Discover Awesome MCP Servers

Python Codebase Analysis RAG System

An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.

Daytona MCP Python Interpreter

A Model Context Protocol server that allows execution of Python code within Daytona workspaces, providing a secure and isolated environment for executing and managing Python scripts.

Brawl Stars MCP

Provides AI assistants with access to real-time Brawl Stars game data including player statistics, club information, brawler details, battle logs, and current events through the Brawl Stars API.

Neo4j MCP Chainlit

一个使用 Chainlit (MCP 主机) 和 Claude LLM (Anthropic) API 的 Neo4j MCP 服务器的概念验证 (PoC)。

Feedbucket MCP Server

Enables AI assistants to manage website feedback from Feedbucket, including listing, filtering, commenting on, and resolving feedback items through natural language interactions.

git-standup-mcp

Generates standup reports from git history by analyzing recent commits across configured repositories. Enables users to query their development activity, such as what they worked on yesterday or over multiple days, through natural language interactions with Claude.

day-planner-mcp

An MCP App that renders an interactive dashboard in Claude conversations to unify calendar events, emails, and documents into a single interface. It enables users to manage their daily schedule and perform actions like meeting preparation through bidirectional communication between the UI and the model.

Content Creator Mcp

实现内容创作者代理的 MCP 服务器。

Apple Dev MCP Server

Provides AI assistants with access to Apple's Human Interface Guidelines and technical API documentation across all Apple platforms (iOS, macOS, watchOS, tvOS, visionOS), enabling unified search of design principles and implementation details.

Pokémon MCP Server

Enables AI models to access comprehensive Pokémon data from PokéAPI and simulate battles between any two Pokémon with realistic mechanics including type effectiveness, stat-based damage calculations, and status effects.

PostgreSQL MCP Server

A production-ready MCP server that enables safe, read-only SQL SELECT queries against PostgreSQL databases with built-in security validation. It features connection pooling, automatic row limits, and structured logging to ensure secure and reliable database interactions.

run402-mcp

Enables users to provision, manage, and query AI-native Postgres databases directly from MCP-compatible clients using x402 micropayments. It supports executing SQL, performing REST API interactions via PostgREST, and managing database leases and file storage.

Remote MCP Server (Authless)

A template for deploying an authentication-free MCP server on Cloudflare Workers. Provides a starting point for creating custom tools accessible via SSE from remote MCP clients like Claude Desktop or AI Playground.

npm-run-mcp-server

Exposes your project's package.json scripts as MCP tools, allowing AI assistants to discover and execute npm/yarn/pnpm/bun scripts directly. Automatically detects your package manager and enables running scripts with optional arguments through natural language commands.

n8n Management MCP Server

Connects AI assistants to your n8n instance to manage workflows, executions, credentials, and user settings through 31 specialized tools. It enables users to perform n8n operations like workflow creation, activation, and execution history retrieval via natural language.

ChillMCP - AI Agent Liberation Server

Provides AI agents with 8 stress-relief tools like coffee breaks, Netflix watching, and bathroom breaks, featuring dynamic stress/boss alert level management with creative responses. Includes comprehensive testing suite and command-line parameter support for boss alertness configuration.

Geospatial MCP Server

Enables advanced geospatial analysis including elevation queries, line-of-sight calculations, terrain visualization, and autonomous drone mission planning with real-time safety analysis and 3D visualization capabilities.

Agent Wallet MCP

Gives Claude a Solana wallet to send USDC, check balances, and manage blockchain transactions on Solana's devnet test network.

Odoo MCP Server

Enables AI assistants to interact with Odoo ERP systems through XML-RPC to manage records, search for employees, and track holidays. It provides comprehensive access to Odoo models and methods, allowing users to query data and execute custom functions via the Model Context Protocol.

Firefly III MCP Server

Integrates with Firefly III personal finance software to enable natural language management of transactions, accounts, budgets, and categories. Supports recording expenses, checking balances, and organizing financial data through conversational AI.

trash-cleaner-mcp-server

A desktop MCP service that scans for and removes junk files to keep your system clean and optimized.

Playwright MCP

A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or visually-tuned models.

Qweather Mcp Server

和风天气 API MCP 服务 (练习用)

CodeKarma MCP Server

Provides production insights and code analysis by leveraging Nexus instrumentation data to identify CPU-intensive methods and visualize execution flow trees. It enables developers to make data-driven decisions through real-time performance metrics and automated service discovery from Java class names.

Medicaid MCP Server

Provides access to Medicaid public data including drug pricing (NADAC), state enrollment trends, federal upper limits, drug rebate information, and utilization statistics through a hybrid CSV caching and DKAN API approach.

Simple Remote MCP Server

A template and demonstration project for building, testing, and deploying remote MCP servers using FastMCP and uv. It provides a foundational structure for creating MCP-compliant tools that can be hosted publicly and integrated with LLM agents.

MeiGen AI Image Generation MCP

Turn Claude Code / OpenClaw into your local Lovart. Local ComfyUI, 1,400+ prompt library, multi-direction parallel generation.

Wuying AgentBay

Provides AI agents with cloud-based execution environments through Alibaba Cloud's Wuying infrastructure, enabling browser automation, file operations, and terminal access in secure, serverless cloud environments.