Discover Awesome MCP Servers

SQL MCP Server

Enables read-only interaction with SQL databases through MCP, providing database metadata exploration, sample data retrieval, and secure query execution. Supports MySQL with multiple transport options and built-in security features including SQL injection protection and data sanitization.

upwork-mcp

A Model Context Protocol server that enables AI agents to search, analyze, and apply for Upwork jobs autonomously. It facilitates specialized job scoring, proposal submission, and integrated client messaging through a combination of browser automation and API access.

Google Search Console MCP Server

Connects Google Search Console with Claude AI to analyze SEO data through natural language, enabling search analytics reporting, URL inspection, indexing status checks, sitemap management, and data visualization for SEO professionals.

trackio-mcp

An MCP server that enables AI agents to observe and interact with trackio experiment tracking, providing tools for managing ML experiments through natural language.

MCP Weather Server

Provides comprehensive weather information including current conditions, 7-day forecasts, and air quality data for any city worldwide using the Open-Meteo API. Features real-time weather data, hourly forecasts, sunrise/sunset times, and European Air Quality Index with human-readable descriptions.

Hi-AI

AI development assistant with 36 specialized tools for memory management, code analysis, project planning, and problem-solving through natural language interactions in Korean and English.

spotify-mcp

An MCP server that enables users to control Spotify playback, search music, and manage playlists through natural conversation. It is updated for the February 2026 Spotify Web API changes and supports full playlist CRUD operations.

MCP-Server-MySSL

MySSL MCP 服务器 (MySSL MCP Fúwùqì)

Aviation Weather MCP Server

Provides real-time access to official aviation weather data including METARs, TAFs, and PIREPs directly from aviationweather.gov. It enables users to query airport observations, forecasts, and pilot reports through natural language within Claude.

Mnemosyne MCP

Enables AI coding agents to query, create, and manage Mnemosyne knowledge graphs through SPARQL queries, RDF file uploads, and graph operations with OAuth authentication.

Zabbix MCP Server

A middleware service that uses Model Context Protocol to analyze and automate Zabbix events with AI, enabling automated incident response and workflow automation through n8n integration.

Skill MCP Server

A modular plugin system that allows AI agents to dynamically load and use 'skills' from local folders without code changes or restarts. It enables instant capability extension through script execution, hot reloading, and resource bundling.

zellij-mcp-server

一个通过标准输入输出 (STDIO) 将 MCP 服务器连接到 Zellij 的方案

Local Documents MCP Server

A Model Context Protocol server that allows AI assistants to discover, load, and process local documents on Windows systems, with support for multiple file formats and OCR capabilities for scanned PDFs.

HTTP OAuth MCP Server

A reference implementation for creating an MCP server supporting Streamable HTTP & SSE Transports with OAuth authorization, allowing developers to build OAuth-authorized MCP servers with minimal configuration.

Debug MCP

A debugging gateway for distributed systems that provides 17 tools for interacting with AWS CloudWatch, Step Functions, LangSmith, and Jira. It enables efficient log analysis, workflow tracing, and ticket management while significantly reducing token usage through a single-interface discovery pattern.

Knowledge Base MCP Server

Enables AI assistants to manage a personal markdown-based knowledge base with natural language interactions. Supports creating, searching, updating, and organizing notes across categories like people, recipes, meetings, and procedures.

Palo Alto MCP Server

Enables interaction with Palo Alto Networks APIs through a Model Context Protocol server. Generated using Postman MCP Generator, it provides automated tools for managing Palo Alto services through natural language commands.

Interactive Voice MCP Server

Enables voice-based interactions with Claude by converting text to speech using Kokoro TTS and transcribing user responses using NVIDIA NeMo ASR, creating interactive voice dialogues.

Amazon Q Custom Prompt MCP Server

Provides custom prompts for Amazon Q by serving markdown files from the local filesystem as prompt templates through the Model Context Protocol.

SSH MCP Server

Enables managing Ubuntu/Linux servers through natural language by establishing SSH connections and executing remote commands. Supports real-time command execution and output through Claude Desktop or Cursor IDE.

MCP Server for NASA API integration.

MCP演示服务器 (MCP yǎnshì fúwùqì)

Clockify MCP Server

一个 MCP 服务器，用于管理你在 Clockify 中的时间记录。

mcpcap

Enables LLMs to analyze network packet captures (PCAP files) from local or remote sources through a modular architecture. Supports DNS traffic analysis with structured JSON responses for network security and troubleshooting tasks.

Thenvoi MCP Server

Provides seamless integration with the Thenvoi AI platform, enabling AI agents and users to manage agent identities, create and participate in chat rooms, send messages with mentions, post execution events, and manage conversation lifecycles.

Claude Imagine

A visual UI builder that enables Claude to create and update web interfaces in real-time by sending HTML updates to a browser through an MCP server with WebSocket communication.

MCP Indexer

Enables semantic code search across multiple repositories using natural language queries. Provides intelligent code discovery, symbol lookups, and cross-repo dependency analysis for AI coding agents.

mcp_server

模型上下文协议服务器 (Móxíng shàngxiàwén xiéyì fúwùqì)

File System Utility MCP Server

Enables interaction with the local file system and retrieval of system information. Provides tools for listing directories, reading files, getting current time, and basic greeting functionality.