Model Context Protocol

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Jlowin logo
Jlowin

The fast, Pythonic way to build Model Context Protocol servers 🚀

HarisMusa logo
HarisMusa

A Model Context Protocol server for Excel file manipulation. This server enables workbook creation, data manipulation, formatting, and advanced Excel features.

Executeautomation logo
Executeautomation

A Model Context Protocol server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment.

LastmileAi logo
LastmileAi

A simple, composable framework to build agents using Model Context Protocol and simple workflow patterns

upstash logo
upstash

Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors

idosal logo
idosal

Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project

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claude-task-master

2 weeks ago
eyaltoledano logo
eyaltoledano

An AI-powered task-management system you can drop into Cursor, Lovable, Windsurf, Roo, and others.

GitMCP

2 weeks ago
idosal logo
idosal

Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project

upstash logo
upstash

Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors

Filtering by tag:Llm
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upstash logo
upstash·cloud

Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors

Modelcontextprotocol logo
Modelcontextprotocol·cloud

This MCP server attempts to exercise all the features of the MCP protocol. It is not intended to be a useful server, but rather a test server for builders of MCP clients. It implements prompts, tools, resources, sampling, and more to showcase MCP capabilities.

idosal logo
idosal·cloud

Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project

Runekaagaard logo
Runekaagaard·cloud

A MCP (model context protocol) server that gives the LLM access to and knowledge about relational databases like SQLite, Postgresql, MySQL & MariaDB, Oracle, and MS-SQL.

Zueai logo
Zueai·cloud

simple web ui to manage mcp (model context protocol) servers in the claude app

Tumf logo
Tumf·cloud

A Model Context Protocol (MCP) server that provides line-oriented text file editing capabilities through a standardized API. Optimized for LLM tools with efficient partial file access to minimize token usage.

Mark3labs logo
Mark3labs·cloud

A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP).

Modelcontextprotocol logo
Modelcontextprotocol·cloud

Model Context Protocol Servers. This repository is a collection of reference implementations for the Model Context Protocol (MCP), demonstrating how it can be used to give Large Language Models (LLMs) secure, controlled access to tools and data sources.

Furey logo
Furey·on-premise

MongoDB Lens: Full Featured MCP Server for MongoDB Database Analysis

Understanding Model Context Protocol (MCP)

Model Context Protocol (MCP) is a groundbreaking open-source protocol developed by Anthropic that revolutionizes how AI systems interact with external data sources. As the foundation for next-generation AI interactions, MCP enables AI assistants like Claude to establish secure and standardized connections with various data sources and tools.

Key Features of MCP

  • Universal Standard: Provides a unified framework for AI systems to access external data, tools, and prompts
  • Client-Server Architecture: Implements a robust and scalable architecture for seamless AI interactions
  • Security-First Design: Ensures secure data transmission and access control between AI systems and data sources
  • Tool Integration: Enables AI assistants to interact with various external tools and services
  • Standardized Communication: Establishes consistent protocols for data exchange and interaction patterns

Benefits for AI Development

MCP represents a significant advancement in AI infrastructure, offering developers and organizations a standardized way to build and deploy AI applications. By providing a common protocol, MCP reduces implementation complexity and ensures compatibility across different AI systems and data sources.

Whether you're developing AI applications, managing data infrastructure, or implementing AI solutions, MCP provides the foundation for secure, efficient, and standardized AI interactions. Explore our directory to find MCP servers that match your specific needs and requirements.