MCP Servers
Connectors that give your AI agent hands — databases, browsers, email, payments, and every service in between.
AWS Documentation
✓★ 9,400Fetch, convert, and search AWS documentation pages, with recommendations for related content.
Docs MCP Server
★ 1,500Creates a personal, always-current knowledge base for AI by indexing documentation from websites, GitHub, npm, PyPI, and local files.
Local RAG
★ 335Privacy-first local RAG server for semantic document search without external APIs
MCP Documentation Server
★ 335A server for document management and semantic search using AI embeddings, with local JSON storage.
RAG Documentation
★ 265Retrieve and process documentation using vector search to provide context for AI assistants.
Dash API Docs
★ 164MCP server for Dash, the macOS API documentation browser
Needle
★ 99Production-ready RAG out of the box to search and retrieve data from your own documents.
Docs MCP Server
★ 89An MCP server that makes documentation and codebases searchable for AI assistants, supporting local directories and Git repositories.
HexDocs MCP
★ 68Semantic search for Hex package documentation. Requires local Elixir and Mix installation.
RAG Documentation MCP Server
★ 62Retrieve and process documentation using vector search to provide relevant context for AI assistants.
ContextMCP
★ 58A self-hosted MCP server that indexes documentation from various sources and serves it to AI Agents with semantic search.
Powertools for AWS MCP
★ 42Search the Powertools for AWS Lambda documentation across multiple runtimes to find documentation and examples.
Hugeicons MCP Server
★ 26Search for icons from the Hugeicons library and get usage documentation.
gnosis-mcp
★ 24Zero-config knowledge base for AI coding agents. Loads your markdown docs into a searchable database and exposes them as MCP tools — search, read, and manage documentation without leaving your editor. Works instantly with SQLite (no setup), upgrades to PostgreSQL + pgvector for hybrid semantic search. Includes skills for searching docs (/gnosis:search), health checks (/gnosis:status), doc management (/gnosis:manage), and first-time setup (/gnosis:setup). 6 MCP tools, 3 resources, FTS5 keyword search, 176 tests.
Deep Research
★ 17An agent-based tool for web search and advanced research, including analysis of PDFs, documents, images, and YouTube transcripts.
Langflow Document Q&A Server
★ 15A document question-and-answer server powered by Langflow.
Unity Docs
★ 9Search and retrieve Unity documentation and API references locally with smart version handling.
Searchcraft
★ 8Manage Searchcraft cluster's Documents, Indexes, Federations, Access Keys, and Analytics.
Enhanced Documentation Search
★ 8Provides real-time access to documentation, library popularity data, and career insights using the Serper API.
Fuel Network & Sway Language
★ 7Semantic search for Fuel Network and Sway Language documentation using a local vector database.
PipeCD Docs
★ 5Search and retrieve official PipeCD documentation.
QuantConnect PDF MCP Server
★ 5Converts QuantConnect PDF documentation into searchable markdown, enabling fast, context-aware search.
Unreal Engine Knowledge Graph
★ 5Search concept relationships in the Unreal Engine official documentation using a Neo4j-powered knowledge graph.
Legislative Yuan API
★ 5Search for bills, documents, and meeting records from Taiwan's Legislative Yuan API.
Researcher MCP
★ 5A research assistant powered by Perplexity AI for intelligent search, documentation retrieval, and code assistance.
Google AI Search MCP
★ 4A server providing Google AI-powered search and documentation tools for developers.
Legal MCP Server Argentina
★ 4A server for intelligent search and jurisprudence analysis of Argentine legal documents.
MCP Lucene Server
★ 4MCP Lucene Server is a Model Context Protocol (MCP) server that exposes Apache Lucene's full-text search capabilities through a conversational interface. It allows AI assistants (like Claude) to help users search, index, and manage document collections without requiring technical knowledge of Lucene or search engines.
Panda3D Docs
★ 3Search and retrieve documentation for the Panda3D game engine.
Docs MCP
★ 3A server for efficiently searching and referencing user-configured local documents.