Provides searchable official Cloudflare documentation, allowing agents to look up Workers, Pages, and network APIs.
Provides searchable official FastAPI documentation, allowing agents to retrieve accurate API usage, parameters, and examples.
Provides searchable official Hono documentation, allowing agents to look up web framework APIs and middleware.
Provides searchable official Netlify documentation, enabling agents to retrieve deployment and configuration guidance.
Provides searchable official Next.js documentation, helping agents use current App Router and server/client components correctly.
Provides searchable official Pydantic documentation, helping agents use data validation and settings management APIs.
Provides searchable official React documentation, helping agents use current React 19 APIs and avoid deprecated patterns.
Provides searchable official Resend documentation, enabling agents to send emails and manage email APIs.
Provides searchable official shadcn/ui documentation, enabling agents to use UI components and styling patterns.
Provides searchable official Supabase documentation, enabling agents to retrieve database, auth, and storage APIs.
Provides searchable official Svelte 5 documentation, enabling agents to avoid deprecated APIs and use Runes correctly.
Provides searchable official Tauri 2 documentation, enabling agents to look up desktop app development APIs.
Provides searchable official TypeScript documentation, helping agents retrieve accurate type system information and handbook sections.
Provides searchable official Vite documentation, allowing agents to look up build tool configuration and features.
Provides searchable official WXT documentation, helping agents build browser extensions with current APIs.
Provides searchable official Zod documentation, enabling agents to use schema validation APIs correctly.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@agents-docs search FastAPI docs for dependency injection"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Ultra-fast, zero-bloat local markdown documentation RAG for AI coding agents via MCP.
Instant BM25 search over official framework documentation and live AI model registries. Shared across Cursor, Claude Code, Antigravity, and Zed.
.agents/docs?Coding agents frequently hallucinate deprecated APIs (Svelte 4 vs 5 Runes, Tailwind v3 vs v4, React 19 Actions) or reference outdated LLM models and token pricing.
Traditional vector-embedding RAG solutions are bloated: they require Docker containers, hundreds of megabytes of Python dependencies (Chroma, LangChain), and slow API embedding calls that split code blocks in half.
agents-docs applies the Lolaplex philosophy:
Zero Vector DBs: Header-aware markdown chunking + pure Python lexical BM25 ranking with header match boost (+6.0) and full phrase boost (+10.0).
Sub-10ms Search: Instant retrieval directly from plain markdown files on disk (~/.agents/docs/).
Live AI Models Registry: Real-time tracked context windows, benchmarks, and token pricing ($/1M) for Frontier and Open-Weights models (Claude 5/4, GPT-5/o3/o4, Gemini 3.x, DeepSeek V4/R1, Qwen 2.5 Coder).
Curated 21+ Framework Catalog: 1-click sync for official llms.txt (TypeScript Handbook, Svelte 5, FastAPI, Tailwind v3/v4, Tauri 2, Next.js, Supabase, Hono, WXT, Netlify, Coolify, Cloudflare, Resend, React, Vite, Zod, Pydantic, shadcn/ui).
Deterministic Noise Pruning: Automatically strips HTML wrappers, link noise, and cookie banners without altering code blocks or tables.
Universal MCP Server: FastMCP stdio interface with auto-sync and dependency manifest inspection.
Related MCP server: Speakeasy Docs MCP
┌─────────────────────────────────────────────────────────────┐
│ DOCS & MODEL REGISTRIES │
│ Official llms.txt · TypeScript Handbook · OpenRouter │
└──────────────────────────────┬──────────────────────────────┘
│ agents-docs sync <name>
▼
┌─────────────────────────────────────────────────────────────┐
│ DETERMINISTIC NOISE PRUNER │
│ Strips HTML boilerplate while preserving 100% of code │
└──────────────────────────────┬──────────────────────────────┘
│ Header-aware chunking
▼
┌─────────────────────────────────────────────────────────────┐
│ LOCAL DOCUMENTATION STORE │
│ ~/.agents/docs/ai-models/ ~/.agents/docs/svelte-5/ │
│ ~/.agents/docs/typescript/ ~/.agents/docs/fastapi/ │
└──────────────┬───────────────────────────────┬──────────────┘
│ │
▼ ▼
┌─────────────────────────────┐ ┌─────────────────────────────┐
│ LEXICAL BM25 │ │ MCP SERVER & CLERK │
│ Header Match Boost (+6.0) │ │ search_docs · list_docsets │
│ Sub-10ms Exact Retrieval │ │ sync_project_docs │
└─────────────────────────────┘ └─────────────────────────────┘pip install agents-docs && agents-docs initScaffolds ~/.agents/docs/, seeds the live ai-models registry, autowires MCP configurations into your installed IDEs, and registers assistant skills.
🤖 Agent-Driven Setup (Zero Friction):
Simply tell your coding agent: "Install and set up agents-docs for me."
The agent installs the package, runs agents-docs init, and automatically retrieves fresh documentation whenever you ask technical stack or model pricing questions.
Command | Purpose |
| Plug & Play setup: auto-configures MCP across all IDEs and seeds model docs |
| Lists all 21+ pre-configured frameworks and model catalogs |
| 1-click download/update of official framework documentation |
| Ingests any custom |
| Fast BM25 search across all installed docsets |
| Scoped search within a specific documentation set |
| In-place noise & boilerplate cleaner across all installed docs |
| Lists all installed docsets on disk with file and byte counts |
| Runs the FastMCP stdio server (default) |
Tool | Parameters | Description |
| None | Lists all installed docsets in |
|
| Returns top matching markdown sections with headers and code blocks in milliseconds. Auto-syncs missing catalog docsets on demand. |
|
| Returns the raw markdown content of a specific file. |
| None | Lists all 21+ pre-configured frameworks and model catalogs available for 1-click sync. |
|
| Downloads/updates official documentation from the catalog or custom |
|
| Inspects |
| None | Scans |
Claude Code: Bound via MCP server and .agents/skills/docs-search.
Google Antigravity: Integrated via .gemini/config rules and agents-docs MCP.
Cursor: Automatically configures .cursor/mcp.json and agent rules.
Zed: Configures context_servers and mirrors assistant skills.
VS Code / Windsurf: Autowires Cline / Roo-Code MCP configuration.
Detailed architectural specifications live in abi/:
abi/WHY.md — Architectural rationale & BM25 vs Vector embeddings.
abi/LAYOUT.md — Storage taxonomy in ~/.agents/docs/.
abi/MCP.md — Tool surface definitions and schemas.
abi/CATALOG.md — Curated catalog schema and supported types.
abi/LLMSTXT.md — Support for the llms.txt standard.
Run the test suite across all engines:
python tests/run_all_tests.pyMIT License. See LICENSE for details.
Unclaimed servers have limited discoverability.
If you are the server author, to access and configure the admin panel.
Token-efficient MCP memory for Markdown vaults. Tiered search, GraphRAG, AI memories.
Multi-engine search for AI agents. Trust scoring, local corpus, MCP-native. Self-hostable, BYOK.
Token-efficient search for coding agents over public and private documentation.
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/Lolaplex/agents-docs'
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