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MCP server that turns natural-language prompts into Microsoft Azure architecture diagrams (PNG) using Python Diagrams + Graphviz.

MCP server for video/audio processing via FFmpeg - convert, compress, trim, extract audio, add subtitles

MCP server for Claude Code × Kimi K2.5 (256K context) — delegate bulk codebase analysis to Kimi, save 90% on token costs. Session caching, parallel agents, TypeScript.

🧠 Autonomous AI Trading Agent & Multi-Chain Flash-Arb Engine (v2.0 Beta). Powered by MCP-Protocol & LLM reasoning. High-frequency arbitrage on Solana, Base, and EVM L2s. Built by Cortex Software Labs.

A Model Context Protocol (MCP) server for Zammad integration, enabling AI assistants to interact with tickets, users, and organizations.

Let the grumpy senior dev review your code with this MCP server

A curated list of MCP servers for AI finance agents

Full-stack air quality analytics platform built with FastAPI, React, and MySQL. Aggregates multi-source PM2.5/PM10 data, performs multi-city comparison and time-series forecasting (SARIMAX), and integrates an LLM-based planning agent with tiered access, secure APIs, and PDF reporting.

A Model Context Protocol (MCP) server that provides access to the Protein Data Bank (PDB) - the worldwide repository of information about the 3D structures of proteins, nucleic acids, and complex assemblies.

Universal MCP server enabling any LLM or AI agent to utilize expert skills from your local filesystem. Reduces context consumption through lazy loading. Works with Claude, Cline, and any MCP-compatible client.

Advanced MCP server providing cutting-edge prompt optimization tools with research-backed strategies

Powered by Ray (video) and Photon (image) models by Luma AI

Enhanced MCP server for semantic code search with call-graph proximity, recency ranking, and find-similar-code. Built for AI coding assistants.

HasMCP Community Edition

A Python MCP (Model Context Protocol) server and CLI tool to render diagrams using the Eraser API.

BioContextAI Knowledgebase MCP server for biomedical agentic AI

The most advanced Jenkins MCP server available - Enterprise debugging, multi-instance management, AI-powered failure analysis, vector search, and configurable diagnostics for complex CI/CD pipelines.

MCP server for Google Gemini — free image generation, editing & chat via browser cookies. No API keys needed.

VS Code extension that exposes diagnostic problems via Model Context Protocol (MCP) for AI agents and tools

MCP server for Industrial IoT, SCADA and PLC systems. Unifies MQTT sensors, Modbus devices and industrial equipment into a single AI-orchestrable API. Features real-time monitoring, alarms, time-series storage and actuator control.