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Traffic Monitoring System Documentation

Python MCP Server - Documentation Search

MCP (Minimal Command Protocol) server that allows users to search for documentation from popular libraries such as LangChain, LlamaIndex, and OpenAI using the Serper API. The server fetches search res

MCP Geocoder Rosetta

A "rosetta stone" repo that shows creating simple geocoder MCP servers in python (with googlemaps sdk and direct googlemaps API with urllib) and typescript. CLI clients and documentation on adding the

Self-hosted AI starter kit (by the n8n team)

pydantic agent workflow using mcp servers to test out advanced retrieval of linked data

Facebook Ads MCP Server

The Facebook Ads MCP Server offers robust Facebook Ads integration, featuring account listing, detailed retrieval of campaigns, ad sets, ads, and creatives, along with performance insights and change

MCP Weather Server

Implementation of MCP documentation's "quickstart" server

MCP-RAG

The MCP-RAG Server is an implementation of the Model Context Protocol (MCP) designed to enhance AI assistants by providing them with real-time access to relevant documentation through semantic vector

Documentation Crawler & MCP Server

This project provides a toolset to crawl websites wikis, tool/library documentions and generate Markdown documentation, and make that documentation searchable via a Model Context Protocol (MCP) server

Documentation MCP Server 📚🔍

An MCP server that can work with Claude desktop to fetch documentation from langchain, llama-index, and OpenAI.

🔗 Unified MCP Tool Graph: A Neo4j-Powered API Intelligence Layer for Dynamic Tool Retrieval

Instead of dumping 100+ tools into a model’s prompt and expecting it to choose wisely, the Unified MCP Tool Graph equips your LLM with structure, clarity, and relevance. It fixes tool confusion, preve

MCP with RAG Demo

This demonstration project shows how to implement a Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) capabilities. The demo allows AI models to interact with a knowledge b

Unified MCP Suite

A suite of Model Context Protocol (MCP) servers designed to enhance AI agent capabilities. Provides tools for media search/understanding (images, video), web information retrieval, PDF generation, and

RAG Application

A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.

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 such as LangChain, LlamaIndex, and OpenAI.

Documentation Hub MCP Server

mcp-rag-server

mcp-rag-server is a Model Context Protocol (MCP) server that enables Retrieval Augmented Generation (RAG) capabilities. It empowers Large Language Models (LLMs) to answer questions based on your docum

docs-mcp-server MCP Server

Mirror of

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.

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 developers to ask questions about the Vercel A

Serena

a powerful coding agent toolkit providing semantic retrieval and editing capabilities (MCP server & Agno integration)

Awslabs.bedrock Kb Retrieval Mcp Server

MCP Documentation Server

Model Context Protocol documentation server for LangGraph and MCP.

Mcp_mlb_statsapi

This project provides an MCP (Multi-Channel Pipeline) server that acts as a wrapper for the MLB Stats API. It allows you to easily access and process various MLB data points, including schedules, game

MCP AI Infra Real Time Agent

Developed an MCP-based AI infrastructure enabling real-time tool execution, structured knowledge retrieval, and dynamic agentic interactions for AI clients like Claude and Cursor.