Discover Awesome MCP Servers

sugra-api-mcp

Gateway connector between LLM agents and world data, providing access to financial market prices, macroeconomic indicators, and news through a bundled endpoint catalog.

Grasshopper MCP

Enables AI-powered computational design in Rhino/Grasshopper with ML-based automatic layout optimization, component clustering, performance prediction, and real-time code execution in running Rhino instances.

sbl-probe

Serial communication and protocol analysis MCP server that gives AI coding assistants direct access to serial ports for reading, writing, decoding, and capturing embedded device output.

Vizdown-MCP

Converts Markdown files into professional diagrams such as flowcharts, mind maps, and architecture diagrams using Mermaid.js and custom SVG renderers. It enables users to list, render, and export visualizations in multiple formats including SVG, PNG, and PDF.

agent-mailbox-mcp

MCP server for multi-agent AI systems providing mailbox messaging, A2A task delegation, resource coordination, and a web dashboard.

brandsystem-mcp

Make your brand machine-readable. Extract identity from any website or PDF, compile into DTCG tokens and runtime contracts, govern brand compliance. 36 tools across 4 sessions.

ComfyUI-Agent-Bridge

Enables an external coding agent to exchange text and images with ComfyUI workflows and trigger runs via MCP tools.

Descartes

Descartes is an MCP server that iteratively doubts and refines plans by grounding every assumption in real evidence, ensuring no unexamined assumption reaches the work. It helps users make more robust decisions by surfacing only the truly blocking questions.

TIDAL Music MCP

Enables searching, managing playlists, getting recommendations, and downloading music from TIDAL through natural language commands via the Model Context Protocol.

@absolutejs/agents-mcp

Provides a read-only MCP server for searching and retrieving cryptographically verified AI agents from the AbsoluteJS public agent registry.

maya-mcp

Enables control of Autodesk Maya using natural language via Claude and the Model Context Protocol, providing tools for modeling, animation, scene management, and RAG-powered documentation search.

zendriver-mcp

Provides undetectable browser automation for LLM agents via MCP, enabling real Chrome interaction with stealth features, DOM accessibility, and DevTools integration.

ip-geolocation

Geolocate any IP address with country, city, ISP, ASN, and VPN/proxy/Tor detection, with pay-per-call via x402 micropayments and no signup required.

MCP Server with FAISS for RAG

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FreeCodeCamp Feed Parser MCP

Provides an MCP tool to search the FreeCodeCamp news RSS feed by keyword, returning article titles, links, published dates, and summaries.

mcp-db-server

Enables querying PostgreSQL and MySQL databases using natural language, with RESTful endpoints for listing tables, describing schemas, and executing read-only queries.

Whoishiring MCP Server

Enables Claude Desktop to scan, analyze, and track job postings from Hacker News and Y Combinator's Work at a Startup using a 24-tool MCP server with multi-stage filtering and resume-based ranking.

mcp-prompts-rs

Servidor basado en Rust para gestionar prompts de IA utilizando el Protocolo de Contexto de Modelo (MCP).

MCP Java Testing Agent

Automates Java/Maven test generation, JaCoCo coverage analysis, and Checkstyle checking through MCP tools. Enables iterative improvement of test coverage and code style until quality goals are met.

MCP Weather Server

Enables AI agents like GitHub Copilot to retrieve real-time weather data for any city using the Open-Meteo API, no API key required.

hn-developer-sentiment-mcp

A deterministic read on Hacker News developer sentiment for any brand, tool, or library, exposing four MCP tools for sentiment summary, mention search, feature requests, and trending discussions.

tes-mcp-server

Exposes public weather and climate data through a standardized API, allowing AI agents to retrieve current conditions, 7-day forecasts, and historical data. It enables weather-aware automation and data enrichment for conversational agents and travel planning.

python-runner

Execute Python code via subprocess with timeout and error handling, returning stdout, stderr, and exit code.

compresh-mcp

Provides production-grade context compression for LLM agent conversations with Q-protective ranking, epistemic markers, and semantic store, reducing token usage while preserving equivalence.

MCP Strava Server

Enables Claude to access and analyze your Strava activities through OAuth authentication. Supports retrieving activity lists and detailed workout data for fitness tracking and analysis.

MCP Aggregator Server

Provides a unified MCP interface that proxies requests to multiple backend servers including memory/knowledge graph and vector database services. Enables seamless access to distributed MCP tools through a single endpoint with automatic routing, health monitoring, and retry logic.

GitHub Code Review Assistant

Enables AI assistants to perform comprehensive GitHub pull request code reviews, including analysis of code patterns, complexity, and security issues, while managing review comments and ensuring compliance with team coding standards.

mcp-server-jira

MCP server for JIRA Cloud REST API v3, enabling issue search, creation, updates, comments, and transitions.

Giphy MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with the Giphy API, allowing agents to search, retrieve, and manage GIF animations through natural language commands.

Semantic Cache MCP

Reduces token consumption by over 80% through intelligent file caching, returning only diffs for modified files and suppressing unchanged content. It features a suite of 12 tools for semantic search, batch reading, and efficient file editing to optimize LLM interactions with large codebases.