Discover Awesome MCP Servers

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.

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

鏡 (Kagami)

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.

agent-hq

An MCP server that provides shared memory, kanban board, and agent registry for AI agents to collaborate as a team, with a live dashboard for human oversight.

gtr-mcp

An MCP server that wraps git-worktree-runner to enable AI agents to manage git worktrees safely.

AutoGodot

Autonomous game development framework that lets AI agents program, design scenes, and run visual QA on Godot 4.x projects — all through the Model Context Protocol (MCP).

FTC Toolchain

Enables AI agents to search FTC SDK samples, scaffold OpModes, build and deploy robot code to a REV Control Hub, and read robot logs for a full code-to-robot debugging loop.

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.

pemr

A local-first, family-scale medical record framework that provides a Python CLI engine and MCP server for ingesting, deduplicating, querying, and generating medical records from source documents.

Weaviate MCP Server

WeaviateのMCPサーバーは、カスタマイズ可能なPythonベースのサーバーを使用してWeaviateとの統合を容易にします。設定可能なURLとAPIキーを介して、WeaviateデータベースやOpenAI APIとの連携を可能にします。

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.

luma-tabs

MCP server for managing Chrome tabs and tasks, enabling AI agents to search, recall, and organize browser sessions by preventing duplicate tabs, fuzzy searching, and saving workspaces as tasks.

Encoder AI MCP

Encoder AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

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

Rust で実装された、Model Context Protocol (MCP) を用いて AI プロンプトを管理するサーバー

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.