MCP Servers

This repository provides a curated list of Model Context Protocol (MCP) servers, offering reference implementations for various services like file systems, Git repositories, databases, Slack, Sentry, and more.

**Concise Description:** Deploy agents, models, RAG & pipelines easily. MCP server simplifies AI deployment. No YAML/MLOps needed.

Enhanced MCP server for interactive user feedback and command execution in AI-assisted development, featuring dual interface support (Web UI and Desktop Application) with intelligent environment detec

MCP Gateway & Registry: Manages LLM tool/prompt access via MCP. Converts APIs, composes servers, & bridges protocols (REST, stdio, SSE).

A comprehensive, intelligent, easy-to-use, and lightweight AI Infrastructure Vulnerability Assessment and MCP Server Security Analysis Tool.

This repository provides a quick start guide for Model Context Protocol (MCP) programming, focusing on building MCP servers with tools for large language models. It uses Python and the `uv` package manager.

The MCP Java SDK provides tools for Java applications to interact with AI models using the Model Context Protocol, offering standardized communication and Spring Boot integration for client and server applications.

This repository provides a server implementing the Model Context Protocol (MCP) with cloud browser automation capabilities using Browserbase, Puppeteer, and Stagehand, enabling LLMs to interact with web pages and external data.

**Option 1 (Focus on containers):** Containerized MCP servers. Deploy & scale MCP easily. **Option 2 (Focus on scalability):** Scalable MCP: Containerized servers for easy deployment & management.

**Concise Descriptions:** * **Browser MCP: AI-driven browser control server. Model Context Provider.** (60 chars) * **MCP server for AI browser automation. Provides model context.** (55 chars) * **AI

Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.

Next Generation Agentic Proxy

AbletonMCP integrates Ableton Live with Claude AI via the Model Context Protocol, enabling AI-powered music production, track manipulation, and session control through two-way communication and a socket-based server.

extendable code review and QA agent 🚢

A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.