doctree-mcp
BM25 search + tree navigation over markdown docs for AI agents. No embeddings, no LLM calls at index time.
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Vision Memory MCP
Persistent visual cache for LLM-driven software development. Caches screenshots using perceptual hashing, vector search, and AX trees to prevent token overhead…
Recent Go MCP Server
Provides Go language updates and best practices in a structured Markdown format for LLM coding agents.
Ummon
The semantic layer for software engineering: Connect code to meaning, build on understanding
Atlas Docs
Access technical documentation for libraries and frameworks, formatted in clean markdown for LLM consumption.
Mathlas
Airtight math for AI agents: 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean 4 kernel checks. No LLM inside, no API key.
WordPress Dev Docs
Access WordPress development rules and best practices from the WordPress LLM Rules repository.
Qwen-Agent
A framework for developing LLM applications with capabilities like tool usage, planning, and memory, based on the Qwen model.
Knowledge Graph
A knowledge graph-driven persistent memory layer for coding agents and LLM workflows.
Data Structure Protocol (DSP)
Graph-based long-term memory skill for AI (LLM) coding agents — faster context, fewer tokens, safer refactors
Sleekplan
Manage user feedback, roadmap, changelog and user surveys all from your favorite LLM
Mnemo Cortex
Persistent cross-agent semantic memory for AI agents. Recall past sessions, share knowledge across agents. Multi-agent (isolated writes, shared reads)…
universal-memory
A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history across…
MCP Server for AI-Notion Integration
# MCP Server for AI-Notion Integration A Model Context Protocol (MCP) server that integrates with Notion databases to store AI question/answer pairs. This…
Prompt Book Server
# Prompt Book Server An MCP server that connects to Notion databases containing AI prompts, allowing you to manage, search, and retrieve prompts efficiently…
MCP Docs Tools
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…
Heuresis
# @heuresis/mcp A Model Context Protocol (MCP) server that exposes a Heuresis workspace to any MCP-capable client (Claude Desktop, Claude Code, Cursor…
semantic-search-mcp-server
# semantic-search-mcp-server A Model Context Protocol (MCP) server built with mcp-framework for enhancing Claude Desktop with semantic search capabilities. ##…
zmem MCP Memory Server
Global MCP server that manage all the project data,
Vectra MCP Server
An MCP server providing tools to manage and query a Vectra knowledge base, enabling integration with MCP clients via a backend API.
mcp-server-for-rag
# RAGのためのMCPサーバーマイクロサービス群 WebページをクロールしてElasticsearchに保存し、Claude Desktop や Cline から検索できるようにするMCPサーバーです。 Dockerだけで完結するため、ローカル環境を汚さずにすぐにRAG（検索拡張生成）を試すことができます。…
Ref
Up-to-date documentation for your coding agent. Covers 1000s of public repos and sites. Built by [ref.tools](https://ref.tools/)
Graphlens Mcp
Model Context Protocol (MCP) server for Graphlens. Exposes polyglot code graphs to LLM agents.
FlexOrch MCP
FlexOrch MCP converts unstructured documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets via 6 async tools. Covers the full…