Awesome MCP Servers

Discover, extract, and interact with the web - one interface powering automated access across the public internet.

A virtual travel environment for an avatar on Google Maps, utilizing various Google Maps and optional AI image generation APIs.

Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more.

Access and manage MariaDB or MySQL databases using an MCP server.

Provides access to MarineTraffic vessel tracking data.

Download webpages as markdown files using the r.jina.ai service, with configurable directories and persistent settings.

Convert Markdown files to high-quality, print-ready PDFs using LaTeX.

Converts Markdown text into HTML compatible with WeChat official accounts using an external API key.

Automates marketing operations with AI-powered optimization, real-time analytics, and multi-platform integration.

Interact with the Marvel Developer API to access data on characters and comics.

A demonstration tool showcasing potential security attack vectors against the Model Control Protocol (MCP).

Provides AI assistants with direct access to Mastra.ai's complete knowledge base.

Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.

Query the Materials Project database using the mp_api client. Requires an MP_API_KEY environment variable.

Execute MATLAB scripts and functions via MCP clients. Requires a local MATLAB installation.

Integrates with the Mautic marketing automation platform.

Tools to query latest Maven dependency information

Access real-time Maven Central intelligence for fast and accurate dependency information.

MCP server for Autodesk Maya

A discovery and recommendation service for exploring MCP servers using natural language queries.

A comprehensive crash course on the Model Context Protocol (MCP), covering everything from basic concepts to building production-ready MCP servers and clients in Python.

An agentic communication framework for multi-agent collaboration using MCP.

An MCP (Model Context Protocol) aggregator that allows you to combine multiple MCP servers into a single endpoint allowing to filter specific tools.

Automate Android devices using the uiautomator2 library, requiring adb and a connected device.

An MCP server for the Arduino CLI, offering tools to manage sketches, boards, libraries, and files.

Interact with Atlassian products like Confluence and Jira, supporting both Cloud and Server/Data Center deployments.

Analyzes audio files and extracts metadata, tailored for game audio development workflows.

Batch audio processing and optimization using FFmpeg. Modify sample rate, bitrate, volume, channels, and apply effects.

A server for backing up and restoring data for AI agents and code editing tools.

Securely access BigQuery datasets with intelligent caching, schema tracking, and query analytics via Supabase integration.

Uploads local images to Bilibili's image hosting service and returns a permanent HTTPS link.