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A powerful MCP server that provides intelligent summarization capabilities through a clean, extensible architecture.

⚠️ : This project is in active development and subject to rapid changes. Features and APIs may be modified frequently.

The Membrane MCP Server is a Model Context Protocol (MCP) server, it provides actions for connected integrations on Membrane as tools.

A Model Context Protocol (MCP) server for performing Kafka client operations from AI assistants.

A Model Context Protocol (MCP) server for Google Photos integration, enabling Claude, Gemini, and other AI assistants to photos from your Google Photos library.

This project provides a dedicated MCP (Model Context Protocol) server that wraps the @google/genai SDK (v0.10.0).

A Model Context Protocol (MCP) server for interacting with the Scryfall API. It provides tools to look up Magic: The Gathering card details, card rulings, and price information.

https://github.com/user-attachments/assets/43524828-0fcc-44e5-bcd6-c912e7f865b1

Advanced Ansible Model Context Protocol (MCP) server in Python exposing Ansible utilities for inventories, playbooks, roles, and project workflows.

MCP Server & CLI for keyword research, domain analytics, backlinks, traffic analysis, and competitive intelligence.

x64dbg-MCP Server is a native MCP (Model Context Protocol) plugin for x64dbg that exposes the debugger's full functionality over HTTP.

A production-ready Claude Code setup for Ruby on Rails development: , (including the SDD kit), , (11 path-scoped + 3 always-on), , and .

Go-MCP is a powerful Go(Golang) version of the MCP SDK that implements the Model Context Protocol (MCP) to facilitate seamless communication between external systems and AI applications.

MCP-Universe is a comprehensive framework designed for RL training, benchmarking, and developing AI agents for general tool-use.

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The safest way to make REST calls in C# with an MCP Generator

A Model Context Protocol server built with Express.js that provides cryptographic tools including key pair generation, shared secret derivation, and message encryption/decryption.

ApeRAG: Production-ready GraphRAG with multi-modal indexing, AI agents, MCP support, and scalable K8s deployment

The official GitHub Copilot plugins collection ✨

Discover Exceptional MCP Servers

Inkdrop Model Context Protocol Server

Cesium AI Integrations is a collection of reference integrations, experiments, and patterns that connect the Cesium ecosystem with AI systems such as LLMs, retrieval pipelines, and agent workflows.

CarryCode is a terminal-native AI coding agent that helps you write, refactor, debug, and understand code — all through natural conversation.

A custom MCP server that performs code reviews using Repomix and LLMs.