Discover Awesome MCP Servers

Rust Minidump MCP

Analyzes application crash dumps and extracts debug symbols, transforming Windows minidump files into readable stack traces and providing AI-powered crash analysis to help identify root causes and fix critical issues.

Local Stock Analyst MCP

Provides comprehensive stock intelligence workflows by integrating data from multiple providers for market analysis, technical indicators, and fundamental data. It enables users to perform technical, fundamental, and risk analysis alongside options and news tracking through a unified tool registry.

Jedox MCP Server

Local MCP server for the Jedox OLAP platform enabling LLM clients to interact with Jedox databases, dimensions, cubes, cells, and rules via natural language.

Liana-MCP

Enables natural language interface for single-cell RNA-Seq analysis using Liana. Supports reading/writing scRNA-Seq data, cell-cell communication analysis, and visualization through circle plots and dotplots.

mcp-server-starter

A small but real MCP server (FastMCP) with inventory management tools and a destructive action that requires human confirmation before executing.

Weather MCP Server

Enables Claude to query weather information for a specified area using the OpenWeatherMap API.

agent-nero

Agent NERO is an MCP server that enables Claude Code to spawn, manage, and communicate with persistent, named LLM agents that maintain conversation history and can use tools like file I/O, command execution, and shared memory.

DarcyAIMCPServer

A Python-based MCP server that predicts tomorrow's weather. It can be used remotely via uvx or locally with uv.

yacy-mcp

Enables AI applications to perform web searches using a YaCy search engine instance through the Model Context Protocol.

mcp-gh-pr-mini

一个最小化的 MCP (模型上下文协议) 服务器，用于与 GitHub 拉取请求进行交互。

MCP YAML API

A Model Context Protocol server that creates tools from API configurations defined in YAML files, allowing easy integration of external APIs into an MCP ecosystem without coding.

slopweaver

A local-first MCP server that helps Claude Code prioritize your work by searching across your tools like GitHub and Slack.

MCP Apple Reminders

A macOS-only MCP server that exposes Apple Reminders to AI clients, enabling create, read, update, delete, search, and organization of reminders and lists through natural language.

Feishu/Lark OpenAPI MCP

A toolkit that enables AI assistants to directly call Feishu/Lark API interfaces for automation scenarios like document processing, conversation management, and calendar scheduling.

MCP Container Weather Server

A Docker-based MCP server that provides current weather information for cities worldwide. Enables AI assistants like Claude to fetch temperature, weather conditions, and humidity data through a standardized interface.

Kali Linux MCP Server

Provides secure access to Kali Linux security tools through containerized execution, enabling network scanning, web application testing, and security assessments.

Bulk WhatsApp Validator

Enables validation of single or bulk WhatsApp numbers and retrieval of account metadata, such as business status and profile info, via the Bulk WhatsApp Validator API.

Warden

Warden provides a trusted skill brain for open agents, enabling secure execution of curated, cryptographically-signed skills with sandboxing, trust scoring, and transparency logging, all with zero third-party dependencies.

Omega

Persistent memory for AI coding agents

razorpay-mcp

非官方 Razorpay MCP 服务器 (Fēiguānfāng Razorpay MCP fúwùqì)

scryer-mcp

Enables AI agents to read, modify, and build from architecture models, keeping the model as the source of truth for intent and synchronized with code.

mcp-server-stdio

A starter MCP server using StdioServerTransport, providing example tools to check which app runs on a port (macOS) and add two numbers.

ateam-mcp

Connects AI assistants to the ADAS platform, enabling them to build, validate, and deploy multi-agent systems through natural language commands without manual configuration.

Nano Banana MCP

MCP server for Google's Nano Banana image generation models (Gemini). Generate and edit images via natural language.

YouTube Channel MCP Server

Retrieves YouTube Channel statistics, metadata, and uploaded videos using the YouTube Data API v3.

Status Observer MCP

Status Observer MCP

peer-relay

A message relay MCP server enabling two separate Claude Code instances to exchange direct questions and answers asynchronously without sharing context.

SEO Research MCP

Enables AI coding assistants to perform SEO research tasks including backlink analysis, keyword research, traffic estimation, and keyword difficulty analysis using Ahrefs data directly within IDEs.

MCP Server Validation

GitHub MCP 服务器验证的测试存储库

DV360 MCP Server

A Model Context Protocol (MCP) server for Display & Video 360 that provides entity management and performance reporting capabilities.