Hypabase
Hypergraph database for AI agents. Store n-ary relationships (edges connecting 2+ nodes), track provenance (source and confidence), and query paths — all…
Directory
Search MCP Servers
🔍 MCP Server - Vector Search
MCP Server to improve LLM context through vector search.
Confluence
# Confluence MCP Server A FastMCP-based server that provides seamless integration with Confluence's REST API, enabling programmatic access to Confluence…
Text Summarizer
Text Summarizer condenses long-form content into structured, actionable summaries so AI agents and applications can work with information faster and at lower…
Vector Memory Mcp Server
Vector Memory MCP Server is a secure, vector-based memory server for Claude Desktop that uses sqlite-vec and sentence-transformers. It provides persistent…
Tencent Lexiang
Tencent Lexiang is an MCP (Model Context Protocol) server that enables AI assistants to search, read, create, edit, and organize content in Tencent Lexiang…
AI Agent Memory MCP Server
Agent-agnostic persistent memory as an MCP Server (SQLite + Chroma + Markdown)
RAG-MCP Pipeline Research
A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.
Flowmusicai Mcp Server
Flow Music AI (flowmusicai.app) is a browser-based AI song generator that converts a plain-text description into a fully produced, mixed track in roughly 80…
Lain Mcp
## What is LAIN-mcp? LAIN-mcp is a Rust MCP server that gives AI coding agents real architectural awareness of your codebase — not just line-by-line search…
.png)
CostAffective-MCP
Intelligent repository context for AI coding assistants. Provides code search, symbol lookup, call graphs, and reference tracking via MCP. Uniquely designed to…
Rag Starter
# rag-starter — chat with your documents (RAG), with citations A production-ready starter that turns a folder of documents into a **cited Q&A service**. Drop…
Apple Notes Mcp
# apple-notes-mcp MCP server for Apple Notes with semantic search and CRUD operations. Claude searches, reads, creates, updates, and manages your Apple Notes…
Semantic Scholar MCP Server
A FastMCP server implementation for the Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.
MCP.science: Open Source MCP Servers for Scientific Research 🔍📚
A collection of open-source MCP servers designed for scientific research applications.
Mem0 Mcp
✨ mem0 MCP Server: A memory system using mem0 for AI applications with model context protocl (MCP) integration. Enables long-term memory for AI agents as a…
MCP Advisor
A discovery and recommendation service for exploring MCP servers using natural language queries.
Kontxt MCP Server
Indexes local code repositories to provide codebase context to AI clients.
Simple Memory
An MCP server to extend the context of agents. Useful when coding big features or vibe coding and need to store/recall progress, key moments or changes or…
Obsidian-MCP-Server
Seamlessly integrate Claude AI into your Obsidian vault! This guide provides a straightforward setup for the Model Context Protocol (MCP) server on Windows 11…
MCP Registry Server
A server for discovering and retrieving other MCP servers via MCPulse.
MCPKG - Model Context Protocol Knowledge Graph
A MCP (Model Context Protocol) server that exposes primitives for interacting with a Knowledge Graph
MCP Easy Copy
A MCP server that lists all available MCP services for easy copying and usage
Notion MCP Server
# Notion MCP Server A Model Context Protocol server for Notion integration, allowing Claude and other LLMs to interact with your Notion workspace. ## Features…