Discover Awesome MCP Servers

Dynamic Shell Command MCP Server

Enables secure execution of shell commands through a dynamic approval system that prompts for user authorization on first use, with persistent command storage and comprehensive audit logging.

Blender MCP Server

A lightweight HTTP server that exposes Blender's camera system for real-time image capture and scene interaction from external applications.

Mutmut MCP

A Model Context Protocol server that provides programmatic APIs for running mutation tests with mutmut, analyzing results, and improving test coverage in Python projects.

MCP Server Legifrance

A server implementing the Model Context Protocol to allow direct access to French legal resources (laws, codes, case law) from compatible Large Language Models like Claude, enabling interactive legal research through the Legifrance API.

AiDD MCP Server

Integrates Apple Notes with AI-powered task extraction and prioritization, enabling automatic processing of notes into actionable items and syncing across multiple productivity services like Google Tasks, Todoist, Notion, and more.

GitLab Code Review MCP

Enables AI assistants to review GitLab merge requests by fetching diffs, analyzing code changes, adding comments, and managing approvals through the GitLab API. Supports comprehensive merge request analysis and version comparison for automated code review workflows.

Signavio MCP Server

Enables AI assistants to interact with SAP Signavio Process Manager through its API, supporting operations like managing process models, folders, dictionary entries, and searching across business process content.

senado-br-mcp

MCP server for Brazilian Federal Senate open data (legislators, bills, votes, committees)

ontology

知识图谱 MCP 服务器

Amplify Data API MCP Server

Enables interaction with AWS Amplify Gen2 application data through natural language, allowing AI assistants to query, create, update, and delete records using conversational commands with Cognito authentication.

FHL Bible MCP Server

Provides access to comprehensive Chinese and multilingual Bible study resources from the Faith, Hope, Love (信望愛站) API, including verse lookup, original language analysis, commentaries, apocrypha, and topical studies.

Intelligent Medical Assistant

An MCP server and web application that enables natural language medical queries and patient data analysis powered by Gemini AI. It allows users to track and analyze patient biometrics, including vitals, sleep patterns, and laboratory results, through a comprehensive set of automated medical tools.

Time Conversion Assistant

MCP 服务器与 Amazon Bedrock 代理 (MCP fúwùqì yǔ Amazon Bedrock dàilǐ)

SQL Injection MCP Server

An MCP server for identifying SQL injection vulnerabilities in web applications using various techniques like error-based, time-based, and union-based scanning. It supports bulk URL processing, WAF bypass strategies, and authenticated testing across multiple database systems.

Imagen MCP Server

Enables image generation using Google's Imagen and other AI models through Nexos.ai platform. Supports single and batch image generation with various quality settings and model options.

Chrome DevTools MCP

Enables AI coding assistants to control and inspect a live Chrome browser for automation, debugging, performance analysis, network monitoring, and DOM interaction through Chrome DevTools Protocol.

Splunk MCP Server by CData

Splunk MCP Server by CData

DiagramMCP

Enables the dynamic generation of various software development diagrams, such as flowcharts, sequence diagrams, and architecture diagrams, using Mermaid syntax. It includes tools for diagram validation and provides instructions for exporting results to multiple formats including SVG and PNG.

RL-MCP

A Model Context Protocol server that provides AI models with structured access to external data and services, acting as a bridge between AI assistants and applications, databases, and APIs in a standardized, secure way.

domin8

A deterministic MCP server that enforces auditable workflows by requiring AI agents to provide structured justifications and obtain human approval for file operations. It provides a secure, tamper-evident pipeline for tracking agent intent and codebase changes through cryptographic signatures and SQLite indexing.

SteamStats MCP Server

用于 Steam Web API 游戏统计的 MCP 服务器

Ops MCP Server

Provides tools for AI assistants to manage and diagnose MWAA Airflow environments, EMR Serverless jobs, S3 files, and Confluence documentation. It features automated pipeline failure diagnosis and comprehensive log retrieval across these integrated platforms.

CodeGraphContext

Indexes local Python code into a Neo4j graph database to provide AI assistants with deep code understanding and relationship analysis. Enables querying code structure, dependencies, and impact analysis through natural language interactions.

Linear Regression MCP

一个 MCP 服务器，只需上传 CSV 文件即可让 Claude 训练线性回归模型，处理从数据预处理到模型评估的整个机器学习流程。 (Alternatively, a slightly more technical translation:) 一个 MCP 服务器，允许 Claude 通过简单上传 CSV 文件来训练线性回归模型，并处理包括数据预处理和模型评估在内的整个机器学习流水线。

Aspen Catalog MCP

Enables AI clients to search Aspen Discovery library catalogs and check real-time book availability by keyword, author, or ISBN. This server allows users to verify local library inventory and filter book recommendations accordingly.

Demo MCP Server

A simple MCP server that provides a calculator tool, dynamic greeting resources, and code review prompts, demonstrating how to build standardized interfaces for LLM applications.

Scryfall MCP Server

A comprehensive Model Context Protocol server that integrates with the Scryfall API to provide Magic: The Gathering card data to AI assistants like Claude.

MCP Scrcpy Vision

Provides AI agents with real-time vision and control over Android devices through screen streaming, UI automation, and fast input control via scrcpy protocol.

MoCo MCP Server

Provides a Model Context Protocol interface to MoCo time tracking and project management systems, enabling AI assistants to retrieve work activities, projects, tasks, holidays, and presence data.

Star Wars Explorer

A Laravel-based MCP server that enables users to browse, search, and import Star Wars character data from the SWAPI external API into a local database. It facilitates seamless AI interaction with Star Wars lore through structured tools and the Model Context Protocol.