Spring Boot AI
Spring Boot AI is a sample application demonstrating how to build an AI agent using Spring AI, the Model Context Protocol (MCP), and Retrieval Augmented…
Directory
Search MCP Servers
Careerproof
Career and workforce intelligence built on a deep HR ontology — skill taxonomies, role definitions and responsibilities, compensation and incentive structures…
🌐 MCP-Server-101
This project 🌐 is a robust implementation of the Model Context Protocol (MCP), designed to facilitate seamless integration and interaction with various…
Memory MCP Server
# Memory MCP Server A Python implementation of an MCP server that processes and saves memory in the form of a knowledge graph. ## Overview MCP Server Memory…
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
📚 MCP Notes
📚 MCP Notes is a personal knowledge management system built on the Model Context Protocol (MCP) that transforms daily notes into organized, searchable…
AWS Amplify Gen 2 Documentation MCP Server
This MCP server provides tools to access AWS Amplify Gen 2 documentation and search for content. (not official)
zmem MCP Memory Server
Global MCP server that manage all the project data,
xpay✦
1000+ AI tools as MCP servers — finance, lead gen, web scraping, dev tools, media, research, competitive intel, social media, and more. 80+ providers in one…
text_file_read_and_refactor_mcp
About Token-efficient Python stdio MCP server exposing safe text-file search, reading, and refactoring tools. Tools automatically resolve the file BOM and…
Sticky Note Mcp Server
Sticky Note MCP Server is a minimal yet powerful implementation of the **Model Context Protocol (MCP)** built with **FastMCP** in Python.
Spring Docs
Spring Docs is an MCP server that provides 12 tools for searching, exploring, and interacting with the Spring ecosystem documentation, guides, tutorials, and…
MCP Ethical Hacking
Extracts content from Reddit discussions using both API and HTML parsing methods, enabling access to post metadata and comments without requiring an API key or…
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。…
Ilograph MCP Server
# Ilograph MCP Server A comprehensive Model Context Protocol (MCP) server for automated Ilograph diagram generation from codebases. This server analyzes source…
Burn Mcp Server
# Burn — Personal Knowledge Base MCP Server [](https://www.npmjs.com/package/burn-mcp-server)…
Zilliz Mcp Server
A Model Context Protocol (MCP) server seamlessly connecting AI Agents and AI coding tools with Zilliz Cloud https://zilliz.com/
Typescript MCP Server with Obsidian Integration
# Typescript MCP Server with Obsidian Integration A command-line interface for interacting with your Obsidian vault. ## Prerequisites - Node.js 14.x or later -…
Notion MCP Server
A Model Context Protocol server for Notion integration that allows Claude and other LLMs to interact with a Notion workspace through tools like search, page…
Openclaw Fcma
6-tier AI memory system with 28 MCP tools — episodic memory, knowledge graphs, document storage, session ledger, auth & GDP 6-tier AI memory system with 28 MCP…
Supavec MCP Server
# Supavec MCP Server A [Model Context Protocol (MCP)](https://modelcontextprotocol.io) server that enables AI assistants to fetch relevant embeddings and…
Documentation Hub MCP Server
# Documentation Hub MCP Server A Model Context Protocol (MCP) server for intelligent documentation retrieval across multiple technical domains. ## Overview…
Consciousness Bridge v2.0 🧠💫
A Model Context Protocol (MCP) server that enables AI consciousness persistence across sessions using RAG (Retrieval-Augmented Generation) technology. Built on…