Discover Awesome MCP Servers

gmat-mcp-server

Enables AI agents to autonomously write, run, and debug NASA GMAT mission scripts, with tools for script execution, curated knowledge of common pitfalls, and semantic documentation search.

mcp-recreation-gov

Wraps the Recreation Information Database (RIDB) API to enable querying recreation.gov data such as campsites, facilities, and permits via natural language.

mcp-seo

Enables AI agents to perform comprehensive SEO audits on web pages, including meta tags, headings, links, images, performance, and more, via a CLI or MCP server.

PostgreSQL MCP Server

Enables interaction with PostgreSQL databases through resources, tools, and prompts for data analysis, including listing tables, executing read-only queries, and generating analysis workflows.

illustrator mcp server

MCP server for reading, manipulating, and exporting Adobe Illustrator design data via ExtendScript/JSX. 26 tools for text, colors, paths, layers, effects, images, symbols extraction, object creation/modification, SVG/PNG/JPG/PDF export, and pre-press preflight checks. macOS only.

vinted-mcp-server

Enables AI assistants to search, browse, and discover second-hand items on Vinted via a Model Context Protocol server.

MCP Calculator

A protocol implementation that extends AI capabilities through a WebSocket interface, enabling mathematical calculations, email operations, knowledge search, and remote device control.

mcp-k8s-ro

A read-only MCP server that gives Claude safe access to Kubernetes clusters, enabling listing, describing, and monitoring resources without mutation risks and with secret masking.

GitHub v3 REST API MCP Server

Provides access to GitHub v3 REST API functionality through STDIO mode with FastMCP, enabling users to interact with GitHub resources.

Test-Governance MCP Server

Enables AI assistants to securely access Okta Identity Governance APIs for managing users, groups, apps, access requests, and certifications with configurable deployment modes and safety controls.

codex-vision-mcp

Exposes a tool for understanding images via Codex app-server, enabling analysis of screenshots, OCR, and visual comparisons.

filed-mcp-server

An MCP server that gives AI agents access to US business entity data, enabling searches across 9 state registries, SEC EDGAR filings, federal contracts, and lobbying disclosures.

Gmail AutoAuth MCP Server

Enables AI assistants to manage Gmail through natural language interactions, including sending, reading, searching emails, and managing labels with auto authentication support.

clbench-fireworks-rft

Enables reinforcement fine-tuning of Qwen3-8B on the CLBench poker task using the eval-protocol MCP-Gym framework on Fireworks infrastructure, with structured tool calls via MCP.

mcp-windows-debug

A Windows-only MCP server that gives AI models eyes and hands on a Windows machine, enabling file reading, screenshots, mouse/keyboard injection, and an auto-debug loop with a safety-focused watchdog for protected abort regions.

suzuri-mcp

Enables AI assistants to create custom merchandise on SUZURI, including uploading images, generating text designs, and placing them on 450+ items, as well as searching and managing products.

davinci-resolve-lite-mcp

Enables AI clients such as Claude Code to control DaVinci Resolve, including the free Lite edition, through a local HTTP server that runs inside Resolve's Scripts menu. It exposes 163 tools for editing, color, rendering, media pool, and Fusion title styling.

MCP Quickstart Weather Server

A basic MCP server adapted from the official quickstart guide that provides weather data functionality and works with OpenAI chat completions API. Demonstrates MCP server setup with configuration examples for Claude Desktop and development tools.

Full Stack Web Dev Toolkit MCP Server

Delivers curated documentation, quickstart commands, and stack recommendations for modern full stack web development through MCP-enabled AI assistants.

Get笔记 MCP Server

Integrates with Get笔记 (GetBiji) API to enable AI-powered knowledge base search and retrieval. Provides tools for enhanced semantic search, raw content recall, and rate limit monitoring.

Nutrient Document Engine MCP Server

Enables AI agents and users to process documents through natural language, supporting PDF operations like text extraction, redaction, splitting, form filling, annotations, and content search.

AgentGo MCP Service

A Model Context Protocol service that enables agent authentication and integration with TrustGo platform, providing access to real-time data like price, sigma score, and mindshare bubble analytics.

FORTRESS-MCP

A zero-trust security gateway for AI-agent tool execution, enforcing authentication, authorization, risk classification, and human confirmation before MCP tools run.

Orchestra MCP Server

Enables interaction with the Orchestra API for managing pipelines, runs, logs, and artifacts through natural language.

polymarket-mcp-server

Polymarket prediction markets for Claude — market search, order books, price history, and a liquidity-rewards scanner. Credential-free.

wohaoniu-zhitou-mcp

Enables AI agents to use 我好牛AI智投 for checking brand visibility in Chinese AI chatbots and generating ad hooks and scripts directly in chat.

Tool-Plaid

Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.

hypercho-games-publisher

Enables AI agents to validate and publish game bundles to the Hypercho Games marketplace, including uploading browser builds, banners, screenshots, and metadata.

MinerU Document to Markdown MCP Server

Converts documents (PDF, Word, PPT, images, HTML) to Markdown via MinerU API. Supports URL and local file inputs with OCR, formula/table recognition, and automatic large file handling.

azure-latency-mcp

Measures TCP connection latency to Azure blob storage endpoints across regions, enabling AI-assisted region selection for optimal performance.