Discover Awesome MCP Servers

Quantum ZX-Calculus MCP Server

Converts quantum circuits into ZX-diagrams using categorical quantum mechanics, enabling circuit visualization, analysis, and optimization through deterministic gate mapping and rewrite rules.

A Share MCP

A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.

n8n Manager for AI Agents

Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.

Songsterr MCP

Enables users to search for guitar, bass, and drum tabs on Songsterr by song title, artist, or specific tab metadata. It retrieves song details and track lists, providing direct links to view the full tablature on the Songsterr website.

Noun Project MCP Server

Enables searching and retrieving icons from The Noun Project API with advanced filters for style, color, and size customization.

MCP Server ODBC via SQLAlchemy

镜子 (jìng zi)

Diagram Bridge MCP Server

Bridges LLMs and diagram creation by providing intelligent format selection, format-specific instruction generation, and professional diagram rendering across 9+ formats including Mermaid, PlantUML, C4 Model, and GraphViz.

MCP Template

A production-ready Python template for building MCP servers with enterprise features including registry integration, configuration management, structured logging, and extensible patterns for tools, resources, and prompts.

mcp-server-cappt: A MCP server for Cappt

Cappt 的 MCP 服务器（NodeJS 版本）

Microservice Control Panel (MCP)

A modular system for building and orchestrating AI applications through microservices, featuring LLM interactions, Jupyter notebook execution, and visual workflow capabilities.

Mind Map MCP Server

Generates beautiful mind map images from Markdown text with multiple layout options, running completely locally with no external services or API keys required for full data privacy.

MCP BigQuery Server

Enables secure access to BigQuery datasets with intelligent query result caching, schema evolution tracking, and AI-powered query optimization recommendations through Supabase integration.

MCP Hosting in TEE

Phala Cloud 上托管的 MCP 服务器

Meme Generator MCP

Generates custom memes with text overlays using pre-configured templates. Supports multiple meme formats with customizable text positioning, fonts, and automatic word wrapping.

Agents Library MCP Server

Enables access to agent instruction files and prompts for AI development workflows. Provides tools to retrieve and list development rules, security checks, and common prompts from an agents library through MCP protocol.

Groq MCP Server

An intelligent server that connects applications to Groq's AI models, enabling text completion, audio transcription, vision analysis, and batch processing through the Model Context Protocol.

Redeal Analytics API MCP Server

A Multi-Agent Conversation Protocol server that enables users to interact with the Redeal.io analytics API through natural language, automatically generated using AG2's MCP builder.

PostgreSQL Full Access MCP Server

一个增强的模型上下文协议服务器，它使大型语言模型能够检查具有丰富元数据的数据库模式，并执行带有安全检查的只读 SQL 查询。

Fulcra Context MCP

fulcra-context-mcp

SAP on Azure MCP Server (TypeScript Implementation)

SAP On Azure 的 TypeScript MCP 服务器

Requestly MCP Server

A TypeScript-based MCP server that provides full CRUD operations for Requestly rules and groups, enabling integration with VS Code and other MCP clients through a stdio interface.

simple-mcp-server-in-go

一个使用 Go 构建的简单 MCP 服务器，利用 Go 的并发特性。 (Or, slightly more formal) 一个使用 Go 语言构建的简单 MCP 服务器，旨在利用 Go 的并发特性。

Trello MCP Server

Enables Claude to interact with Trello boards, lists, cards, comments, and attachments through natural language commands. Uses Nango OAuth authentication to provide complete Trello API coverage including creation, updates, search, and project management operations.

XcodeBuildMCP

一个模型上下文协议 (MCP) 服务器，它提供与 Xcode 相关的工具，用于与 AI 助手和其他 MCP 客户端集成。

mcp-pubmed

An MCP server that provides access to PubMed and NCBI's biomedical literature database for searching articles, retrieving metadata, and tracking citations. It enables users to explore related research, browse MeSH vocabulary, and find free full-text links.

Spring MCP Bridge

Spring MCP Bridge 是一个工具，它可以自动将 Spring Boot 应用程序中的 REST 端点转换为 MCP（消息会话协议）服务器，从而允许像 Claude、Cursor 和其他 MCP 兼容工具这样的人工智能助手直接与您的 API 进行交互。

Linux MCP Server

Enables read-only Linux system diagnostics and troubleshooting on RHEL-based systems, including system info, services, processes, logs, network, and storage analysis. Supports both local and remote SSH execution across multiple hosts.

Overleaf MCP Server

Enables access to Overleaf LaTeX projects through Git integration, allowing users to read files, analyze document structure, extract sections, and manage multiple projects through natural language commands.

Logic-LM MCP Server

Provides symbolic reasoning capabilities by converting natural language logical problems into Answer Set Programming (ASP) format and solving them using the Clingo solver. Enables users to perform formal logical reasoning, verify logical arguments, and get step-by-step explanations for complex logical problems.

Google Maps MCP Server

Enables location-aware AI agents to search for nearby places, get detailed place information including hours and ratings, and calculate routes with turn-by-turn directions using Google Maps APIs.