Discover Awesome MCP Servers

Medical Calculator MCP Server

Provides validated clinical scoring tools for AI agents via MCP, with evidence-based calculators and smart tool discovery.

raspi-bash-mcp

Exposes a single tool run_bash for executing arbitrary shell commands on a Raspberry Pi or host, with no security restrictions, using LangChain and Streamable HTTP transport.

mcp-paleobiodb

Enables querying the Paleobiology Database for global fossil records via natural language or direct tools, without requiring an API key.

minimal-mcp-server

A minimal MCP server implementation designed for learning how to integrate tools like echo, time retrieval, and Japanese Wikipedia search with Claude Desktop. It serves as a foundational template for developing custom server capabilities using the TypeScript MCP SDK.

InvoiceXML

InvoiceXML brings e-invoice compliance to your AI agent. Create, validate, convert, render, and extract structured invoices across UBL (Peppol BIS Billing 3.0, used worldwide), CII, Factur-X, ZUGFeRD, and XRechnung, all checked against the EN 16931 standard and official Schematron rules. Ask your assistant to generate a compliant invoice, validate one for errors, or convert between formats, with n

tagmanager-mcp

An MCP server for the Google Tag Manager API v2 that enables AI assistants to query GTM accounts, containers, tags, triggers, variables, and unpublished changes.

mpulse-mcp

MCP server wrapping the Akamai mPulse Query API v2 to fetch RUM aggregate data (summaries, histograms, per-minute time series) with loss-free numbers for downstream statistical analysis.

sufetch

MCP server that enables AI assistants to explore and generate code for type-safe OpenAPI clients from various cloud APIs like DigitalOcean, Hetzner Cloud, and Ory.

Chrome for AI

Enables AI agents to drive real Google Chrome with stealth and captcha handling, using Patchright to avoid bot detection.

zotero-library-mcp

An MCP server that lets AI assistants add papers and books to your Zotero library by DOI, arXiv ID, or ISBN, and manage your collections, tags, and items.

Security Guard MCP

Enables secure interaction between LLMs and MCP tools by applying zero-trust security controls, including sensitive data masking, file system protection, and policy enforcement.

codemap

MCP server for local-first code intelligence, providing structural code graph, semantic search, and impact analysis to AI agents.

iphone-mirror-mcp

An MCP server that lets LLMs drive a real iPhone through macOS iPhone Mirroring, with tools for screen capture, OCR, taps, typing, and Xcode build/test/install automation.

mcp-performance-review

Generates formatted performance review documents by providing employee details, review period, accomplishments, and improvement areas.

Ultimate GSAP Master MCP Server

Enables AI models to generate production-ready, 60fps-optimized GSAP animation code from natural language requests. It provides expert-level tools for creating complex sequences, debugging performance issues, and setting up GSAP within modern web frameworks.

edinet-mcp

Lets AI assistants query normalized financial statements (P/L, B/S, C/F) of 3,634 Japanese listed companies from official EDINET filings, unified across J-GAAP, IFRS, and US GAAP with English keys. Zero setup: npx -y edinet-mcp.

ImageGen MCP

Free, keyless image generation MCP server that lets AI agents create images from text prompts via Pollinations/Flux. Supports multiple aspect ratios and returns local image file paths.

Operaton MCP

Exposes over 300 Operaton BPM REST operations as tools for AI agents to interact with the Operaton engine. It enables managing process deployments, instances, user tasks, and decision tables through natural language commands.

todoie

Enables natural language task management: capture, edit, complete, and search tasks with duplicate detection and citation-backed answers.

Context7 MCP Server

Enables LLM-powered code analysis, generation, debugging, and context management through MCP integration with IDEs like Cursor and Claude Desktop.

Predictive Maintenance MCP Server

Enables AI assistants to analyze vibration data, detect machinery faults, and generate professional diagnostic reports through natural conversation.

mathematica-mcp

Enables AI agents to run Mathematica code, control live notebooks, and verify results through natural language.

MCP Knowledge Base Server

Enables semantic search and document management with support for text, PDF, and image uploads using your own Supabase database and OpenAI API keys. Supports multi-tenant deployment on Cloudflare Workers or local hosting.

Battle Arena MCP Server

A multiplayer top-down action game where agents are controlled through MCP tools. Enables MCP clients to join and play by moving, attacking, and retreating.

ProposalPilot MCP Server

Generates professional, AI-powered freelance project proposals including executive summaries, scopes of work, and pricing structures. It leverages Claude to create tailored proposals based on specific project descriptions, budgets, and timelines.

MCP Server

Minimal MCP server in TypeScript with a LangChain/OpenAI assistant (assist tool) and tools for weather, math, and text-to-speech.

mcp-mesh

Universal MCP router and gateway that bridges LLM agents to OpenAPI, GraphQL, and AWS Lambda services with ISO/IEC 42001 AI governance, RBAC, PII redaction, semantic tool routing, and a web dashboard.

Supabase MCP Server - Self-Hosted Edition

Enables comprehensive management of self-hosted or cloud Supabase instances with 54+ tools for database operations, authentication, storage, real-time subscriptions, migrations, and monitoring through MCP protocol.