#documentation

DevSpeak bridges the gap between product and engineering. Powered by Gemini AI, it instantly translates ambiguous stakeholder requirements into structured technical specs, Jira tickets, and API designs tailored to your specific tech stack and audience level.

OpenAPI.city is a hosted API service that gives AI agents instant, structured access to OpenAPI specifications. It sits between an agent and the APIs it needs to use — the agent asks for one endpoint, a compact summary, or a specific schema, and gets exactly that, nothing more. This avoids context window overflow (3% vs 90% context usage) and eliminates API hallucinations. Available via REST API and MCP server with 100+ popular APIs indexed, weekly automated refreshes, on-demand schema access, and endpoint-level extraction.

Structured .aide spec files that give AI agents progressive disclosure into your codebase architecture. 6 MCP tools, 8 slash commands, TUI wizard, multi-IDE support.

Search Recon documentation, book, and newsletter. Queries getrecon.xyz, book.getrecon.xyz, and getrecon.substack.com for fuzzing, invariant testing, and Chimera framework knowledge.

Scores your writing against quality profiles — per-trait breakdown, deterministic, sub-second. No auth required.

This Model Context Protocol (MCP) server brings the full power of the TanStack CLI directly into your AI assistant (Claude, Cursor, etc.). It enables your AI to search official documentation, discover libraries, fetch guides, and scaffold new projects—all without leaving the chat.

Catch spec drift before it catches you. Pituitary indexes your specs, docs, and decision records, then detects overlap, contradictions, stale docs, and code that drifts from what was decided. 6 tools for spec-aware AI workflows: - search_specs: semantic search across indexed spec sections - check_overlap: detect specs that cover overlapping ground - compare_specs: side-by-side tradeoff analysis of two specs - analyze_impact: trace which specs, docs, and code paths are affected when a spec changes - check_doc_drift: find docs that contradict accepted specs - review_spec: full composite review (overlap + comparison + impact + drift + remediation) Single Go binary. One SQLite file. No API keys required. Deterministic by default.

Semantic search over IMAGIN.studio API documentation — CDN, API, integration guides, and more.

Semantic search over IMAGIN.studio API documentation — CDN, API, integration guides, and more.

MCP server that enables AI assistants to search ng-diagram documentation and public API. Provides intelligent documentation search and API symbol lookup for ng-diagram - an Angular library for building interactive diagrams. Connect it to AI assistants like Claude, Cursor, or any MCP-compatible tool.

Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, and exporting to vector databases. Supports 16+ LLM platforms.

MCP server that gives AI assistants on-demand access to 1,500+ amCharts 5 docs, 283 code examples, and 1,098 class API references.

AI_README MCP Server is a Model Context Protocol (MCP) server that helps AI assistants understand your project conventions through dedicated AI_README.md guide files. It automatically discovers, routes, and manages these files so AI can generate consistent, high-quality code that matches your team's standards. Works with: GitHub Copilot (VSCode 1.102+), Claude Code, Cursor, and other MCP-compatible AI tools.

AI_README MCP Server is a Model Context Protocol (MCP) server that helps AI assistants understand your project conventions through dedicated AI_README.md guide files. It automatically discovers, routes, and manages these files so AI can generate consistent, high-quality code that matches your team's standards. Works with: GitHub Copilot (VSCode 1.102+), Claude Code, Cursor, and other MCP-compatible AI tools.

MCP Documentation Server - Bridge the AI Knowledge Gap. ✨ Features: • Document management • Gemini integration • AI-powered semantic search • File uploads • Smart chunking • Multilingual support • Zero-setup 🎯 Perfect for: New frameworks • API docs • Internal guides

AI-generated help docs for your web app in minutes, not weeks. KodaDocs is a Claude Code MCP server that reads your codebase, captures screenshots with a headless browser, annotates UI elements, writes documentation articles, and assembles a complete VitePress help center. Supports Next.js, Django, React, SvelteKit, WordPress, and 15+ frameworks.

Convert any URL to clean, LLM-ready Markdown or plain text. Remote MCP server, no local install needed.

MCP Server for accessing W3C/WHATWG/IETF web specifications. Provides AI assistants with access to official web standards data including specifications, WebIDL definitions, CSS properties, and HTML elements.

mcmodding-mcp is a Model Context Protocol (MCP) server that gives AI assistants like Claude direct access to Minecraft modding documentation. Instead of relying on potentially outdated training data, your AI assistant can search real documentation, find code examples, and explain concepts accurately.

AI-optimized PostgreSQL expertise for coding assistants. pg-aiguide helps AI coding tools write dramatically better PostgreSQL code. It provides: - Semantic search across the official PostgreSQL manual (version-aware) - AI-optimized “skills” available through MCP tools — curated, opinionated Postgres best practices used automatically by AI agents - Extension ecosystem docs, starting with TimescaleDB, with more coming soon

Intelligent code versioning (snapshots) and automatic documentation generator. With CLI, REST API, and MCP support.

