Model Context Protocol (MCP) Server
A basic educational implementation of the Model Context Protocol (MCP) in Python. It demonstrates core MCP concepts using FastAPI, WebSockets, and Pydantic for…
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A basic educational implementation of the Model Context Protocol (MCP) in Python. It demonstrates core MCP concepts using FastAPI, WebSockets, and Pydantic for…
Integrates Retrieval-Augmented Generation using Qdrant vector database and embeddings to enable semantic search and management of documentation.
A list of open-source AI projects you can use to generate income easily.
*Read this in [English](README.md), [简体中文](README.zh-CN.md)* <div align="center"> # awesome-solana-mcp-servers  A…
A custom server project built using the Model Context Protocol (MCP) in Python. This repository documents my learning, experiments, and development progress.
# Decantr **AI Frontend Governance for production codebases touched by AI agents.** Decantr is the governance layer between product intent and AI-edited…
# 🔍 Semantic-Sift **The Reasoning-First Middleware for High-Fidelity Agentic Workflows.** [ Types is a Rust crate providing strongly-typed bindings generated from the official Model Context Protocol (MCP) JSON Schema…
# Square Model Context Protocol Server (Beta) This project follows the [Model Context Protocol](https://modelcontextprotocol.com/) standard, allowing AI…
# Infisical Model Context Protocol The Infisical [Model Context Protocol](https://modelcontextprotocol.com/) server allows you to integrate with Infisical APIs…
# Model Context Protocol specification This repo contains the specification and protocol schema for the Model Context Protocol. The schema is [defined in…
# Model Context Protocol (MCP) Server 🚀 ## Overview 📚  The Model…
Exploring the Model Context Protocol (MCP) through practical guides, clients, and servers I've built while learning about this new protocol.
# Sonarr MCP Server [](https://github.com/Jacques-Mu…
# MCP Servers Hub ⭐ <div align="center"> <img src="assets/mcp-hub-banner.png" alt="MCP Servers Hub Banner" width="800px">…
# Model Context Protocol (MCP) Server A modular Model Context Protocol server for AI services with multiple transport options and dynamic service selection…
Model Context Protocol Daemon - a tool for installing, running and managing MCP servers
This project implements the Model Context Protocol (MCP) for building AI tools. It provides a modular framework that can be used to create MCP-compatible…
# Phone-a-Friend MCP Server 🧠📞 An AI-to-AI consultation system that enables one AI to "phone a friend" (another AI) for critical thinking, long context…
# MoodMNKY MCP Server Stack > A **first-principles** guide to running, exposing, and integrating multiple MCP servers in Docker—enabling seamless access via…
Model Context Protocol (MCP) is a client-server protocol that enables communication between large language models (LLMs) and external tools or data sources. It…
An MCP (Model Context Protocol) server that provides intelligent context management for AI development sessions. It tracks token usage, monitors conversation…
Model Context Protocol Servers - A collection of reference implementations for the Model Context Protocol (MCP)