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Fast.io
AI-first file sharing and collaboration. 251 MCP tools give agents a full workspace: file storage, branded shares, comments, workflows, and built-in RAG. Free…
MCP Synaptic
Memory-enhanced MCP server with local RAG database and expiring memory capabilities
LanceDB
Vector search using the LanceDB vector database and Ollama embedding models.
Mo5 Mcp Server — Thomson Mo5 C Development Assistant
MCP server that gives AI coding agents instant access to Thomson MO5 technical documentation via semantic search.
brandguide/AI MCP
Agents are taking over execution. When they write copy, generate visuals, or adapt messaging, they need structured brand knowledge — not PDFs and guesswork…
Needle MCP Server
Integration of Needle in modelcontextprotocol
Graph Memory RAG MCP Server
A Model Context Protocol (MCP) server implementation for graph-based memory storage with RAG capabilities
Mcp Langchain Bridge
Expose any LangChain chain, agent, or tool as an MCP server. Schema-aware tool registration, tool-call tracing, retry and timeout policies, and structured…
PinRAG
PinRAG is a retrieval-augmented generation (RAG) MCP server built with LangChain and Chroma. Index PDFs, plain text, Discord exports, YouTube transcripts, and…
FlexOrch MCP
FlexOrch MCP converts unstructured documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets via 6 async tools. Covers the full…
Qdrant DevContainer for File Embeddings
# Qdrant DevContainer for File Embeddings This project provides a development container setup for running Qdrant with file embeddings. It includes everything…
🤖 MCP Server Examples with AutoGen
This repository demonstrates how to use AutoGen to integrate local and remote MCP (Model Context Protocol) servers. It showcases a local math tool…
HEYM
Self-hosted AI workflow automation platform with visual canvas, agents, RAG, HITL, MCP, and observability in one runtime. Expose your Heym workflows as an MCP…
AgenticMind
Auditable, self-improving knowledge & memory for AI agents, served over MCP. Citation-enforced answers (no source, no claim), a replayable why-trace per…
Mcp Cornell Resume
A Model Context Protocol (MCP) server that automatically generates Cornell-style study notes and summaries from the conversational context, with RAG active…
Add Nanobot Customer Service
一個基於 Model Context Protocol (MCP) 的智慧客服 RAG 伺服器。本工具允許 AI 客戶端（如 Cursor、Claude Desktop）透過標準化 Tool 呼叫直接檢索平台的操作說明、常見問題與遊客須知知識庫。具備嚴格的防瞎掰機制，查無資料時誠實告知，確保 AI…
DalexorMI
Dalexor MI is an advanced project memory system designed to provide AI coding assistants with **Contextual Persistence**. Unlike standard RAG…
Lean KG
A local, Rust-based Knowledge Graph MCP server. Cuts AI coding token usage by up to 98% by intelligently querying your codebase instead of sending full files.
Together.ai Mcp
MCP server exposing Together AI inference endpoints (chat, image, vision, embeddings) as tools for Claude Desktop, Cursor, VS Code, and any other…
Apache AGE MCP
MCP server for Apache AGE graph databases on PostgreSQL. **21 MCP tools** — the most comprehensive Apache AGE MCP server (graph CRUD, Cypher queries, batch…
ha-mcp-readonly
Read-only MCP (Model Context Protocol) server for Home Assistant. Gives AI assistants (Claude Desktop, LibreChat, Cline) full observability into your smart…
🧠 OSDR MCP Server + Agents
# 🧠 OSDR MCP Server + Agents This repo demonstrates how to integrate MCP agents with custom tools for interacting with NASA’s Open Science Data Repository…
Sensay MCP Server
# Sensay MCP Server This repository contains an MCP (Model Context Protocol) server that integrates with Sensay.ai's Replika. The goal is to bridge the gap…