Discover Awesome MCP Servers

flakiness-knowledge-graph-mcp

This MCP server builds a local flakiness knowledge graph from Playwright test run history and enables AI agents to query flaky tests, failure patterns, trends, and correlated git commits, helping diagnose test reliability without manual analysis.

google-ads-mcp

A typed MCP server that wraps the Google Ads API v20, enabling AI agents to manage campaigns, budgets, keywords, conversions, and run GAQL search via structured MCP tools.

agrisignal-mcp

Provides farm and land decision support tools (irrigation advice, frost risk, growing degree days, dry spell status) using free public weather and soil data, without requiring any API keys.

KiCAD MCP Server

Enables AI assistants like Claude to interact with KiCAD for PCB design automation, providing comprehensive tool schemas and real-time project state access.

data_sync_mcp

MCP server enabling AI agents to request user feedback during tasks, reducing wasted API calls. Optimized for data sync workflows with tools for audience sync confirmation, DMP verification, and rollback confirmation.

Weather MCP Server

Enables Claude to query real-time weather data for any specified location using the OpenWeatherMap API.

MCP Puerto Rico Sentencias

Search, locate, and read Puerto Rico Supreme Court decisions and other public court documents directly from MCP clients, with strict source verification to prevent citation hallucinations.

IRIS ObjectScript MCP Server

Provides access to InterSystems IRIS ObjectScript documentation, examples, and intelligent search tools. Enables developers to query documentation, search class references, and access official IRIS resources through natural language.

mcp-transport-feeds

Enables browsing and fetching transport and mobility news feeds from curated sources and arbitrary RSS/Atom/RDF URLs.

Haunt API

Structured web extraction for AI agents. Pass any URL and a prompt, get clean JSON data back. Native MCP server with 100 free requests/month.

io.github.nhantour/genie-locker

Read-only MCP server for GenieLocker that exposes tools for service status, commercial inventory, live quotes, recipe search, and credit pricing, without enabling purchases or model inference.

Infinity-MCP

A Cursor IDE enhancement plugin that provides multi-session MCP functionality and Cursor membership switching. It enables parallel chat sessions across projects and allows users to modify Cursor's membership type without requiring activation codes.

Grok × Codex Bridge

A local, read-only MCP bridge that lets OpenAI Codex ask your authenticated Grok Build CLI for a second opinion without copying API keys into Codex.

google-my-business-mcp

MCP server that exposes Google Business Profile / Google My Business REST APIs as MCP tools, returning Google API responses directly without added workflow or business logic.

Bio-MCP BLAST

Enables AI assistants to perform NCBI BLAST sequence similarity searches through natural language, supporting nucleotide and protein searches, custom database creation, and multiple output formats.

WhaleScope MCP

MCP server providing Binance Futures market intelligence, including funding rates, open interest, long/short ratios, order book, and volatility, with a focus on retail vs whale positioning. It offers read-only access to public data and a composite analysis tool.

Parallels RAS MCP Server

A read-only MCP server that provides visibility into Parallels Remote Application Server infrastructure, policies, and sessions through the RAS REST API. It enables AI assistants to query site settings, published applications, and license status without performing any modifications.

canvas-mcp

Enables AI agents to interact with Canvas LMS via its REST API for reading courses, assignments, grades, announcements, discussions, and performing write actions with dry-run safety.

Panella

Governed, self-hosted memory for AI agents: writes queue until an authorized approver signs off.

API Weaver

A comprehensive MCP server with RESTful API that enables file operations, command execution, project management, and AI integration for remote development control with security features and real-time communication.

mcp-server

可以让你获取最新文档的 MCP 服务器 (Kěyǐ ràng nǐ huòqǔ zuìxīn wéndàng de MCP fúwùqì) This translates to: * **可以 (kěyǐ):** can, able to * **让 (ràng):** allow, let * **你 (nǐ):** you * **获取 (huòqǔ):** obtain, get, acquire * **最新 (zuìxīn):** latest, newest * **文档 (wéndàng):** documentation, document * **的 (de):** (possessive particle) * **MCP 服务器 (MCP fúwùqì):** MCP server

Wellness Cycle Coach

Local-first cycle coach MCP for phase-aware nutrition and training context.

Hermit Purple MCP Server

Enables AI assistants to search manga/anime, write and run code, get weather, save notes, and query JoJo Stands data with real data from public APIs. Integrates with Claude Code, Cursor, and other MCP-compatible clients.

StarRocks MCP Server

A TypeScript implementation of a Model Context Protocol server that enables interaction with StarRocks databases, supporting SQL operations like queries, table creation, and data manipulation through standardized MCP tools.

data-engineering-mcp

Enables local and offline XLSX header cataloging, candidate relationship inference, and Oracle SELECT/WITH SQL generation without accessing databases or executing SQL.

mern_chat_app MCP server

Enables interaction with a MERN Chat App API for user authentication, chat management, and messaging.

Cloud Healthcare API Server

An MCP server that enables interaction with Google's Cloud Healthcare API, allowing users to manage healthcare data, FHIR resources, DICOM stores, and healthcare datasets through natural language commands.

agent-vault

Agent Vault is a local credential vault for AI agents. It enables agents to use secrets by name without ever seeing their values, with host allowlists, output scrubbing, and audit logging.

LegCo Search MCP Server

Provides comprehensive access to Hong Kong Legislative Council data including voting results, bills, parliamentary questions, and Hansard records. It supports real-time multi-word search capabilities and various transport protocols like SSE and WebSocket for easy integration.

Spotify MCP Server

Enables AI assistants to control Spotify playback, manage playlists, and search music via the Model Context Protocol.