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This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.

Collection of useful and secure MCP servers for various integrations and tasks

mcp-servers integration
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Sourcesage
Sourcesage by sarathsp06

MCP server to cache codebase as graph

sourcesage code-memory
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Oura MCP Server
Oura MCP Server by elizabethtrykin

An MCP server for oura

Excel MCP Server
Excel MCP Server by zhiwei5576

Excel数据处理微服务

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postcodes-uk postcode-api
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The Gatherings MCP Server provides an API that allows AI assistants to interact with the Gatherings application through the Machine Conversation Protocol. This enables AI systems to help users manage shared expenses for social events, outings, or any gathering where costs are split among participants.

gatherings mcp
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An MCP (Model Context Protocol) server that fetches and summarizes Wikipedia articles using Ollama LLMs, accessible via both command-line and Streamlit interfaces. Perfect for quickly extracting key information from Wikipedia without reading entire articles.

wikipedia summarizer
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MCP Server with Remote SSH support

memory-bank mcp
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A collection about MCP

awesome ai
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burpsuite mcp-server
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Crawl4AI-MCP: A powerful web crawling and content analysis server that combines targeted web scraping with Claude AI processing. Extract insights from specific websites with customizable depth, content selection, and AI analysis capabilities.

🪐 🌎 Jupyter Earth MCP Server

jupyter nasa
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SingleStore MCP Server
SingleStore MCP Server by singlestore-labs

MCP server for interacting with SingleStore Management API and services

Model Context Protocol (MCP) for interacting with dicom servers (PACS etc.)

ᑭᑫᓐᑖᓱᐎᓐ ᐋᐸᒋᒋᑲᓇᓐ - Gikendaasowin Aabajichiganan - Cognitive Tools MCP server implemented from various prompting strategies.

Mirror of

mcp-server prayer-time
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Overview
Overview by DonMorr

Alphavantage MCP Server

alphavantage mcp-server
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opsnow cost-server
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MCP_claude
MCP_claude by GayuniBas2001

This is to demonstrate how an MCP server can be built for Claude Desktop MCP Client

mathgpt math-solver
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RSS Crawler MCP Server

MCP Server for the Unusual Whales REST API

A FastAPI-MCP server that fetches Wikipedia summaries for AI assistants, deployed using Google Colab and Ngrok.

Lichess MCP
Lichess MCP by karayaman

A Model Context Protocol (MCP) server that enables Claude Desktop to interact with Lichess chess platform through natural language. Play games, analyze positions, manage your account, and participate in tournaments—all by simply talking to Claude.

A lightweight Model Context Protocol (MCP) server that enables AI assistants like Claude to retrieve and interpret real-time weather data.

nodejs python
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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.