Discover Awesome MCP Servers

Prompt Ops MCP

Optimizes prompts using meta-prompting techniques through a two-turn approach that first provides optimization guidelines and then refines the prompt for enhanced quality and effectiveness.

Kubernetes MCP Server

Enables interactive Kubernetes cluster monitoring and troubleshooting through natural language queries. Users can diagnose pod issues, check service status, and investigate cluster problems using conversational AI.

Spotify-Agent

Create an MCP Server to interact with Spotify, LastFM and the internet to collate music data and make recommendations.

Twilio Frontline MCP Server

An MCP server that enables interaction with Twilio Frontline API for customer communication workflows, auto-generated using AG2's MCP builder.

MCP-NOSTR

A bridge that enables AI language models to publish content to the Nostr network by implementing the Model Context Protocol (MCP).

Meta MCP Proxy

A flexible proxy that enables discovery and execution of tools across multiple Model Context Protocol (MCP) servers and JavaScript functions, reducing context size even when dealing with hundreds of tools.

Git Mob MCP Server

Enables management of co-authors for pair and mob programming sessions by automatically appending Co-authored-by trailers to git commit messages. It allows users to add, list, and configure team members as active co-authors using the git-mob CLI.

AppSignal MCP Server

A Model Context Protocol server that connects to AppSignal, allowing users to fetch, list, and analyze incident information from their AppSignal monitoring.

RateMySupervisor_MCP

An MCP server that provides access to supervisor evaluations and ratings from urfire.com, allowing users to query academic advisors by name, university, or department. It features intelligent fuzzy matching for supervisor names in both Chinese and Pinyin to ensure accurate search results.

LeanIX MTM MCP Server

Enables read-only access to LeanIX Multi-Tenant Management (MTM) API data through 29 tools. Supports querying accounts, workspaces, users, permissions, contracts, instances, events, technical users, domains, identity providers, custom features, and labels with filtering and pagination.

Typecast API MCP Server

通过模型上下文协议实现与 Typecast API 的无缝集成，允许客户端以标准化的方式管理声音、将文本转换为语音以及播放音频。

GitLab Code Review MCP Server

Enables AI assistants to interact with GitLab merge requests, review code changes, search projects, and create draft comments for code review workflows.

Parliament MCP Server

An MCP server that provides tools for parliamentary research by allowing users to search constituencies, elections, members, government posts, debates, and Hansard records, with additional semantic search capabilities over parliamentary data.

Attendance Management MCP Server

一个模型上下文协议服务器，可以查询考勤信息，并管理员工的请假申请、加班申请和日程安排。

Weather MCP Server

A simple MCP server that provides a tool to fetch current weather information for cities using the Open-Meteo API, communicating through stdin/stdout.

Rework MCP Server

Enables AI agents to manage Rework projects, tasks, and workflows through a standardized protocol. It supports task creation, job tracking, user management, and custom field configuration using natural language.

mcp-for-azure-devops-boards

MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse, query and update Azure DevOps work items as if it were a project manager. Written in Rust and optimized for tokens usagem, It runs via stdio or HTTP mode and uses standard Azure authentication with az login.

Excel Reader Server

镜子 (jìng zi)

Xray MCP Server

Enables generation and validation of Xray-core proxy configurations using natural language. Supports VLESS, VMess, Trojan, and Shadowsocks protocols with automatic key generation and multiple transport/security options including REALITY.

Qwen Max MCP Server

使用 Qwen Max 语言模型启用文本生成，具有可配置的参数，并通过模型上下文协议 (MCP) 与 Claude Desktop 无缝集成。

Linear MCP Server

Enables comprehensive issue tracking and project management through Linear's GraphQL API. Supports creating and managing issues, organizing projects and sprints, team collaboration, and roadmap planning for modern development workflows.

Gmail MCP Server

Enables sending emails through Gmail using your Gmail credentials. Provides a simple send_email tool that accepts recipient, subject, and plain text body parameters.

Mapbox MCP Server

Provides AI applications with geospatial intelligence through Mapbox APIs, enabling geocoding, POI search, routing, travel time analysis, isochrone generation, and static map creation for location-aware functionality.

Wisdom Layer MCP

A metacognitive advisor for Claude that provides strategic guidance, plan distillation, and mistake tracking to enhance Claude's reasoning capabilities.

MCP Server Foundation Template

A customizable, production-ready template for building Model Context Protocol servers with dual transport support (stdio and HTTP), TypeScript, Docker support, and extensible architecture for tools, resources, and prompts.

🚀 ARC Model Context Protocol (MCP) Server: AI-Powered Development

使用 ARC MCP 加速开发

BaaS-MCP

Enables interaction with AIApp BaaS authentication system through keyword-based document search and automatic generation of framework-specific client code. Supports React, Next.js, Vue, and Vanilla JS with TypeScript integration and automatic project ID injection.