Crawl4ai Rag
<h1 align="center">Crawl4AI RAG MCP Server</h1> <p align="center"> <em>Web Crawling and RAG Capabilities for AI Agents and AI Coding Assistants</em> </p> A…
Directory
Search MCP Servers
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
Readium Mcp Server - Git To Markdown
# Readium MCP <p align="center"> <img src="https://raw.githubusercontent.com/pablotoledo/readium/main/logo.webp" alt="Readium MCP" width="200"> </p> [
Fetch Agents
AI-powered code analysis and context optimization tools. Slim large code files to relevant sections (save 60-80% tokens), compress text, analyze conversations…
The Pensieve MCP Server
One simply siphons the excess thoughts from one's mind, pours them into the basin, and examines them at one's leisure. It becomes easier to spot patterns and…
Memory Bank MCP
Memory Bank is an MCP server that helps teams create, manage, and access structured project documentation. It generates and maintains a set of interconnected…
MCP Docs Search Server
This is a lightweight, plug-and-play MCP server that empowers any LLM to dynamically search and retrieve up-to-date documentation from popular AI libraries…
Knowledge MCP Server
# Knowledge MCP Server A Model Context Protocol (MCP) server that provides tools for managing and querying knowledge bases through vector databases. This…
🧠 Ultimate MCP Server
Comprehensive MCP server exposing dozens of capabilities to AI agents: multi-provider LLM delegation, browser automation, document processing, vector ops, and…
OpenAI WebSearch
Enables AI assistants to search the web in real-time through OpenAI's websearch functionality, retrieving up-to-date information beyond training data cutoffs…
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…
MCP RAG
AI-powered Chat System with multiple MCP servers.
Vercel AI SDK Documentation MCP Agent
A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation. This project enables…
Memory MCP
An mcp server that you can use to store and retrieve ideas, prompt templates, personal preferences to use with you favourite AI tool that supports the…
Glean
Integrates Glean's search and chat APIs to enable natural language interactions with organizational knowledge bases and chatbots.
VectorCode
A code repository indexing tool to supercharge your LLM experience.
MCP Knowledge Base Assistant
An intro to MCP: an MCP server with a knowledge base tool containerized with Docker and connected to a client-side python application using SSE
MCP RAG Server
# MCP RAG Server <!-- Badges --> [](https://www.npmjs.com/package/@sylphlab/mcp-rag-ser…
RAG Application
A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.
Smriti Mcp
Smriti is a Model Context Protocol (MCP) server that provides persistent, graph-based memory for LLM applications. Built on LadybugDB (embedded property graph…
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…
📘 MCP Server Documentation
# 📘 MCP Server Documentation This repository contains complete developer documentation for building, running, and integrating **Model Context Protocol (MCP)…
Graphiti MCP Server 🧠
# Graphiti MCP Server 🧠 [](https://www.python.org/downloads/release/python-3100/)…
OBSIDIAN-MCP-SERVER
# OBSIDIAN-MCP-SERVER LLM Agent와 연동 가능한 Model Context Protocol (MCP) Stdio 서버입니다. 이 서버는 LLM Agent가 Obsidian 관련 기능을 활용할 수 있도록 Python 기반의 Obsidian 관련 기능들을 제공합니다…