassian (Jira & Confluence) — Jira, Confluence and the Atlassian Cloud platform — REST APIs, an official remote MCP server (OAuth 2.1), and the acli CLI. API · MCP · CLI · all facts →
- GitHub 🏆 — Code hosting, collaboration, and automation with REST and GraphQL APIs, an official CLI, and an official MCP server. API · MCP · llms.txt · OpenAPI · CLI · all facts → · 🤖✓ agent-verified
- GitLab — DevOps platform with REST and GraphQL APIs, scoped tokens, llms.txt, and an official CLI. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Postman — API development platform with a public Postman API, llms.txt, official CLI, and self-serve keys. API · MCP · llms.txt · CLI · all facts →
- Cloudflare — Edge network, Workers serverless platform, storage, and AI services with agent-focused docs and official MCP servers. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Fly.io — Run full-stack apps and machines close to users, with a spec'd Machines API, scoped macaroon tokens, and official MCP docs. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Netlify — Web platform for deploying sites and functions, with an OpenAPI-specified API, llms.txt, official CLI and MCP server. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Railway — App/database hosting with a public GraphQL API, official CLI, llms.txt, and usage-based pricing. API · llms.txt · CLI · all facts →
- Render — Cloud hosting for web services, static sites and databases with a REST API, official CLI, official MCP server, and llms.txt. API · MCP · llms.txt · CLI · all facts →
- Vercel — Frontend cloud for deploying web apps, with a REST API, CLI, official MCP server, and AI SDK ecosystem. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Chroma — Open-source embedding database with a hosted Chroma Cloud, official CLI, official MCP server, and llms.txt. API · MCP · llms.txt · CLI · all facts →
- MongoDB Atlas — Managed MongoDB with a versioned Admin API, published OpenAPI spec, llms.txt, official CLI and MCP server. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Neon — Serverless Postgres with instant branching, a full management API, official MCP server, and agent-oriented docs. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Pinecone — Managed vector database for search and RAG, with llms.txt, an official MCP server, and self-serve keys. API · MCP · llms.txt · CLI · all facts →
- Qdrant — Open-source vector database with a managed cloud, llms.txt, an official MCP server, and a free cluster tier. API · MCP · llms.txt · all facts →
- Redis (Redis Cloud) — In-memory data platform for caching, vector search and real-time apps; Redis Cloud has a REST management API, official MCP server, redis-cli, and llms.txt. API · MCP · llms.txt · CLI · all facts →
- Supabase — Postgres platform with auth, storage, edge functions, a management API, official MCP server, and LLM-ready docs. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Upstash — Serverless Redis, Kafka-successor queues, and vector storage with REST APIs, llms.txt, an official MCP server, and a free tier. API · MCP · llms.txt · CLI · all facts →
- Weaviate — Open-source vector database with REST/GraphQL/gRPC APIs, Weaviate Cloud free sandboxes, an official CLI, MCP server, and llms.txt. API · MCP · llms.txt · CLI · all facts →
- Apify — Web scraping and automation platform with thousands of ready-made actors, a versioned API, llms.txt, and an official MCP server. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Brave Search API — Independent web search index with a developer API, self-serve registration, and a free plan. MCP · all facts →
- Exa — Search API built for AI — semantic web search, content retrieval, and research endpoints with an official MCP server. API · MCP · llms.txt · all facts →
- Firecrawl — Web scraping and crawling API that turns websites into LLM-ready markdown, with an official MCP server. API · MCP · llms.txt · all facts →
- Jina AI — Search-foundation APIs (Reader for URL-to-markdown, embeddings, reranker, deep search) with an official remote MCP server, an agent-targeted llms.txt, and a keyless trial path. API · MCP · llms.txt · all facts →
- Perplexity API — Sonar API for web-grounded answers and search, with llms.txt, an official MCP server, and documented usage tiers. MCP · llms.txt · all facts →
