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An intelligent code memory system that leverages vector embeddings, structured databases, and knowledge graphs to store, retrieve, and analyze code patterns with semantic search capabilities, quality metrics, and relationship modeling. Designed to enhance programming workflows through contextual recall of best practices, algorithms, and solutions.

An MCP Server for audio transcription using OpenAI

MCP server to access Garmin data

A yara based MCP Server

Garmin Mcp
Garmin Mcp by Taxuspt

Allows clients like Claude Desktop to access your Garmin data

garmin fitness
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Mcp Translate
Mcp Translate by akramsaouri

Translate text using the Model Context Protocol.

mcp-translate text-translation
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goal-tracking goal-management
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handwriting-ocr ocr-server
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这是一个为大模型提供 A股 股票数据的的 MCP(Model Content Protocol) 服务。 它提供近乎实时的股票数据,包括 - 基本资料 - 行情 - 指标 - 财务 等等 访问 https://github.com/elsejj/mcp-cn-a-stock 获取相关的使用方法

mcp stock
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google-search mcp-server
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MCP server to give client the ability to search on the internet

mcp-tavily search
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MCP Gnews
MCP Gnews by algonacci

MCP server to give client the ability to searching related news on the internet

mcp-gnews news-search
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threat-intelligence MCP-server
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MCP Gnews
MCP Gnews by algonacci

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mcp-gnews news-search
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Whois Lookup
Whois Lookup by bharathvaj-ganesan

Performs whois lookup against domain, IP, ASN and TLD.

whois-lookup domain-checker
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prometheus mcp-server
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Whois Lookup
Whois Lookup by bharathvaj-ganesan

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whois domain-lookup
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Ntropy MCP server

ntropy mcp
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MCP server for retrieval augmented thinking and problem solving

mathgpt math-solver
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An MCP Server to get data from EDGAR

edgar-sec-mcp data-retrieval
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A Model Context Protocol server for document Q&A powered by Langflow . It demonstrates core MCP concepts by providing a simple interface to query documents through a Langflow backend.

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mathgpt math-solver
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forensics mcp
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Troubleshooting guide for Vega-Lite MCP server integration with Claude

vega-lite troubleshooting
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MCP server to expose local zotero repository to MCP clients

research claude code and mcp server

mcp message-coordination
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A Model Context Protocol server that provides read-only access to PostgreSQL databases with enhanced multi-schema support.

postgres mcp
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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.

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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.