Discover Awesome MCP Servers

Spec-driven Development MCP Server

An MCP server that enables AI-powered IDEs to implement a structured development workflow from requirements gathering to code implementation, guiding users through goal collection, requirements specification, design documentation, task planning, and execution.

Snyk Studio MCP

An MCP server that enables easy integration with coding assistants, providing security context to AI agents. This runs locally using the Snyk CLI.

Database MCP Server

Enables AI to query and manage PostgreSQL and MongoDB databases through natural language. Supports automatic schema discovery, safe data operations, and network-wide database access with zero-configuration deployment.

HCM-LLM MCP Server

A FastAPI-based server that enables AI assistants to perform Highway Capacity Manual (HCM) transportation engineering calculations and semantic searches over HCM documentation. It provides specialized tools for complete Chapter 15 two-lane highway analysis following standard engineering methodologies.

GitHub MCP Tool Manager

A web application for securely managing GitHub tokens and providing centralized access to various development tools integrated with GitHub accounts.

Mcp_server_integration_with_ollama

这个仓库包含带有 Ollama 的 MCP 服务器。

Snowflake MCP Server

Enables interaction with Snowflake databases through SQL queries, schema exploration, and data analysis. Supports read/write operations, table management, and automatic insight tracking for comprehensive database operations through natural language.

MCPServer (FastMCP)

A minimal Model Context Protocol server built with FastMCP that provides basic utility tools including user greetings, number addition, and file listing operations. Includes examples of exposing tools, resources, and prompts for MCP-aware clients.

🤗 Hugging Face MCP Server 🤗

镜子 (jìng zi)

Figma MCP Bridge

Figma MCP Bridge is a combined Figma plugin and MCP server that bypasses Figma's free API rate limits by streaming live document data directly to AI tools via a local WebSocket connection instead of the standard cloud API.

Practice Fusion MCP Server

Enables interaction with Practice Fusion EHR through 19 healthcare tools for patient management, appointment scheduling, insurance verification, and document handling. Supports both local and remote access with OAuth2 authentication and structured data resources.

Memory Shell Detector MCP

A tool for detecting and cleaning Java memory shells via local or SSH remote execution. It enables AI agents to scan Java processes, analyze suspicious class code, and safely remove memory shells after user confirmation.

Stealth Browser MCP

Enables AI agents to perform undetectable browser automation that bypasses Cloudflare, antibots, and social media blocks. Provides 105 tools for element extraction, network debugging, and real-world web scraping with a 98.7% success rate on protected sites.

POC MCP Server

镜子 (jìng zi)

CC-Meta

An MCP server that evaluates prompts using AI to provide detailed feedback on clarity, completeness, and effectiveness.

Execution System MCP Server

Enables AI-native task and project management through natural language conversation with Claude, eliminating app-switching by letting you add actions, manage projects across multiple areas of focus, and maintain a GTD-style execution system directly in chat.

MCP-AWS

A custom server with tools that enable AI agents to provision and terminate AWS EC2 instances through natural language commands.

Risky Business MCP Server

Enables comprehensive cybersecurity vulnerability assessment by searching GitHub repositories for exploits, querying NIST NVD for CVE details, and accessing CISA's Known Exploited Vulnerabilities catalog. Supports complete vulnerability research workflows from threat intelligence gathering to proof-of-concept discovery.

ESP-IDF FastMCP Server

Enables ESP-IDF firmware development through MCP by providing tools to manage ESP32 targets, serial ports, and project compilation/building operations.

ShipSwift

AI-native SwiftUI component library with full-stack recipes — connect via MCP for instant access.

Redshift MCP Server

Enables AI agents to interact with Amazon Redshift databases using natural language to execute queries, list tables, describe schemas, and retrieve sample data.

MCP System Bridge

A server that bridges the Model Context Protocol (MCP) to native OS functionalities, allowing AI assistants to open URLs, manage clipboard content, and retrieve date information.

Claude Role Library

An MCP server that enables users to manage, search, and apply specialized AI personas within Claude Desktop and Claude Code CLI. It features a local-first architecture with YAML-based storage for organizing curated prompts and role collections.

UNHCR Population Data MCP Server

提供一个标准化的界面，以便访问联合国难民署 (UNHCR) 的难民统计数据，允许人工智能代理通过原籍国、庇护国和年份来查询数据。

MCP Threat Intel Server

Provides unified access to multiple threat intelligence sources like AlienVault OTX, AbuseIPDB, and GreyNoise for security research and analysis. It enables users to perform simultaneous lookups on IPs, domains, hashes, and URLs across several platforms within a single response.

WordPress MCP Server

Enables AI assistants to interact with WordPress sites through the REST API. Supports multiple WordPress sites with secure authentication, enabling content management, post operations, and site configuration through natural language.

mcp-optimizer

mcp-optimizer

Ollama MCP Server

Exposes local Ollama instances as tools for Claude Code, allowing users to offload code generation, text drafting, and embedding tasks to local GPUs. It supports multi-turn conversations and model management through the Model Context Protocol.

Remote MCP Server

A Cloudflare Workers-based server implementing the Model Context Protocol that enables AI assistants like Claude to securely access external tools through OAuth authentication.

Biolink MCP Server

An MCP server that provides access to Monarch Initiative's biomedical data through the Biolink API, enabling agents to query biological entities, associations, and knowledge graphs using natural language.