MCP server for AI agents: live CPython stdlib docs and PyPI package info, fetched from docs.python.org and pypi.org, cached, returned as clean markdown.

Finds the lines in your docs that a code change made wrong, and proves each one, with a fix you approve. Measured on changes planted in 30 real Python projects and on their real history. A command, a GitHub Action, and an MCP server; no AI unless you ask.

Google Docs and Drive MCP server with 50 tools, Python package, SSE hosting, and a VS Code extension.

MCP server + client in Python, built in Anthropic’s “Building with the Claude API” course. A FastMCP document server exposes tools (read/edit docs), resources (@mentions) and prompts (/format, /summarize) to a CLI chat with Claude over stdio.

RAG over docs with verified citations, hybrid BM25 + embedding retrieval, an eval harness, and an MCP server. Python, FastAPI, Gemini/Groq.

MCP server that gives coding assistants the real source and docs of your dependencies, at your lockfile’s exact versions, with citations. Python and JS/TS.

Deterministic navigation maps over code AND markdown for AI agents — one MCP server, two lenses (tree-sitter TS/JS/Python + markdown). map the whole project, read one function or one doc-section, 99% less context. Merges codelens + docslens.

Official Impreza Host client tooling. Deploy or host an app the easy way with the one-line MCP setup: npx -y impreza-mcp setup --tool claude-code (also cursor, continue, zed, codex-cli). Python + Go SDK & CLIs for REST-API automation. Docs: https://docs.imprezahost.com/

Auto-generate API docs, READMEs, and changelogs from any codebase u2014 directly from your AI agent. Supports Python, JavaScript, TypeScript, Rust, Go, Java, and 40+ other languages.

MCP server and API for Steam game recommendations from imho.run: games like any game, game facts, find a game from a description. Docs, configs and a Python client.

🇮🇩 Production-ready Python SDK + MCP server for 14 Indonesian government data sources — halal certs, company registry, procurement, budget, legal docs & more. 46 AI-agent tools.

Local stdio tools for phone numbering-plan metadata and email syntax/DNS. check_phone and check_email preserve null, unknown and error states. Not live carrier, HLR, reachability, ownership, mailbox or delivery verification. Python 3.8+, no third-party runtime dependencies. Invitation-only free beta, 100 checks per key; API key required, billing disabled. Host may sleep. No remote HTTP MCP or OAuth. Install docs and checksums: https://files.instinct.com/tyvaeeu6fnab-surecheck-mcp-install

A Python docstring format with emphasis on machine-verifiable normativity

A minimal MCP local server for Lean Mathlib 4 Documentation Search Implemented using Python

A high-performance Model Context Protocol (MCP) server built with Python, designed to fetch and convert official library documentation into clean, LLM-friendly Markdown.

MCP server exposing TF-IDF RAG over a markdown corpus as tools + resources

Intelligent structured document management system using MCP protocol - solving token overflow for large language models

MCP server for document management — multi-format extraction, semantic search, OCR, hash-based deduplication

MCP server that creates Google Docs with native Tabs (Oct 2024 sidebar feature) — for Claude Desktop and Claude Code

Локальное обезличивание документов перед отправкой в LLM и обратная подстановка после ответа. Скилл, MCP-сервер и CLI.

A Model Context Protocol (MCP) server that provides semantic search over AWS Cloudscape Design System documentation.

MCP server exposing Adobe VIP Marketplace Partner API documentation as searchable, structured tools.

Deterministic tool for AI agents to edit Word documents: every change a tracked change the writer can reject.

🌐 Enable seamless semantic search over AWS Cloudscape documentation for AI agents and coding assistants with this efficient MCP server.

Stop feeding your AI outdated context. This Context7-inspired MCP server ingests and searches docs in real-time to keep your AI grounded in reality 🌟

An experimental Model Context Protocol (MCP) server that allows LLM clients (like Claude Desktop) to dynamically retrieve the latest implementation details and documentation from popular AI libraries such as LangChain, LlamaIndex, and OpenAI.

MCP server for comprehensive documentation lifecycle management. Automates change detection, link validation, quality assessment, and documentation synchronization for software projects.

