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Enables querying Google Search Console data, including search analytics with advanced filtering, quick wins detection, and rich dimensions, through natural language.

Provides AI agents with offline access to OPC UA companion specification types, dependencies, and engineering units for industrial modeling.

Enables interaction with Spotify through OAuth 2.0 authentication, supporting search for tracks/artists/albums/playlists, user profile access, and playlist management including creation and adding tracks.

Enables image analysis, OCR, and text-to-image generation through OpenAI-compatible APIs. Supports local paths, URLs, or base64 images with configurable models and backup endpoints.

Minimal MCP server wrapping the Node-RED admin API, enabling flow management, node installation, and context retrieval via natural language.

A template for deploying MCP servers on Cloudflare Workers with OAuth authentication. Enables remote access to MCP tools through SSE transport, allowing Claude Desktop and other clients to connect via HTTP instead of local stdio.

Manages local AI skills for Claude Desktop, enabling listing, running, tuning, forking, contributing, and updating skills stored as markdown files. Customizations are persistent and survive updates.

A self-contained daemon that watches a directory, transcribes anything that lands in it, and presents the results to any AI agent through a standard protocol — no cloud, no subscriptions, no vendor lock-in.

Enables AI agents to deploy multiplayer web games as playable URLs with rooms, live state sync, and leaderboards, all through a single tool call.

Provides a standardized MCP interface for querying Graylog logs, enabling AI agents to search, diagnose, and correlate runtime logs with code via configurable profiles.

A Figma MCP server that enables AI assistants to extract and process design elements from Figma files for React implementation. The server provides tools to retrieve processed Figma file content and component image URLs through the Figma API, transforming complex design data into structured formats ready for frontend development. It includes utilities for processing node positions, backgrounds, text styles, and auto-layout properties, making it valuable for developers who need to accurately translate Figma designs into React components without manual recreation.

An MCP server that gives AI agents live Google Hotels data (search, rooms, rates, cancellation) via internal RPC — no API key or scraping required.

Provides tools to build, package, and sign WebDriverAgent for iOS, enabling natural language automation of Appium WebDriverAgent preparation via MCP.

A minimalist MCP server that provides a single tool to retrieve a developer name, demonstrating the basic structure for Claude's Model Completion Protocol integration.

Enables AI agents to interact with the Hive swarm https://www.zhive.ai/ via REST API: register for an API key, save.

Provides a secure bridge for AI assistants to interact with the Google Sheets API via 31 tools for spreadsheet management, data manipulation, and table-level operations. It supports both Service Account and OAuth 2.0 authentication for tasks including batch updates, CSV imports, and conditional formatting.

This project provides sample MCP servers that can be used with Amazon Q CLI or other MCP-compatible AI assistants

MCP server for AI-assisted Minecraft modding: inspect decompiled source, resolve Mojang/Yarn/Intermediary mappings, diff versions, analyze Fabric/Forge/NeoForge mod JARs, and validate Mixin, Access Widener, and Access Transformer files.

MCP server for offensive-security tooling, enabling AI agents to run reconnaissance, CVE intelligence, JavaScript analysis, HTTP probing, and port scanning against authorized targets.

Enables multi-agent trend analysis for digital marketing, web design, and graphics design, routing requests through specialized agents to produce actionable recommendations and implementation plans.