Discover Awesome MCP Servers

Knowledge Graph Builder

Transforms text or web content into structured knowledge graphs using local AI models with MCP integration for persistent storage in Neo4j and Qdrant.

Google Calendar MCP Server

与 Google 日历 API 集成的模型上下文协议 (MCP) 服务器

AI Agent with MCP

Playground create my first MCP (Model Context Protocol) server

Math-Physics-ML MCP System

Provides GPU-accelerated scientific computing capabilities including symbolic mathematics, quantum wave mechanics simulations, molecular dynamics, and neural network training through four specialized MCP servers.

TinyDB MCP Server

Provides long-term memory for chatbots through a TinyDB-backed MCP server. Enables storing, searching, and managing JSON records with schema validation without requiring external databases.

Semantic D1 MCP

Enables AI-assisted analysis and optimization of Cloudflare D1 databases through comprehensive schema introspection, relationship mapping, validation, and optimization recommendations. Demonstrates semantic intent patterns with hexagonal architecture for maintainable database development workflows.

MCP Salesforce Revenue Cloud

Provides AI assistants with direct access to Salesforce Revenue Cloud data and operations, enabling retrieval of products, price books, quotes, orders, and execution of custom SOQL queries through natural language.

DeepSeek Thinking with Claude 3.5 Sonnet

使用 DeepSeek 促进两阶段推理过程，进行详细分析，并支持多种响应模型，如 Claude 3.5 Sonnet 和 OpenRouter，同时保持对话上下文并增强 AI 驱动的交互。

MCP Agent Platform

A multi-agent human-computer interaction system that enables natural interaction through integrated visual recognition, speech recognition, and speech synthesis capabilities.

MCP Debugger Server

Provides comprehensive debugging capabilities for Node.js and TypeScript applications with 25+ specialized tools, including breakpoint management, variable inspection, hang detection, CPU/memory profiling, and test framework integration.

DatahubMCP

Enables Claude to query MySQL databases and access Google Workspace (Sheets, Forms, Drive) for education program management, with built-in templates for data analysis and report generation.

YApi MCP Server

Enables reading and searching API documentation from YApi instances, allowing AI models to access interface definitions, project API lists, and search through API endpoints using YApi URLs or project IDs.

MCP Express Server

A TypeScript-based MCP server template using Express.js and Server-Sent Events, providing example tools for echoing messages, performing calculations, and retrieving server time.

Sirr MCP Server

Provides Claude Code direct access to a Sirr secret vault for reading, pushing, listing, and deleting secrets with expiry constraints. It enables natural language secret management while keeping credentials secure through metadata-only listing and controlled value retrieval.

Affinity MCP Server

Enables AI assistants to control the Affinity creative suite on macOS through natural language, allowing for automated design tasks, UI interaction, and file operations. It leverages AppleScript and System Events to bridge AI commands with professional creative software.

APK Security Guard MCP Suite

Provides a one-stop automated solution for Android APK security analysis by integrating tools like JEB, JADX, APKTOOL, FlowDroid, and MobSF into unified MCP standard API interfaces.

n8n MCP Server

Enables full workflow automation management in n8n through 40+ tools covering workflows, executions, credentials, tags, variables, projects, users, and source control operations.

mcp-server-bitbucket

MCP server with 58 tools for Bitbucket API operations. Manage repositories, pull requests, pipelines, branches, commits, deployments, webhooks, and more.

Palo Alto Networks MCP Server Suite

Enables comprehensive management of Palo Alto Networks firewalls through a modular suite of servers for security policies, network objects, device operations, and system configuration.

LlamaCloud MCP Server

一个本地 MCP 服务器，与 Claude Desktop 集成，启用 RAG 功能，使 Claude 能够从自定义 LlamaCloud 索引获取最新的私有信息。

Atlassian MCP

用于 Cursor IDE 的托管代码插件，提供与 Atlassian 产品（JIRA、Confluence、BitBucket）的集成，使开发人员能够直接从 IDE 搜索任务、创建新问题、查看文档和管理代码仓库。

Ensembl MCP Server

A Model Context Protocol server providing LLMs with access to the Ensembl genomics database, enabling AI assistants to query gene information, sequences, variants, and other genomic data across multiple species.

Claude File Management Server

Enables Claude AI to perform comprehensive file operations including reading, writing, notes management, PDF processing, and image handling with thread-safe operations. Provides a complete file management system with enhanced features like document processing and automatic directory creation.

Scrapy MCP Server

A powerful web scraping MCP server built on Scrapy and FastMCP that supports multiple scraping methods (HTTP, Scrapy, browser automation), anti-detection techniques, form handling, and concurrent crawling. Designed for commercial environments with enterprise-grade features like intelligent retry mechanisms, performance monitoring, and configurable data extraction.

Pentest MCP

一个模型上下文协议服务器，它将必要的渗透测试工具（Nmap、Gobuster、Nikto、John the Ripper）集成到一个统一的自然语言界面中，允许安全专业人员通过对话式命令执行和链接多个工具。

File System MCP Server

Provides secure file read and write operations within a sandboxed directory, allowing AI assistants to safely create, modify, and access files without risk of accessing the broader file system.

Viterbit MCP Server

Enables interaction with Viterbit recruitment API for managing candidates, jobs, and applications. Supports searching, updating candidate data, handling job applications, and advanced filtering with subscription and activity status tracking.

YARR Media Stack MCP Server

一个综合的模型上下文协议服务器，连接大型语言模型（LLM）与自托管媒体服务，从而实现对电视节目、电影、下载和通知的自然语言控制，同时保持传统的 API 访问方式。