Discover Awesome MCP Servers

Mermaid-MCP

An MCP server that converts text inputs into visualized flowcharts, enabling AI clients to generate high-quality Mermaid diagrams directly from natural language descriptions or structured text.

Paymo MCP Server

An MCP server for the Paymo platform that enables AI assistants to manage time entries, projects, and tasks through natural language. It supports tracking unbilled revenue and generating detailed invoice timesheets for efficient project management.

FastMCP Quickstart

A simple example MCP server built with FastMCP and Python that provides a greeting tool, designed as a quickstart template for Smithery deployment.

Kali Security MCP

Integrates 193 Kali Linux security tools with AI for intelligent penetration testing, CTF solving, and vulnerability assessment through automated workflows and expert knowledge base.

hermes-computer-use

Pixel-level browser automation MCP server that drives a real Chrome browser using screenshots as vision input and OS-level mouse/keyboard as output, evading anti-bot detection.

mcp-twfood

MCP server for Taiwan's agricultural wholesale market real-time price data, providing 6 tools to search products and query trade data at daily, weekly, monthly, yearly granularities, plus cross-market comparisons.

ABLESTACK MOLD MCP Server

Exposes ABLESTACK MOLD API through MCP tools with the mold_\* namespace, enabling direct CloudStack API calls, exploration, and debugging. Supports automatic API registration, async polling, parameter expansion, and signature debugging for comprehensive cloud infrastructure management.

feedback-loop-mcp

feedback-loop-mcp

Web-curl MCP Server

A powerful tool for fetching and extracting text content from web pages and APIs, supporting web scraping, REST API requests, and Google Custom Search integration.

IndigoProtocol/indigo-mcp

MCP server for Indigo Protocol on Cardano — exposes iAsset prices (iUSD, iBTC, iETH, iSOL), CDP/loan analytics, stability pools, INDY staking, governance, and DEX data to LLM agents.

macOS Simulator MCP Server

An MCP server that allows AI tools like Claude Desktop, Claude Code, and Cursor to visually interact with macOS applications by capturing screenshots and controlling the mouse and keyboard.

✨ Awesome Model Context Protocol (MCP) Servers

🧩 精选的模型上下文协议 (MCP) 服务器列表，这些服务器通过文件、API、数据库等真实世界上下文来扩展 AI 的能力。

Discord MCP Server

An MCP server for interacting with Discord.

Canvas LMS MCP Server

Enables Claude to interact with the Canvas LMS API to manage courses, assignments, grades, and communications. It supports both remote and local deployments, allowing users to query academic data and submit assignments via natural language.

SAP Fieldglass MCP Server by CData

This read-only MCP Server allows you to connect to SAP Fieldglass data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

Code Buddy

A comprehensive MCP server that provides AI assistants with tools for file system management, Git integration, and shell command execution. It features specialized code utilities for analysis, formatting, and linting to enhance development workflows within Claude Desktop.

Financial Data MCP Server

This is an MCP server that provides access to the Alpha Vantage API, allowing stock data retrieval to be used as context to LLMs.

PubChem-MCP

An MCP server that provides tools for querying the PubChem database for detailed information on chemical compounds, substances, bioassays, and molecular properties. It enables users to search by name, structure, or identifier to retrieve chemical classifications and cross-references through natural language.

Telegram Notify MCP Server

Connects VS Code Copilot to Telegram for mobile notifications, interactive approval workflows, and remote command input. Enables users to monitor AI agents, approve sensitive operations, and provide follow-up instructions from their smartphone.

SimplyHired MCP Server

Enables searching job listings on SimplyHired.com with customizable parameters including query, location, and search radius.

Conduit

A bridge that exposes any GraphQL API as tools consumable by Large Language Models via the Model Context Protocol (MCP), automatically discovering and translating API capabilities with zero maintenance required.

LangSmith MCP Server

TypeScript MCP server that enables AI agents to manage LangSmith traces, prompts, datasets, experiments, and billing through natural language.

mcp-server-ads

An MCP server for the NASA Astrophysics Data System (ADS) that enables searching, citation graph traversal, and bibliography management for astrophysics literature. It provides tools for computing citation metrics, resolving astronomical object names, and managing paper libraries through natural language.

Music Production AI MCP

Music Production AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

LaunchDarkly MCP Server

Enables interaction with LaunchDarkly's feature flag platform through AI clients. Supports managing feature flags, AI configs, and their variations with operations like create, update, delete, and targeting configuration.

After Effects MCP Server

Enables AI assistants to control Adobe After Effects for composition, layer, effect, preset, marker, and audio automation through a bridge panel.

ohmyperf

Real-machine, real-browser web perf measurement with ~99% iframe coverage. LLM-native + AI-agent-loop ready.

Research Tracker MCP Server

Enables discovery and analysis of research ecosystems by extracting metadata from paper URLs, GitHub repositories, and research names. Automatically finds related papers, code repositories, models, datasets, and authors across platforms like arXiv, HuggingFace, and GitHub.

Elasticsearch MCP Server

Exposes Elasticsearch semantic search capabilities as MCP tools, enabling ELSER, kNN, and hybrid search with automatic index setup.