Discover Awesome MCP Servers

Airline Flight Delays MCP Server

An AI-powered customer service automation system designed to handle flight disruptions by providing real-time flight status, sentiment-aware passenger communication, and personalized engagement activities. It streamlines rebooking, airport recommendations, and human agent handoffs to improve the passenger experience during delays.

mcp-reticle

The Wireshark for the Model Context Protocol (Reticle) intercepts, visualises, and profiles MCP JSON-RPC traffic in real time — designed for microsecond-level overhead.

Audius MCP Server

启用与 Audius 音乐平台 API 的交互，通过模型上下文协议支持用户、曲目和播放列表操作。

doit-mcp-server

为 doit (pydoit) 提供的 MCP 服务器

Hyperliquid MCP Server v2

A Model Context Protocol server for Hyperliquid with integrated dashboard

Example Next.js MCP Server

A drop-in Model Context Protocol server implementation for Next.js projects that enables AI tools, prompts, and resources integration using the Vercel MCP Adapter.

NetworkX Graph MCP Server

Enables creation and management of state/decision graphs using NetworkX, supporting directed graphs with conditional branches, edge ordering, path finding, and visualization through PNG exports or interactive web interface.

Cube.js MCP Server

Enables AI assistants to query and analyze data from Cube.js analytics platforms, allowing natural language access to cubes, measures, dimensions, and complex analytics queries.

Weather Java SSE Transport MCP Service

使用 Jetty 实现的 Java 模型上下文协议 SSE HTTP 服务器

BugcrowdMCP

A high-performance Model Context Protocol server that provides secure, tool-based access to the Bugcrowd API, allowing for natural language interaction with bug bounty programs through various AI agent platforms.

Acknowledgments

镜子 (jìng zi)

Gmail MCP Server

Connects to Gmail accounts to search emails, retrieve full email content, and parse receipts from services like Swiggy, Zomato, and Uber with read-only access.

MCP Server Demo

A minimal Model Context Protocol server demo that exposes tools through HTTP API, including greeting, weather lookup, and HTTP request capabilities. Demonstrates MCP server implementation with stdio communication and HTTP gateway functionality.

YouTube Knowledge Base MCP

Builds a searchable knowledge base from YouTube video transcripts with hybrid semantic and keyword search. Allows LLM assistants to search, organize, and retrieve timestamped information from videos you've watched.

UniMCP4CC

Enables Claude Code to directly control Unity Editor, supporting scene manipulation, component operations, asset management, prefab handling, and audio control through natural language commands.

MM Query

Enables querying and comparing products from MM's retail (B2C) and wholesale (B2B) platforms in Vietnam, including price comparisons, stock availability checks, and multi-store support with Vietnamese language integration.

Cloudflare Remote MCP Server Template

A template for deploying a remote, unauthenticated Model Context Protocol (MCP) server on Cloudflare Workers using Server-Sent Events. It enables developers to host custom tools remotely and connect them to MCP clients like Claude Desktop or Cloudflare AI Playground.

MotaWord MCP Server

This MCP gives you full control over your translation projects from start to finish. You can log in anytime to see what stage your project is in — whether it’s being translated, reviewed, or completed.

Security-Use MCP Server

Enables AI assistants to scan project dependencies and Infrastructure as Code files for security vulnerabilities and misconfigurations. It also provides automated fixing capabilities to remediate identified security issues.

MediaWiki Syntax MCP Server

This MCP server provides complete MediaWiki markup syntax documentation by dynamically fetching and consolidating information from official MediaWiki help pages. It enables LLMs to access up-to-date and comprehensive MediaWiki syntax information.

PCAP MCP Server

Enables Wireshark-like PCAP analysis through tshark, providing tools for filtering packets, extracting protocol fields, drilling down into frames, session tracking, and timeline analysis for troubleshooting 5G, IMS/SIP, and network protocol issues.

Sentiment + Sarcasm Analyzer

A lightweight Gradio application that analyzes text for sentiment (positive/negative) and sarcasm detection using Hugging Face Transformers, designed to run on CPU and compatible with the MCP server architecture.

Outlook Calendar MCP Server

MCP server for accessing Outlook Calendar events via API

MCP Lambda Server

一个 Node.js 包，为 AWS Lambda 函数提供模型上下文协议 (Model Context Protocol) 服务器基础设施，并通过服务器发送事件 (Server-Sent Events) 提供流式响应功能。

mcplex

An MCP server that bridges local Ollama models and ChromaDB vector memory to MCP clients like Claude Code. It enables local text generation, vision-based image analysis, and semantic memory storage without requiring external API keys.

heap-seance

MCP server that provides 8 tools for Java memory leak investigation: \- Class histograms, GC pressure snapshots, JFR recordings, heap dumps, MAT leak suspects analysis, async-profiler allocation profiles \- Structured confidence-based verdicts (none/low/medium/high) requiring independent signal corroboration \- Designed for use inside Claude Code with two slash commands

ServiceDesk Plus MCP Server

A Model Context Protocol server for integrating with ServiceDesk Plus On-Premise that provides comprehensive CMDB functionality, allowing users to manage tickets, assets, software licenses, contracts, vendors, and administrative settings through natural language.

Harvest MCP Server

Provides MCP integration for Harvest's time tracking, project management, and invoicing functionality, enabling natural language interaction with Harvest API through tools for managing clients, time entries, projects, tasks, and users.

SkyeNet-MCP-ACE

Enables AI agents to execute server-side JavaScript and perform CRUD operations directly on ServiceNow instances with context bloat reduction features for efficient token usage.