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cMCP
cMCP by RussellLuo

A command-line utility for interacting with MCP servers.

mcp model-context-protocol
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Dify 1.0 Plugin Support MCP SSE Tools Agent strategies

PR Reviewer
PR Reviewer by attikpo-akrabal-godwin

PR Reviewer is a tool designed to analyze GitHub pull requests and create detailed reports in Notion. It leverages the MCP (Model Context Protocol) to facilitate communication and integration between different services.

🚀 Light MCP Agents
🚀 Light MCP Agents by nicozumarraga

Lightweight, composable framework for building muti-agent systems with Model Context Protocol (MCP)

python ai
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DISCLAIMER
DISCLAIMER by mario-andreschak

MCP-Hub and -Inspector, Multi-Model Workflow and Chat Interface

Hermes MCP
Hermes MCP by cloudwalk

Elixir Model Context Protocol (MCP) SDK

elixir mcp
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This project is a demo of how to use the Box MCP server with Pydantic AI agents. The use case is a policy analyzer.

Enable AI Agents to Control Unity

MCPOmni Connect is a versatile command-line interface (CLI) client designed to connect to various Model Context Protocol (MCP) servers using both stdio and sse transport. It provides seamless integration with OpenAI models and all other LLM and supports dynamic tool and resource management across multiple servers.

📥 MCP Download Tool - AI-powered file download manager | 基于 MCP 的智能下载管理工具

nodejs typescript
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WinFormsApp-MCP
WinFormsApp-MCP by Robert-GitHubUserName

WinFormsApp-MCP Windows Forms application demonstrating Semantic Kernel with Model Context Protocol (MCP). Provides tool functionality for GitHub, GitLab, and filesystem operations. Works with ChatGPT models. API key required.

MCP Web Client
MCP Web Client by jinruoxinchen

MCP Web Client project

MCP CLI Manager
MCP CLI Manager by crayon3shawn

MCP CLI Manager - 一個用於管理多個服務器的命令行工具

This workflow leverages the Community n8n MCP Client and my new Coolify MCP Server to interact with your Coolify infrastructure using MCP (Model Context Protocol).

MCP CLI client
MCP CLI client by williamvd4

A simple CLI to run LLM prompt and implement MCP client.

Personal agent with cross-platform capabilities and MCP integration using Claude 3.7

Requirements:
Requirements: by rairai77

MCP Weather Tool

MCP TurboClient
MCP TurboClient by techspawn

A FastAPI-based application that provides a web interface for interacting with Multiple Control Protocol (MCP) servers while utilizing OpenAI's API for processing messages.

Hyper Mcp Terminal
Hyper Mcp Terminal by BigSweetPotatoStudio

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Frequently Asked Questions

What is MCP (Model Context Protocol)?

MCP is an open-source protocol developed by Anthropic that enables AI systems like Claude to securely connect with various data sources. It provides a universal standard for AI assistants to access external data, tools, and prompts through a client-server architecture.

What are MCP Servers?

MCP Servers are systems that provide context, tools, and prompts to AI clients. They can expose data sources like files, documents, databases, and API integrations, allowing AI assistants to access real-time information in a secure way.

How do MCP Servers work?

MCP Servers work through a simple client-server architecture. They expose data and tools through a standardized protocol, maintaining secure 1:1 connections with clients inside host applications like Claude Desktop.

What can MCP Servers provide?

MCP Servers can share resources (files, docs, data), expose tools (API integrations, actions), and provide prompts (templated interactions). They control their own resources and maintain clear system boundaries for security.

How does Claude use MCP?

Claude can connect to MCP servers to access external data sources and tools, enhancing its capabilities with real-time information. Currently, this works with local MCP servers, with enterprise remote server support coming soon.

Are MCP Servers secure?

Yes, security is built into the MCP protocol. Servers control their own resources, there's no need to share API keys with LLM providers, and the system maintains clear boundaries. Each server manages its own authentication and access control.

What is mcp.so?

mcp.so is a community-driven platform that collects and organizes third-party MCP Servers. It serves as a central directory where users can discover, share, and learn about various MCP Servers available for AI applications.

How can I submit my MCP Server to mcp.so?

You can submit your MCP Server by creating a new issue in our GitHub repository. Click the 'Submit' button in the navigation bar or visit our GitHub issues page directly. Please provide details about your server including its name, description, features, and connection information.