Discover Awesome MCP Servers

MBIT-Test

An MCP server for the MBTI personality test, supporting AI assistants to guide users through the personality test and provide result analysis.

GO2 Sport MCP Server

Enables controlling a Unitree GO2 robot's motion (forward, backward, left, right, stop, stand up, and move with custom velocities) via MCP tools, using ROS2 commands.

docs-n8n-mcp

MCP server providing access to n8n documentation and workflow templates, enabling LLM agents to search, read, and retrieve workflow examples for automated workflow creation.

vision-mcp

An MCP server for image recognition and OCR via OpenAI-compatible vision APIs, supporting local files, URLs, and data URLs. Enables natural language image description and text extraction.

@axd/browser-mcp

A high-performance MCP server for browser automation via Chrome DevTools Protocol, enabling fast, low-cost, and anti-bot web interactions.

YouTube Transcript MCP Server

Enables fetching, searching, and analyzing YouTube video transcripts in multiple languages using yt-dlp. Supports timestamp filtering, language detection, and transcript summaries with robust error handling for production use.

conan-mcp-agent

MCP server for automating Detective Conan short video channel operations, enabling daily topic search, video frame extraction/analysis, and template-based script writing.

Heroquarium ArtGen MCP Server

Enables Claude to generate pixel art procedurally and normalize external images into a canonical palette and tile size.

zep-mcp

MCP server that wraps the Zep Cloud API to give AI assistants long-term memory via a knowledge graph, enabling storing and searching facts, managing users and threads, and adding notes.

mcp-gui-server

A modern MCP server that provides interactive graphical user interface, terminal command execution, and AI-powered prompt enhancement for MCP-compatible clients.

research-mcp-lab

MCP server that acts as a research intelligence agent, converting natural language queries into SQL or full-text search against Hacker News and arXiv data, and returning answers with supporting evidence.

mcp-server-springaidemo

A Spring AI mcp-server Demo

DataMineAna

Provides a comprehensive MCP server for data preprocessing, analysis, mathematical modeling, and visualization, enabling agents to load, clean, analyze, model, and plot data with tracking and dynamic method extension capabilities.

io.github.Tom409114/rrdoctor

Get your research artifact ready for Artifact Evaluation before the deadline: scan the repo, scaffold the easy fixes, verify the run path, and generate the appendix.

Shotter

Enables AI assistants to automate iOS Simulator interactions including device management, UI element interaction (tap, swipe, type), screenshot capture, and execution of YAML-defined navigation workflows.

Omega

Persistent memory for AI coding agents

mrrscope

Enables querying MRRscope analytics (visitors, revenue, MRR, traffic sources, AI crawlers, realtime) via 6 read-only tools for AI agents.

OpenPlan MCP Server

Helps AI agents decompose goals into costed execution plans, checkpoint progress with deviation tracking, and learn from past project data.

claw-site

A Python MCP server that extracts URLs, page content (with browser rendering fallback), and text from images via OCR.

spring-nacos-mcp

A project-aware, read-only Nacos MCP server for Spring Cloud repositories.

Youtube-MCP

Production-grade Model Context Protocol server for YouTube intelligence. Extract, analyze, and automate insights from YouTube channels and videos using the official YouTube Data API v3. Built for AI agents, automation pipelines, and content intelligence workflows.

MCP-Mealprep

This project takes a number of MCP servers from GitHub locations, packages them together with this repo's GHCR container, and launches them with docker-compose to run as a stack for ML/AI resources.

voyager-repo

MCP server that provides safe, read-only repository orientation and risk assessment via the scout_repo tool, including structural analysis, dependency vetting, and detection of high-risk findings.

Cubiczan MCP Server

Connects Off Grid mobile app to Cubiczan's multi-agent intelligence, exposing agent orchestration as an OpenAI-compatible API endpoint.

xhs-mcp

Enables AI agents to automatically publish photo notes to Xiaohongshu (RedNote) using Playwright browser automation. It supports title, body, and image uploads while maintaining persistent login sessions for seamless automated posting.

cert-study

Provides a local CBT exam system as MCP tools for Codex, managing study sessions, scoring, wrong answer tracking, and review queues with deterministic Python engine and optional Notion integration.

MCP STDIO Webhook Server

A lightweight MCP server that accepts event envelopes, maps them to configurable tools, and supports STDIO transport with Docker deployment.

skillsmp-mcp-server

This MCP server enables AI agents to search, discover, and install skills from the SkillsMP marketplace, with support for keyword and semantic search, skill content retrieval, and installation to various coding agents.

Bible MCP

Enables local-first semantic search and retrieval of Korean Bible verses using FAISS embeddings and full-text indexes. Supports exploration of biblical entities including people, places, and events with Korean-to-English query handling.