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A Model Context Protocol server for Kubernetes that provides full resource coverage and advanced troubleshooting tools via HTTP chunked streaming. It enables users to manage clusters and diagnose complex issues like pod crashloops through specialized prompts and standard kubectl-like operations.

Enables controlling Behringer WING digital mixers via OSC, supporting fader, mute, pan, and name operations on strips, with raw OSC access for unsupported parameters.

Provides Claude with a knowledge base about the Choice restaurant platform, enabling natural language queries about products, pricing, integrations, and features.

Enables LLMs to start, stop, and monitor long-running command-line processes in the background.

This semantic code search MCP server by Damian Pramparo provides enterprise-grade vector database integration for indexing and searching codebases using ChromaDB for storage and either OpenAI or Ollama for embeddings. Built with TypeScript and featuring both stdio and HTTP server modes, it offers tools for indexing local project directories with configurable file patterns, performing semantic code searches across indexed repositories, and retrieving file contents with metadata tracking including project names, file types, and chunk indexing. The implementation includes Docker Compose setup with ChromaDB, Ollama, Redis, and PostgreSQL services, comprehensive file type support covering 50+ programming languages and formats, and streaming file processing for handling large codebases efficiently, making it ideal for development teams building AI-powered code search systems, enterprise knowledge bases, and developer productivity tools that need to understand and navigate large codebases semantically.

MCP server exposing portfolio AI tools including semantic search, evaluation framework, and prompt management, enabling natural language interaction with these services via Claude Desktop.

Enables reading and creating invoices, and looking up customers and items in QuickBooks Online via natural language.

MCP server that lets AI agents compose real music through a persistent server-side score, supporting planning, voice writing, verification, and MIDI export.

MCP server that wraps the AddEvent Calendar & Events API v2, allowing Claude to create, search, retrieve, update, and delete events, calendars, and RSVP attendees, plus list timezones.

AdMapix — AI ad creative intelligence for mobile games & apps. Search 200M+ ads, competitor creatives, app rankings, downloads & revenue. MCP server + agent skill. https://www.admapix.com

Enables agents to access live crypto market data and execute risk-controlled paper trades through standardized MCP tool calls.

Enables searching and retrieving bid notices from the Korean Public Procurement Service (G2B) through Claude.

This MCP server provides programmatic access to Azure resource pricing through Microsoft's public Azure Retail Prices API, implementing a structured four-step workflow for querying pricing information without requiring Azure credentials. Built by sboludaf using Python with FastAPI and the mcp-server library, it offers tools to list Azure service families, retrieve service names within families, get product listings with filtering capabilities, and calculate monthly costs based on hourly pricing data. The implementation includes intelligent pagination handling, optimized queries for high-volume service families like Compute, and comprehensive error handling, making it valuable for cloud cost estimation, budget planning, and Azure resource pricing analysis workflows.

Converts REST APIs into MCP tools using Gradio, demonstrated with a local IBM Granite model via Ollama. Enables LLM clients to interact with any REST API endpoint through the MCP protocol.

Automated API discovery and multi-step civic proposal submission framework for einfach-machen.gov.de via Playwright-MCP & Bun

A high-performance MCP server integrated with a Django analytics dashboard, featuring 19 tools for AI interaction tracking, AST code analysis, and real-time token efficiency metrics.

A TypeScript-based MCP server for parsing EPUB files, enabling metadata extraction, table of contents parsing, text content extraction, and search within EPUB documents, designed for seamless integration with AI assistants like Claude Desktop.

Real-time BART departures, trip planning, fares, stations, and advisories.

doc2md converts documents from PDF, DOCX, and PPTX formats into clean Markdown. It provides tools for single-file conversion with structure preservation (headings, tables, lists, hyperlinks, footnotes), automatic format detection, and batch processing of multiple files. Supports both file path and base64-encoded content input, with Docker deployment available.