rag with mcp servers

hunter-io-mcp-server

High-fidelity, on-demand audio synthesis leveraging Gemini 2.5 and Lyria 3 for immersive soundscapes, music, and narration.

Portable Go memory system with ONNX embeddings, SQLite knowledge graph, and WAL durability, exposing semantic memory via stdio JSON-RPC.

AI-powered code analyzer connecting to GitHub via MCP with SQL extraction and Gemini reasoning.

Commerce Layer local MCP server for Metrics API

An implementatio of the ModelContextProtocol for Moose

A simple MCP (Model Context Protocol) server that makes LLMs ready for new things by exposing tools to convert websites and documents into LLM-ready Markdown.

ModelContextProtocol Server and Client project using the Typescript SDK

MCP server (http-streamable) for the Cezzis.Com website project written in Golang. Supports tools access to cocktail data and for managing a users own account using OAuth device activation flows.

🛡️ Enhance cybersecurity with MCP Server, an AI-powered platform for autonomous defense, incident response, and Zero-Trust enforcement.

MCP server for Cursor CLI — access Composer 2, Claude, GPT, Gemini, and Grok models through Model Context Protocol

Validate MCP server manifests, test tool endpoints, and debug Model Context Protocol implementations instantly

mcp model-context-protocol python llm ai-agent fastapi tool-server oauth async framework

This repository is to follow the "Introduction to Model Context Protocol" course from Anthropic.

Showcases the use of Resonate's Rust SDK with a Model Context Protocol server.

Production-ready Model Context Protocol server for Claude with MongoDB and real email integration

Reference implementation of a Model Context Protocol (MCP) server for institutional FinTech data bridging.

A local AI chat CLI powered by Ollama and the Model Context Protocol (MCP).

A Model Context Protocol server for local LLMs — runs on shared hosting, zero dependencies.

Repository for experimenting with the Model Context Protocol (MCP) using a GitHub agent workflow.

Advanced Model Context Protocol (MCP) server for automated technical distillation and AI-agent context orchestration via the Buffer API.

🪄 Auto-PPT Agent An Enterprise-Grade, Autonomous Model Context Protocol (MCP) Ecosystem

Ten production-ready Model Context Protocol servers for Spanish-speaking enterprise use cases