Discover Awesome MCP Servers

rf-log-mcp

An MCP server for analyzing Robot Framework test results. It provides LLMs with tools to parse, summarize, and search through test execution logs from XML or JSON output files.

Gemini Omni MCP

FastMCP server for Google's gemini-omni-flash-preview video model, enabling text-to-video, image-to-video, and video editing with stateful interactions and batch generation.

vibecheck

Agent-native "safe to ship?" security gate for AI-generated code. Uses real parsers and inter-rocedural taint analysis (JS/TS, Python, Go) to flag the classes AI coding agents get wrong — secrets, SQL injection, SS, SSRF, path traversal, command injection, weak JWT/CORS — and ranks findings by confidence. Exposes a scan tool over MCP.

mcp-odoo-jsonrpc

MCP server for managing Odoo ERP tasks, timesheets, and wiki pages via JSON-RPC protocol. Supports restricted and full trust modes for secure AI assistant access.

coserial

Enables humans and AI agents to collaboratively control serial ports via MCP tools or Web UI, with real-time data sharing across all participants.

MCP Hub

MCP Hub aggregates and proxies multiple Model Context Protocol servers into a unified Streamable HTTP interface. It allows users to combine diverse stdio, SSE, and HTTP-based servers while providing tool namespacing, health monitoring, and secure authentication.

Nico Apple MCP

Enables AI assistants to interact with local Apple Calendar, Notes, and Contacts on macOS. Provides tools for creating, reading, updating, and deleting events, notes, and contacts through natural language.

NVIDIA NIM MCP Server

Enables AI agents to access 140+ NVIDIA NIM models for chat, embeddings, reranking, vision, image generation, OCR, and content safety via stdio.

MCP MySQL Server

Enables interaction with MySQL databases through MCP, supporting query execution, table operations (insert, update, delete), and schema inspection for natural language database management.

TradeMCP

An MCP server that makes trade documents machine readable using Docling for local, deterministic document extraction and search, with no AI required.

fastf1-mcp

A local MCP server that gives Claude (or any MCP-compatible AI client) access to Formula 1 race data. Load any session from 2018 onwards, ask questions in natural language, and get answers backed by real telemetry, timing, and strategy data.

ableton-mcp

An MCP server that enables Claude to control Ableton Live in real-time via the AbletonOSC bridge. It allows users to manage playback, create tracks, write MIDI, and adjust mixer or device parameters using natural language commands.

storybook-renderer

MCP server to query and render the Doggie UI design system's Storybook documentation, enabling component search, URL rendering, and natural language questions.

ghidra-retro-mcp

Enables AI assistants to perform headless reverse engineering of retro game ROMs using Ghidra, with automated platform detection and triage.

MCPBridge

Enables BCH agents to be exposed via MCP/A2A protocols for discovery and task delegation, and allows delegation to external A2A agents.

GrabMaps MCP Server

Provides access to GrabMaps services (Places, Maps, Routes) through AWS Location Service using the Model Context Protocol.

schwab-mcp

An MCP server that connects to the Charles Schwab brokerage API to enable account management, market data retrieval, and secure order execution. It includes a Claude Code plugin with specialized skills for optimized tool selection and safety-focused confirmation patterns for trading.

Crocodile

Enables querying and replaying deterministic market data for crypto and US equities from a local Parquet lake via natural language.

Xuanmu-BugBounty-mcp

独立自包含的SRC挖洞专用MCP工具包，提供32个侦察、漏洞检测、认证安全、信息提取等工具，零外部依赖，即装即用。

sy-automl-mcp

An MCP server wrapping AutoGluon's AutoML capabilities, enabling data loading, model training, prediction, evaluation, and model management.

Agent HTTP

Provides an HTTP API for Claude Code using a native MCP channel to enable stable message exchange without terminal screen-scraping. It allows users to programmatically send messages, retrieve conversation history, and stream real-time events via standard web protocols.

mcp-server-tronlink

Enables AI agents to interact with the TRON blockchain through browser automation (Playwright) or direct API calls, supporting transfers, staking, swaps, and multi-signature management.

mcp-server-docx

Enables creating professional Word documents from markdown or structured content with fast, customized formatting via natural language.

Google Scholar MCP Server

Enables searching Google Scholar for academic papers, citations, and author profiles, returning structured JSON results including titles, authors, citation counts, abstracts, and PDF links.

subscription-tracker-mcp

An intelligent MCP server that integrates Gmail and MySQL to track subscriptions, detect gaps, and send proactive renewal alerts (3 days in advance) to reduce costs.

Controlium

Chrome extension + MCP bridge that gives Claude control over your real browser via CDP, enabling navigation, clicking, typing, scrolling, screenshots, and JS execution with a visible cursor and tab-bring-to-front.

mcp-college-scorecard

College Scorecard MCP — US Department of Education College Scorecard API

idiolect-mcp

Loads your personal writing voice into any AI and scores how closely a draft matches it. Also rewrites and drafts in your voice, backed by the hosted Idiolect AI connector at https://idiolect.app/api/mcp.

wedding30s

Enables AI assistants to draft wedding invitation websites by creating unpaid drafts, listing templates, and retrieving pricing information.

telegram-mcp

MCP server that enables AI agents to send messages, photos, polls, and receive replies via Telegram with persistence and rate limiting.