MCP server for API documentation, supporting GraphQL, OpenAPI/Swagger, and gRPC from local files or remote URLs

Repo Context MCP provides programmatic access to repository contents for integrations and automation. It can list directories/files, read any file, return the README, perform TypeScript type analysis (via ts-morph), and search for OpenAPI/Swagger spec files. Supports local repo paths and reading from private GitHub repos when GITHUB_TOKEN is set in the environment. Ideal for code analysis, docs generation, and CI pipelines.

Transform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive Apple platform knowledge through cutting-edge RAG technology. With professional AI reranking and hybrid search across iOS, macOS, watchOS, tvOS, and visionOS documentation plus Apple Developer YouTube content, you'll get precise, contextual answers every time. Compatible with Cursor, Claude Desktop, and all MCP tools - start building smarter Apple apps today!

Collègue est un serveur MCP d’assistance au développement, basé sur FastMCP, qui automatise l’analyse, la génération, le refactoring, la documentation et la création de tests unitaires pour du code multi‑langages, avec configuration LLM dynamique et intégration OAuth/Keycloak.

A Model Context Protocol (MCP) server that provides up-to-date documentation for npm packages directly in your IDE. This tool fetches the latest README documentation from either the package's GitHub repository or the README bundled with the npm package itself.

A MCP server that provides Bun documentation to AI assistants. This enables your AI to access up-to-date Bun documentation and provide accurate guidance on Bun APIs. ✨ Features Version-matched documentation: uses your local node_modules/bun-types/docs/, or syncs from GitHub based on your Bun version Search functionality: includes a grep tool with JavaScript regex support for searching documentation Built with Bun: for Bun AI-friendly: structured to provide relevant context to AI assistants

Personalized, intelligent docs — tailored to every user, powered by AI.

Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.

Comprehensive MCP server providing real-time framework documentation access for Claude Code with intelligent caching, multi-source integration, and context-aware assistance.

Simple Model Context Protocol (MCP) server for Wiki.js

The Microsoft Learn MCP Server is a cloud-hosted service that enables MCP hosts like GitHub Copilot and Cursor to search and retrieve accurate information directly from Microsoft's official documentation. By implementing the standardized Model Context Protocol (MCP), this service allows any compatible AI system to ground its responses in authoritative Microsoft content.

The GitBook MCP server enables programmatic access to GitBook Organizations, Spaces, Collections, and Content through a standardized MCP interface. It provides 12 tools for content operations and 6 AI-powered prompts for documentation workflows.

Tool to fetch and summarize developer documentation from [MDN Web Docs](https://developer.mozilla.org/). ## Features - Search MDN for documentation using a query string. - Returns a summary (first paragraph) and a link to the full documentation. - Exposes an MCP-compatible tool server over stdio.

🚀 Apifox MCP 伺服器 - 支援 uvx 安裝的 Python 實現，將 Apifox API 文檔暴露給 MCP 客戶端

rtfmbro provides always-up-to-date, version-specific package documentation as context for coding agents. An alternative to context7

Local MCP Server to query Bucketeer documentation

Forge is an advanced 3D Gaussian Splatting renderer for THREE.js

this is a MCP server that create uml text based class diagrams, project tree structure and a list of modules anf functions in the project to assist cursor in understanding the project.

Up-to-date documentation for LLMs and coding agents. Includes public Github repos and documentation sites for all the most used platforms, libraries and APIs. See https://ref.tools for more information.

A Model Context Protocol (MCP) server for managing project documentation and saving conversation logs within a user-specified target project directory.

mcp_dev_docs_server

Revolutionary MCP server with surgical precision editing for Confluence - industry's first XML-aware selective content modification MCP system for AI assistants

Model Context Protocol (MCP) server for Wiki.js with hierarchical documentation & Docker setup

A Model Context Protocol (MCP) compliant server designed for comprehensive web research. It uses Tavily's Search and Crawl APIs to gather detailed information on a given topic, then structures this data in a format perfect for LLMs to create high-quality markdown documents.

CrateDB MCP Server for natural-language Text-to-SQL and documentation retrieval.

Enterprise MCP documentation server with circuit breaker resilience, multi-repository indexing, and AI assistant integration

The portable alternative to Cursor Rules and IDE-specific rules. Transform your project documentation into intelligent AI context using standard Markdown files that work across any MCP-compatible AI tool. Escape vendor lock-in and scattered documentation forever.

A powerful Model Context Protocol (MCP) server that intelligently fetches and processes web content with nested URL crawling capabilities. Transform any documentation site or web resource into clean, structured markdown files perfect for AI consumption and analysis.

Alfa seamlessly brings the latest code docs directly into your AI code editor. Our MCP (model context protocol) server, is like a cheat code that helps AI code editors like Cursor just work, no matter what LLM you're using.

