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A lightweight Hono.js middleware for building Model Context Protocol servers using a simple, fluent API and supporting both SSE and HTTP transports. It enables developers to create type-safe, edge-ready MCP-compatible APIs with built-in session management.

A local, zero-cloud MCP server for token and text compression. It provides tools to compress, auto-compress, measure, and decompress text using offline rules, lossless gzip packing, or a local Ollama semantic model.

Enables natural language interaction with FastAPI applications through Google's Gemini AI using MCP tools. Provides CRUD operations for user management and application health monitoring through conversational prompts.

Connects Sicredi accounts to AI assistants via Open Finance Brasil for read-only queries on balances, statements, card bills, and investments.

This Pattern Language MCP server by markacianfrani provides structured coding instructions and testing guidelines through a tool-based interface that dynamically combines general coding principles with language-specific rules. The implementation uses a build system that processes markdown instruction files into TypeScript constants, currently supporting TypeScript and Python testing patterns with a single tool that requires developers to request testing rules before writing tests. Built with Express and designed for both local development and Netlify serverless deployment, it serves as a foundation for enforcing consistent coding practices and could be extended to cover additional programming languages, code review guidelines, and refactoring patterns.

MCP server for Astro/Starlight docs sites, providing search, get, and list tools for documentation content.

MCP server wrapping the cmux CLI to let agents control terminal panes, workspaces, input, and browser.

Pipeworx install kit for Perplexity custom MCP connector — 6,000+ live data tools across 1,600+ sources.

This TMDB MCP server provides integration with The Movie Database API for accessing movie, TV show, and entertainment industry data through ten specialized tools including search functionality, detailed information retrieval, trending content discovery, and people lookup capabilities. Built with TypeScript using Express and Axios, it features dual deployment modes with both standard MCP protocol support via stdin/stdout communication and HTTP server mode for web-based integrations, plus Docker containerization and comprehensive error handling for TMDB API responses. The implementation automatically constructs image URLs for posters and backdrops, supports pagination and advanced query parameters like year filtering and additional data appending, and includes legacy tool discovery for backward compatibility, making it valuable for AI assistants building entertainment recommendation systems, movie databases, or content discovery applications.

Provides semantic search and intelligent access to SAP AI Core documentation for AI assistants like Claude. It enables users to search across categories, retrieve full document content, and access topic-specific information from the SAP artificial intelligence repository.

Architecting a Secure, Multi-Agent GenAI Support System

511 SF Bay Transit MCP — live departures, vehicle positions and service

Pile in. Sort out. Taskpile is an AI-first productivity task manager that lives inside your chat client — capture in Claude, plan in ChatGPT, finish in the app. 57 tools cover task CRUD, projects, tags, teams, bulk ops, and a morning digest.

Provides an OCR tool that extracts text from images using macOS's built-in Vision framework, returning text segments with confidence scores and bounding boxes.

Helps users choose which Steam games to play or buy by analyzing their library, playtime, discounts, and reviews.

An MCP server that enables interaction with local camera devices to capture and process images. It allows LLMs to access video devices with configurable settings such as resolution, orientation, and image format.

An MCP server that connects AI assistants to SEO platforms like Google Search Console, GA4, Bing Webmaster Tools, and Adobe Analytics, enabling natural language queries about SEO performance.

The official Sketch MCP Server

Provides access to Ukraine's Prozorro government procurement system, enabling queries against public tender data. The server integrates with the Prozorro API to search tenders by procuring entity EDRPOU codes, legal names, and date ranges, returning structured procurement information including tender details, amounts, and participating organizations. Built for transparency and procurement analysis use cases, it helps track government spending, identify business opportunities, and monitor public sector procurement activities across Ukrainian government agencies.

The best PTT MCP server