MCP server that gives an AI assistant deterministic document tooling: PDF/text reading, chunking, JSON Schema validation, structured output — path-confined, fully tested

Context Orchestrator for Documentation — MCP server + autonomous agent that keeps project docs honest. Docs, tasks, plans, stories, links, revisions in SQLite; markdown is a hash-verified projection, not the source of truth.

Google Docs content editing and Google Drive file management for Claude — OAuth-authenticated, folder browse/backup/restore, local-folder two-way sync, LibreOffice format bridge. No third-party proxy.

Local RAG MCP server for markdown docs. Retrieval only (no answer LLM): ask_docs returns grounded passages plus citations that resolve to real files on disk. Index any local path or git repo, filter by layer, embed offline.

Local MCP server for authenticated documentation sites, using Playwright for login and crawling, SQLite full-text and vector indexes for keyword and semantic search, and MCP tools for searching and fetching documentation through AI clients.

An MCP server for Sphinx docs search and navigation with FastMCP

Local database of indexed and optimized technical documentation

支持查询主流agent框架技术文档的MCP server（支持stdio和sse两种传输协议）, 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai

Local-first AI knowledge layer for ServiceNow development

Code, package, docs, and paper search MCP server — per-package navigation, per-repo intelligence, vulns, docs, academic papers

Read-only MCP docs server for Cendor — hands AI coding assistants correct call-shapes (npx @cendor/mcp / uvx cendor-mcp / mcp.cendor.ai). Built from sibling docs.

Minimal, stateless docs search for AI coding agents — an MCP server (3 tools, ~850 schema tokens) + CLI over your project's docs/ folder. ripgrep-ranked at query time. No index, no database, no schema bloat.

MCP RAG server — local embeddings, your docs never leave your machine. Private knowledge base + web search for Claude, Cursor, and Ollama. Drop your docs, connect your AI client, done.

Offline documentation MCP server for AI coding agents. Automatically download, index, and search 900+ programming docsets with curated profiles, full-text search, and Docker support. No Dash or Zeal required.

Strip identifying metadata from docs/images before release

MCP server to connect to and use any public GitHub repo as knowledge base (markdown/notebook docs)

Full-featured MCP server for the Coda.io API — 33 tools: docs, pages, tables, rows, formulas, automations, permissions & analytics

Production-grade MCP (Model Context Protocol) server integrating Gemini for looped web research, image generation, visual QA, and codebase docs.

PineScript v6 MCP Server - 6 tools for docs lookup, code validation, and code generation. 1751 entries, 100% local.

Your coding standards, always in context. An open-source MCP server with semantic search over your docs. 100% offline.

Fast, lean MCP server that lets Claude Code and Codex ask your Google NotebookLM notebooks questions: cited answers, without loading your docs into context.

MCP server for SearXNG with 13 production-ready tools for web search, package info, GitHub integration, error translation, API docs, and more

Clients, MCP server and docs for the PhoneRisk API: phone number validation, line type, carrier, disposable-number detection and a 0-100 risk score

Personal MAX account over MCP: QR sign-in, chats, messages and safe file transfer. Docker, RU/EN docs. Неофициальный локальный MCP для MAX.

Open-source MCP server for AI agents: web search, content extraction, and library docs -- 5-strategy scraping, runs without API keys.

Turn any OPC UA server into an i3X-compliant REST and MCP Enabled API with OpenAPI docs, JSON, and live SSE streams. No OPC UA expertise required.

FastMCP server aggregating Anthropic news, Claude releases, docs, GitHub activity, and community signals into citation-ready MCP research tools.

Máy chủ MCP cho Autodesk Civil 3D qua COM: TIN surface từ đám mây điểm, tuyến, trắc dọc, corridor, trắc ngang và số liệu sai lệch

A conversational agent that combines static knowledge (RAG over your docs) with real-time web search using an MCP server.

Persistent absorption engine for Claude. Feed it code, docs, and failures — it builds a local skill graph any Claude session can query. Exposed as an MCP server.

Local-first Python CLI and MCP server for versioned, cited context from web and document sources.

MCP server for the ClickUp API — manage Spaces, Folders, Lists, tasks, Docs, views, comments, custom fields, time tracking, webhooks and Chat (166 tools, v2 + v3) from any MCP client.

MCP server for AI agents: live Flutter and Dart API docs plus pub.dev packages — fetched live, cached, returned as clean markdown.