MCP Servers

Access any storage with Apache OpenDAL™

Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching.

Convert Markdown files to professional PDFs with customizable themes, headers, footers, and styling

Fast Windows file search using Everything SDK

Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.

Box integration for listing, reading and searching files

File merger tool, suitable for AI chat length limits.

🎖️ - The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction.

AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token reduction. Supports quantum-semantic mode with intelligent file categorization.

MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine.

📟 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF .grc flowcharts.

📟 - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.

📟 - An MCP server that connects to OPC UA-enabled industrial systems.

📟 - An MCP server that standardizes and contextualizes industrial Modbus data.

📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.

📟 - A comprehensive MCP server for serial port communication

📟 - An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.

An MCP server to convert almost any file or web content into Markdown

💎 - Enables agents to query local information about dependencies in a Ruby project's Gemfile.

Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.

This Kaggle MCP Server makes Kaggle more accessible by letting you browse competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers.

AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.

Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.

🎖️ - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna.