Discover Awesome MCP Servers

Dummy MCP Server (Contabo + Hetzner)

A demonstration MCP server that simulates server management actions for Contabo and Hetzner using FastAPI. It provides a mock environment for testing request routing and provider-based service modules without requiring live API credentials.

Hammerspace Storage Management MCP Server

Enables natural language management of Hammerspace storage clusters with automated file ingestion, tagging, tier management, and vector embedding generation. Supports real-time file monitoring, multi-format document processing, and Kubernetes-based ingestion workflows with Milvus integration.

Time-Zone

A comprehensive MCP server that provides global time zone management and time conversion functions, suitable for global business coordination, travel planning, and development and operation.

Exa MCP Server

Connects AI assistants to Exa AI's search capabilities, enabling web search, company research, URL crawling, LinkedIn search, and specialized code search across GitHub repos, documentation, and Stack Overflow for finding relevant coding context and examples.

bitbank-mcp-server

Integrates bitbank's cryptocurrency market data with Claude to provide advanced technical analysis, pattern detection, and SVG chart generation. It enables users to perform complex market evaluations using real-time pricing, volatility metrics, and flow analysis through natural language interactions.

USASpending MCP Server

Enables research of federal contract awards, market opportunities, and competitive landscapes using the USASpending.gov API. It provides specialized tools for AI agents to analyze government spending trends, identify incumbents, and search contractor details.

Markdown Sidecar MCP Server

Provides access to markdown documentation for local NPM, Go, and PyPi packages as MCP resources or tools. It enables informed code generation by surfacing documentation directly from a project's working directory.

Midjourney MCP Server

A complete Midjourney MCP server that provides image generation features through the GPTNB API, including text-to-image generation, image transformations, advanced editing, and face swapping capabilities.

自动发文 MCP Server

The most accurate translation of "MCP自动发文服务" depends on the specific context. Here are a few options: * **MCP Automated Posting Service:** This is a direct translation and works if you're referring to a service that automatically posts content using MCP (likely a specific platform or system). * **Servicio de Publicación Automática MCP:** This is a more natural-sounding translation in Spanish, emphasizing the automated nature of the posting service. * **Servicio de Publicación Automatizada con MCP:** This option clarifies that the automation is done *with* or *through* MCP. Without more context, **Servicio de Publicación Automática MCP** is probably the best general translation.

Azure AI Search Integration

Servidores de protocolo de contexto de modelo para Azure AI Search

Auto Stitch MCP

An automated MCP server for Google Stitch that enables AI-driven UI design generation, screen management, and design system extraction. It provides 19 professional tools for creating consistent web interfaces, conducting accessibility audits, and exporting design tokens.

Artificial Analysis MCP Server

Provides access to real-time LLM pricing, speed metrics, and performance benchmarks for over 300 models from Artificial Analysis. It enables users to list, filter, and compare models based on costs, tokens per second, and intelligence indices.

mcp-server-docker

mcp-server-docker

Swift Test MCP Server

Enables running Swift package tests through the swift test command in specified directories. Provides a secure way for MCP clients to execute Swift tests without requiring full shell access.

mcp-bitbucket

Access all major Bitbucket Cloud features—repositories, pull requests, issues, branches, pipelines, deployments, and more—using a modern Rust codebase. Expose Bitbucket as Model Context Protocol (MCP) tools, ideal for bots, CI/CD, and workflow automation.

Deep Research MCP Server

Enables comprehensive web research by leveraging Tavily's Search and Crawl APIs to gather and aggregate data for high-quality documentation generation. It provides structured JSON outputs for LLMs and includes configurable tools for secure file writing of research findings.

Anomaly Detection MCP Server

A server that enables LLMs to detect anomalies in sensor data by providing tools for data retrieval, analysis, visualization, and corrective action execution.

MCP Google Trends Server

Provides access to Google Trends search interest data with backtesting support, allowing retrieval of historical 30-day trend windows ending at specified cutoff dates for forecasting applications without future information leakage.

Quack MCP Server

An intelligent continuous integration server that provides automated Python code analysis, linting, and static type checking through the Model Context Protocol. It enables AI assistants to perform quality assessments and run tests using tools like pylint, mypy, and pytest.

Anki MCP Server

Provides tools for managing Anki decks, notes, and note types via the Model Context Protocol. It features AI-powered audio generation using Google Cloud TTS and supports efficient bulk note creation and media management.

MCP Demo Server

Provides calculator, text analysis, and file reading tools through two different implementations - a FastAPI version for learning MCP concepts and an official SDK version for production use with Claude Desktop integration.

Simple MCP Data Manager with AI

A Python-based Model Context Protocol server that integrates local AI models for managing data with features like CRUD operations, similarity search, and text analysis.

vscode-mcp-server

vscode-mcp-server

Database MCP

Enables interaction with MySQL and PostgreSQL databases through separate pluggable MCP servers with shared core functionality. Features optional TTL caching, bilingual prompts, and a unified gateway for managing multiple database connections.

Debug-MCP

Enables AI assistants to perform interactive Python debugging with breakpoints, step execution, and variable inspection using the Debug Adapter Protocol (DAP) through an MCP server interface.

Gmail MCP Server

Enables AI assistants to read, search, organize, and draft emails in Gmail inboxes with support for multiple accounts, OAuth authentication, and 26 comprehensive tools for email management.

ChunkHound

A local-first codebase intelligence tool that enables AI assistants to research codebases using semantic search, multi-hop relationship discovery, and structural parsing. It allows users to extract architectural patterns and institutional knowledge across 30+ programming languages through an MCP-compatible interface.

Market Price Finder

Enables querying and comparing product prices across different marketplaces with real-time updates. Deployable on Cloudflare Workers with tools for searching products, comparing prices, and retrieving price history.

context7-mcp

Context7 MCP is a service that provides developers with the latest code documentation and examples. By integrating into the development environment, it ensures that the code generated by LLMS is based on the latest library documentation.

MCP Wait Timer Server

Provides a simple 'wait' tool that introduces deliberate pauses into workflows executed by MCP clients, allowing time for asynchronous operations to complete before proceeding to the next step.