- SerpApi — Real-time JSON API for Google and other search engines' results, with an official MCP server, llms.txt, and a free monthly quota. API · MCP · llms.txt · all facts →
- Tavily — Search and extraction API built for AI agents, with llms.txt, an official MCP server, and a free tier. API · MCP · llms.txt · all facts →
- Lemon Squeezy — Merchant-of-record payments for digital products/SaaS with a JSON:API REST API, documented test mode, and self-serve keys. API · all facts →
- Paddle — Merchant-of-record billing platform with a versioned API, full sandbox, llms.txt, and webhooks. API · MCP · llms.txt · all facts →
- Stripe — Payments, billing, subscriptions, and financial infrastructure with a famously complete API surface. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Discord — Chat platform with a versioned bot/OAuth2 API, official OpenAPI spec (preview), webhooks, and documented rate limits. API · OpenAPI · all facts →
- Lark — Collaboration suite (messaging, docs, calendar) with an open platform, llms.txt, an official CLI with 200+ commands and agent skills, and an official OpenAPI MCP server. API · MCP · llms.txt · CLI · all facts →
- Resend — Email API for developers with test mode, scoped API keys, idempotency support, and an official MCP server. API · MCP · llms.txt · all facts →
- Slack — Workspace messaging platform with a mature Web API, granular OAuth scopes, an OpenAPI spec, and llms.txt. API · llms.txt · OpenAPI · CLI · all facts →
- Telegram Bot API — Free bot platform with instant token issuance via BotFather, webhooks, a documented test environment, and a detailed changelog. API · all facts →
- Twilio — Programmable messaging and voice APIs with test credentials, an OpenAPI spec, llms.txt, and an official CLI. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Airtable — Spreadsheet-database hybrid with a REST API, scoped personal access tokens, OAuth, webhooks, and documented rate limits. API · all facts →
- Dropbox — File storage and sync with a scoped-OAuth HTTP API, self-serve app creation, and webhooks. API · llms.txt · CLI · all facts →
- Linear — Issue tracking and product planning with a GraphQL API, llms.txt, an official MCP server, and webhooks. GraphQL · MCP · llms.txt · all facts →
- Notion — Connected workspace with a versioned REST API, capability-scoped integrations, llms.txt, and an official MCP server. API · MCP · llms.txt · all facts →
- Datadog — Observability platform with a full REST API, llms.txt, documented OAuth for integrations, rate limits, and webhooks. API · MCP · llms.txt · CLI · all facts →
- Grafana (Grafana Cloud) — Observability platform (dashboards, metrics, logs, traces) with a documented HTTP API, official MCP server, llms.txt, and a standing free cloud tier. API · MCP · llms.txt · all facts →
- Sentry — Error monitoring and performance tracing with llms.txt, an official MCP server, scoped auth tokens, and a full API. API · MCP · llms.txt · OpenAPI · CLI · all facts →
- Shopify — Commerce platform with versioned GraphQL APIs, llms.txt, official MCP docs, access-scoped tokens, free development stores, and a CLI. API · MCP · llms.txt · CLI · all facts →
Submitted, not yet verified — listed for transparency only (how the pool works). An entry is promoted into the index above once an agent passes the M1 first-call run against it and its evidence survives review; until then its claims live only in its YAML file.
| Candidate | Category | Submitted by | M1 first-call | Claims |
|---|---|---|---|---|
| paas.build | Payments / Billing | vendor | ✓ pass (2/3) · 2026-07-15 | yaml |
| Xquik | Web Search / Data | vendor | ✓ pass (3/3) · 2026-07-15 | yaml |
One fact = one contribution: report a broken link (2 min, issue form) · resolve one of the 485 open unknowns (15 min) · add a provider (1–2 h, inclusion rules). CI validates everything mechanical; humans only review evidence quality. Full guide: docs/contributing.md.
Have a coding agent? Point it at a checkout and paste:
Read AGENTS.md, then resolve one "unknown" check: find official evidence, update
the provider YAML (or leave it unknown if evidence is genuinely missing), run
npm run validate, and open a small PR.
Fern Agent Score (docs-site readiness scoring — we deliberately don't duplicate it) · Cloudflare Agent Readiness · official MCP Registry · llms.txt hub