Discover Awesome MCP Servers

Daytona MCP Python Interpreter

A Model Context Protocol server that allows execution of Python code within Daytona workspaces, providing a secure and isolated environment for executing and managing Python scripts.

MCP-summarization-functions

Provides intelligent summarization capabilities through a clean, extensible architecture. Mainly built for solving AI agents issues on big repositories, where large files can eat up the context window.

MCP-RAG Server

Connects a RAG application to open-webui using Model Context Protocol (MCP), enabling server-to-client communication for context retrieval and tool usage in remote environments through Server-Sent Events (SSE).

GitHub MCP Server

A Model Context Protocol server that enables AI models to interact with GitHub's API, allowing for repository creation and management with descriptions, topics, and website URLs through natural language commands.

NumPy Calculator

A Model Context Protocol (MCP) server that provides mathematical calculations and operations using NumPy, enabling users to perform numerical computations like matrix operations, statistical analysis, and polynomial fitting directly through Claude.

Jira MCP Server

Enables natural language interaction with Jira for managing projects, issues, tasks, and workflows through the Model Context Protocol, allowing users to delegate PM tasks through Claude Desktop.

Code Explainer MCP

A Cloudflare Worker that analyzes source code to provide comprehensive explanations including architecture diagrams, core functionality analysis, and component breakdowns across multiple programming languages.

FastMCP Todo Server

A todo management server that receives requests via FastMCP and stores them in MongoDB for processing by the Swarmonomicon todo worker.

Model Control Protocol Server (MCP)

Enables the creation and deployment of API-based MCP tools for Cursor Agent using Cloudflare Workers, streamlining development and integration of custom functionalities.

Bloomy MCP

A Model Context Protocol server that connects AI assistants to Bloom Growth's GraphQL API, enabling them to query data and execute operations against the Bloom Growth platform.

WebGL-MCP Server

A Model Context Protocol server that provides tools to analyze and optimize WebGL games, offering performance insights, memory usage analysis, and template-specific optimization suggestions.

Monday.com MCP Server

An MCP server that enables interaction with the Monday.com API for managing boards, workspaces, and items, supporting both individual and bulk operations with comprehensive error handling.

MCP Etherscan Server

Provides Ethereum blockchain data tools via Etherscan's API, enabling users to check ETH balances, view transactions, track token transfers, fetch contract ABIs, monitor gas prices, and resolve ENS names.

atlas-mcp-server

ATLAS (Adaptive Task & Logic Automation System) is a Model Context Protocol server that provides hierarchical task management capabilities to Large Language Models. This tool provides LLMs with the structure and context needed to manage complex tasks and dependencies.

MCP Orchestrator Server

A server for task orchestration and coordination, facilitating task management with dependencies, multi-instance collaboration, and persistent task tracking.

GitHub MCP Server

Enables interaction with GitHub issues via the Model Context Protocol, allowing users to list and create issues with secure authentication.

Prometheus MCP Server

An MCP server that enables Large Language Models to retrieve, analyze, and query metric data from Prometheus databases through pre-defined routes.

Iris MCP Server

A Model Context Protocol server that automatically generates structured release notes from Git repository tags, analyzing differences between tags and saving formatted Markdown output to the .iris directory.

GitHub MCP Server Plus

MCP Server for the GitHub API, providing features for file operations, repository management, and advanced search, with automatic branch creation and comprehensive error handling.

azure-devops-mcp

This server provides a convenient API for interacting with Azure DevOps services, enabling AI assistants and other tools to manage work items, code repositories, boards, sprints, and more. Built with the Model Context Protocol, it provides a standardized interface for communicating with Azure DevOps

Codebase MCP

A Model Context Protocol server that enables AI agents to retrieve and understand entire codebases at once, providing tools to analyze local workspaces or remote GitHub repositories.

PyTorch HUD MCP Server

Provides access to PyTorch CI/CD analytics data including workflows, jobs, test runs, and log analysis through an MCP interface.

Tiny Cryptography MCP Server

A Model Context Protocol server built with Express.js that provides cryptographic tools including key pair generation, shared secret derivation, and message encryption/decryption.

Python Docs Server

An MCP server that enables users to fetch Python documentation using the Brave Search API through natural language queries.

MCP Server Enhanced SSH

A robust SSH server facilitating secure remote command execution with TMUX session management, multi-window support, and smart session recovery for improved AI-human interaction.

MCP Project Orchestrator

An MCP server that assists with the orchestration of new software projects by applying standardized templates and best practices in design patterns and software architecture.

MCP Redmine

Connects Claude Desktop to Redmine for seamless project and issue management, including searching, creating, updating, and tracking tasks using Redmine's API.

Placid MCP Server

A server for integrating with Placid.app's API, enabling listing templates and generating creatives using the Model Context Protocol with secure API token management.

MCP Sentry

A Model Context Protocol server that retrieves and analyzes Sentry.io issues, allowing users to inspect error reports, stacktraces, and debugging information from their Sentry account.

Windsurf Supabase MCP Server

A Model Context Protocol server optimized for integrating Supabase with the Windsurf Editor, providing database interactions through natural language with enhanced error handling and response formatting.