Discover Awesome MCP Servers

mcp-server-springaidemo

Uma demonstração do mcp-server do Spring AI.

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.

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.

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.

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.

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.

mcp-archviz

Provides 3D architecture visualization from floorplan layouts, with tools for generating 3D models, rendering perspectives, and exporting models. Currently uses a stub provider with placeholder URLs.

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.

sql-mcp

Formats SQL queries with support for 14 dialects, keyword casing, and tab width.

moe-mcp

Enables querying a team of domain experts with automatic routing and traceable citations for accurate answers.

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.

OpenPlan MCP Server

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

MCP-Mealprep

Este projeto pega vários servidores MCP de locais do GitHub, empacota-os junto com o contêiner GHCR deste repositório e os inicia com docker-compose para serem executados como uma pilha de recursos de ML/IA.

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.

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.

ngmcp

Enables AI agents to query and browse Norton Guide database files, providing tools for reading entries, searching, and navigating menus.

GitMCP

Transforms any GitHub repository or GitHub Pages site into a documentation hub for AI assistants using the Model Context Protocol. It allows AI tools to access real-time code and documentation to prevent hallucinations and provide accurate API usage examples.

mcp-the-guardian

Enables searching and retrieving articles, sections, and tags from The Guardian via the Guardian Open Platform API.

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.