Discover Awesome MCP Servers

Animagine MCP

A FastMCP server for the Animagine XL 4.0 image generation experience that provides tools for prompt validation, optimization, and explanation. It also enables the management of local checkpoints and LoRAs to streamline diffusion workflows and ensure consistent prompt structure.

persona-constitution

MCP server that serves an LLM operational constitution (SWEBOK v4.0 and NASA Power of 10) to coding agents, providing tools to query constitution sections, knowledge areas, and verification gates, and a scanner that detects placeholder/scaffold violations in generated code.

Bitcoin MCP Server

Provides real-time Bitcoin blockchain data by querying the mempool.space API, offering tools to get address statistics, transaction history, UTXOs, transaction details, and block information.

Hugging Face MCP Server

An MCP server that provides Hugging Face Hub API and Search endpoints through multiple transport protocols (STDIO, SSE, StreamableHTTP, and StreamableHTTPJson), enabling integration with AI model capabilities.

GitLab Jira Context MCP

This MCP server connects GitLab projects and merge requests with Jira work tracking, Confluence pages, and Grafana dashboards. It provides read-only access to GitLab, Confluence, and Grafana, while Jira mutations require explicit confirmation.

ikmcp

An MCP server that enables agents to build, test, and simulate complete ik firmware projects for 8-bit AVR microcontrollers, using real compilation and simulation tools.

DB-Performance-MCP

A Python-based MCP server that analyzes PostgreSQL query plans, suggests indexes, and checks pagination safety to help optimize database performance.

Policy Analyzer API MCP Server

This MCP Server provides a natural language interface to interact with Google's Policy Analyzer API, allowing users to analyze policies and evaluate compliance through conversations.

WordPress MCP Server

An MCP server for managing multiple WordPress sites via the WordPress REST API. It supports posts, categories, tags, media, comments, and site configuration through natural language.

Confluence MCP Server

A universal, production-ready MCP server that provides AI assistants like Claude with direct access to Confluence Cloud functionality for creating, reading, updating, and managing content through multiple transport protocols.

llm-cost

Token cost math for LLM API calls: current per-million-token rates for 69 models across 17 providers, with local arithmetic for estimates, comparisons and monthly budgets. Rates are verified and date-stamped.

Bancadia MCP

Bancadia MCP lets AI agents query Bancadia's registry of US business deposit account products with structured filters on fees, APY, entity types, integrations, and more. Agents get real account listings and can recommend products for end users' unique business circumstances.

UI Bridge MCP

Enables AI to inspect and interact with UI elements, supporting control mode for the runner's own UI and SDK mode for external applications.

io.github.matisdsp/fartlek

An MCP server that transforms Garmin data into compact, verdict-first coaching reports for LLMs, computing metrics like CTL/ATL/TSB and ACWR to answer training readiness questions.

OfficeCLI MCP Serverless for Gemini Spark

A stateless MCP server that wraps OfficeCLI to create and edit Microsoft Word documents via AI instructions, outputting Base64 Data URLs for serverless environments like Vercel.

mailchimp-mcp

MCP server for full Mailchimp management: audiences, tags, segments, campaigns, templates and reporting. Enables creating, sending, scheduling campaigns, managing contacts, and retrieving reports via natural language.

node-mcp

An MCP server that offers arithmetic operations (addition and division) and current weather data from OpenWeatherMap. It serves as a learning project for building MCP servers with Node.js and TypeScript, supporting both stdio and Streamable HTTP transports.

Freesound MCP

Enables searching and downloading audio samples from Freesound using keywords, filters, and sound IDs. It provides detailed sound metadata including duration, license information, and preview URLs.

Trading Analysis MCP Server

A FastAPI-based server that provides a web UI for uploading, processing, and analyzing trading screenshots with automatic trade data extraction and analytics.

mcp-server

MCP server for Factsheet authentication, providing token exchange and company listing endpoints for MCP integration.

virtualization-mcp

Enables AI assistants to manage virtual machines, sandboxes, and dev environments through VirtualBox, Hyper-V, and Windows Sandbox, supporting VM lifecycle, ISO downloads, networking, and unattended installs.

ZEN University Syllabus MCP Server

Enables access to ZEN University's syllabus content through MCP implementation, allowing users to get course recommendations and consultation about curriculum requirements via AI assistants.

mcp-docs

MCP para crear docs

MCP Python Demo

An MCP-based project that integrates Zhipu AI and Tencent Map APIs to provide weather queries, geocoding, and web search functionality through both command-line and web interfaces.

toolgovern

MCP server wrapping the toolgovern CLI as a single generic run tool for agent-tool policy validation.

paperclip-mcp

Enables AI assistants to manage Paperclip AI agents, issues, goals, approvals, and costs via natural language by exposing Paperclip's REST API as MCP tools.

mcp-openstates

Access U.S. state legislative data including bills, legislators, and votes across all 50 states via the OpenStates API.

Registradores (ARISP): Consulta de Informações da Conta

Read-only MCP server that enables consulting official account information from the Brazilian registry ARISP, with a single query tool and prepaid credit-based pricing.

League of Legends Stats MCP Server

An MCP Server that provides access to League of Legends statistics via the SportData.io API, allowing agents to query and analyze LoL competitive gaming data.

mcp-forge

Turn any OpenAPI spec into a working MCP server — point it at a spec and Claude instantly gets a tool for every endpoint.