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MCP-RAG
MCP-RAG by HarshDindeAI

The MCP-RAG Server is an implementation of the Model Context Protocol (MCP) designed to enhance AI assistants by providing them with real-time access to relevant documentation through semantic vector search. It enables AI models to retrieve and process documentation, allowing for context-aware responses that are grounded in up-to-date information

Mcp Server
Mcp Server by kongo97

Python MCP Server

Thesaurus MCP server using the unofficial WordHippo API

A MCP (Model Context Protocol) server that exposes primitives for interacting with a Knowledge Graph

Paychex MCP Server
Paychex MCP Server by ryanemitchell

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paychex mcp-server
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remote-mcp-server cloudflare
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MCP remote context server for Copilot integration

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remote-mcp-server cloudflare
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MCP Server for reasoning

Apollo.io MCP Server
Apollo.io MCP Server by lkm1developer

apollo.io mcp server typescript

Mirror of

browser-automation MCP-server
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mcp-server-test
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mysql数据库连接,改 f4ww4z/mcp-mysql-server中的连接配置支持cherry studio

mcp-mysql-server database
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mcp-servers
mcp-servers by equenum

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mcp-servers server-management
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Mcp Quanmiao Hotnews
Mcp Quanmiao Hotnews by iic-llm-solution

全妙新闻播报MCP Server 是一个基于阿里云百炼API的新闻聚合服务,专注于实时获取热点新闻资讯。

mcp mcp-server
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Symbol Blockchain MCP Server. (REST API tools)

symbol blockchain
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An MCP server for Alibaba Cloud ESA (Edge Security Acceleration).

Model Context Protocol (MCP) server for using the Eyevinn Open Source Cloud API

mcp-server cloud-api
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Clockify MCP Server
Clockify MCP Server by https-eduardo

A MCP Server to manage your time entries in Clockify

mcp-test
mcp-test by kavinduhapu

Tutorials on mcp server integration with LLM apps

mcp server demo project

playwright demo
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Memory Bank MCP
Memory Bank MCP by tuncer-byte

Memory Bank is an MCP server that helps teams create, manage, and access structured project documentation. It generates and maintains a set of interconnected Markdown documents that capture different aspects of project knowledge, from high-level goals to technical details and day-to-day progress.

memory-bank documentation
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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.