Kollektiv enables anyone to setup 'RAG over your data' in 2 clicks to get access and semantic search directly from any IDEs / MCP clients. No RAG infra, no config to manage. Users can build their private knowledgebases. It's one of the first MCP servers in the world to support Oauth 2.1 for user authentication.

A Model Context Protocol (MCP) compliant server designed for comprehensive web research. It uses Tavily's Search and Crawl APIs to gather detailed information on a given topic, then structures this data in a format perfect for LLMs to create high-quality markdown documents.

DevContext is a cutting-edge Model Context Protocol (MCP) server designed to provide developers with continuous, project-centric context awareness. Unlike traditional context systems, DevContext continuously learns from and adapts to your development patterns and delivers highly relevant context providing a deeper understanding of your codebase.

📚✨ A powerful MCP (Model Context Protocol) server that brings Readium's documentation analysis capabilities to LLMs like Claude and other MCP-compatible clients. 🤖🔍 Seamlessly analyze local directories, public/private Git repositories, and URLs with support for multiple file formats (code, Markdown, text). Readium-MCP delivers structured results with summary, file tree, and content organization—making it the perfect tool when you need an AI to comprehend large documentation bodies, code repositories, or technical websites. 🧠💻 Easy to integrate with VSCode, Claude Desktop, or any MCP client for enhanced AI-powered documentation analysis!

mcp server for aoe4 documentation

Cursor AI SSOT & Rule Engine Template: A comprehensive framework for integrating Cursor AI's advanced features into any project. Includes Single Source of Truth (SSOT) tracking, custom project rules, and Model Context Protocol (MCP) with Knowledge Graph for intelligent context management.

Servidor MCP que busca documentação mais atualizada de tools

고릴라(Gorela) 연동 개발자를 위한 개발자 사이트 API 문서 제공 MCP 서버

The definitive resource for Model Control Protocol (MCP) - Opinionated. Curated. Verified.

Software architecture tooling for the AI age

MCP Server Implementation for Rust documentation from Docs.rs

With this MCP, you can debug your application by querying any issue to an LLM using the latest documentation available on the web. We currently support LangChain, LlamaIndex, and OpenAI docs, but you can add any other sources as needed.

A Model Context Protocl (MCP) server for Laravel Documentation

MCP sever for fetching latest Keyclaok documentation in LLM friendly format

Search and read your documentation using the model context protocol

A Simple MCP server to serve documentation for AI apps

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This MCP server provides tools to access AWS Amplify Gen 2 documentation and search for content. (not official)

MCP server that allows you to get the latest documentation

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This is a lightweight, plug-and-play MCP server that empowers any LLM to dynamically search and retrieve up-to-date documentation from popular AI libraries such as LangChain, LlamaIndex, and OpenAI.

Ida documentation reader (sort-of) mcp server

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一个基于MCP协议的开发文档服务器，专为各类开发框架文档设计

Model Context Protocol documentation server for LangGraph and MCP.

MCP server for Rust documentation

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A Model Context Protocol (MCP) server

An MCP server for accessing updated documentation of popular libraries

ProjectDocHelper is an MCP (Model Context Protocol) server designed to automatically generate project documentation and make it accessible to AI development tools like Cursor through MCP, thereby improving the accuracy and relevance of AI responses.

🔍 FastMCP-powered documentation search engine that provides unified access to multiple framework docs (Next.js, Tailwind, Framer Motion, etc.) with intelligent name resolution and async processing.

MCP server for EventCatalog

A Model Context Protocol (MCP) server that provides programmatic access to the Marimo Documentation.

mcp-reporter is a streamlined utility that generates comprehensive capability reports for Model Context Protocol servers, empowering developers to easily understand available functionality across their MCP servers ecosystem for both documentation and integration into other tools.

MCP server with different tools to extend Claude-code functionalities.

An MCP server that provides tools for retrieving and processing documentation through vector search, both locally or hosted. Enabling AI assistants to augment their responses with relevant documentation context.

Completely free, private, UI based Tech Documentation MCP server. Designed for coders and software developers in mind. Easily integrate into Cursor, Windsurf, Cline, Roo Code, Claude Desktop App

This MCP demo Server based on FastMCP, exposes Clever Cloud's Documentation

MCP server that enforces pre-read checks and detailed commit documentation

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A MCP server that can create queries and fetch information from APi documentation.

solana docs

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An MCP server inspired by devocs.io

🔍 MCP server that lets you search and access Svelte documentation with built-in caching

An intelligent MCP server that serves as a guardian of development knowledge, providing Cline assistants with curated access to latest documentation and best practices across the software development landscape

An intelligent MCP server that provides tools for collecting and documenting code from directories

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MCP server for code collection and documentation

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An MCP server that provides LLMs with efficient access to package documentation across multiple programming languages