AI & ML

Connects WHOOP fitness data to Claude Desktop, enabling natural language queries about workouts, recovery, sleep patterns, and physiological cycles with secure OAuth authentication and local data storage.

An MCP server that interfaces with the Hooktheory API to provide music theory analysis, chord progression generation, and song similarity data.

An MCP server that integrates with Qdrant vector database to provide semantic search, storage, and retrieval of text using embedding providers like FastEmbed.

Enables management of Railway.app infrastructure through natural language, including deploying services, managing environment variables, monitoring deployments, and handling databases and volumes.

A robust bridge between the Fledge IoT platform and AI interfaces, enabling sensor data retrieval, service management, and automated UI component generation for industrial data visualization.

Provides AI assistants with real-time web search capabilities and intelligent data extraction from web pages through Tavily's advanced search API.

MCP (Model Context Protocol) Server. Integrates with the Serper API to provide web search capabilities including web, news, images, shopping, and YouTube searches for real-time information retrieval and content research.

MCP (Model Context Protocol) Server. Integrates with Exa AI to scan projects for security vulnerabilities through a containerized JSON-RPC service that reads requests from stdin and writes responses to stdout.

An MCP server that enables AI models to interact with Twitter, supporting tweet searching, timeline viewing, and sentiment analysis using the Twikit library.

Enables searching, retrieving, and parsing academic papers from arXiv, including keyword search, PDF downloads, content extraction from HTML/PDF formats, and accessing the latest AI research papers.

Integrates with the National Weather Service API to provide real-time weather alerts for US states and detailed location-specific forecasts using coordinates.

A robust MCP server implementing the Python SDK to bridge AI systems with Neo4j graph databases, enabling Cypher query execution and schema exploration.

Enables AI assistants to intelligently fetch, parse, search, and rank resumes from email attachments. Supports multi-format resume parsing (PDF, DOC, DOCX), multi-dimensional searching by keywords, position, skills, and experience, with statistical analysis capabilities.

Provides comprehensive access to the Europa Component Library (ECL) design system with semantic search across 50+ components, code examples, accessibility requirements, design tokens, and validation tools for building European Commission websites.

Enables AI assistants to interact with Meilisearch through a standardized interface, supporting index and document management, search capabilities, settings configuration, task monitoring, and experimental vector search.

Generates images from text descriptions using Stable Diffusion AI, integrated with VS Code through Model Context Protocol. Supports both AI-powered realistic images and quick PIL-based sketches, with batch processing and animated GIF creation capabilities.

Enables secure execution of JavaScript and Python code in cloud-based E2B sandboxes with integrated file management capabilities, allowing Claude to run and test code safely in isolated environments.

MCP (Model Context Protocol) Server. Enables vector search capabilities using LanceDB and Ollama's embedding model for similarity searches on document collections without context switching.

Enables comprehensive filesystem operations including reading/writing files, directory management, file searching, editing with diff preview, compression, hashing, and merging with dynamic directory access control.

A web research MCP server that enables automated browsing, Google searching, and content extraction using Playwright to provide LLMs with real-time information.

Connects WHOOP fitness data to Claude Desktop, enabling natural language queries about workouts, recovery, sleep patterns, and health metrics while keeping data secure and private.

Provides access to FluentLab's funding database, enabling users to search for funding opportunities and retrieve document checklists required for specific funding programme applications.

A specialized web fetching tool that converts web content to markdown and optimizes images for Claude Desktop through automated clipboard operations on macOS.

A specialized MCP server for Microsoft Sentinel that enables searching for security tables and retrieving data from deep data lakes using natural language for security analysis.

Enables web scraping, crawling, structured data extraction, and browser automation through multiple AI agents including OpenAI's CUA, Anthropic's Claude Computer Use, and Browser Use.

An MCP server for exploring and querying SysML XMI models, specifically optimized for MTConnect exports, enabling deep inspection of packages, classes, inheritance, and documentation.

A specialized MCP server for transforming CSV and JSON data using a YAML-based rule engine. It supports complex mapping logic, DTO generation, and expression evaluation for data processing workflows.

Exposes Spark History Server metrics and metadata as tools for LLM-based analysis of Spark applications. It enables deep optimization of Spark jobs by providing access to job summaries, stage details, SQL execution plans, and executor performance.

A data bridge server that connects Spring Boot OAuth2 interfaces to AI agents, providing automated data fetching into Markdown or Parquet formats with a Python sandbox for analysis.

HVAC equipment RFQ (Request for Quote) management via MCP. Submit RFQs to HVAC equipment distributors, check status, get and compare quotes from multiple distributors. Supports AC units, furnaces, heat pumps, air handlers, condensers, mini splits, and more. Models real-world async procurement workfl