Discover Awesome MCP Servers

MCP Atlassian

An MCP server that enables AI agents to interact with Atlassian products (Confluence and Jira) for content management, issue tracking, and project management through a standardized interface.

FastMCP

FastMCP is a comprehensive MCP server allowing secure and standardized data and functionality exposure to LLM applications, offering resources, tools, and prompt management for efficient LLM interactions.

protonmail-mcp

This MCP server provides email sending functionality using Protonmail's SMTP service. It allows both Claude Desktop and Cline VSCode extension to send emails on your behalf using your Protonmail credentials.

Crew AI MCP Server

Enables AI agent and task management using the CrewAI framework, allowing users to create and run agents and tasks in an automated workflow environment.

MCP Documentation Server

A smart documentation server that provides AI-assisted code improvement and documentation management through Claude Desktop integration.

Linear MCP Server

A Model Context Protocol server that allows Claude to interact with Linear's API for managing teams, issues, projects, and cycles.

Release Notes MCP Server

Generates comprehensive and formatted release notes from GitHub repositories, efficiently organizing commits by type and including detailed statistics using smart API usage.

DevDocs MCP

A Model Context Protocol implementation that enables AI-powered access to documentation resources, featuring URI-based navigation, template matching, and structured documentation management.

Snyk MCP Server

A standalone server enabling Snyk security scanning through the Model Context Protocol, with support for repository and project analysis, token verification, and CLI integration.

Google OR-Tools server

MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution

FastAPI MCP SSE

A Server-Sent Events implementation using FastAPI framework that integrates Model Context Protocol (MCP), allowing AI models to access external tools and data sources like weather information.

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.

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.

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.

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.

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.

MCP Orchestrator Server

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

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.

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.

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.

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.

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).

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.

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.