AI & ML

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.

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.

Provides real-time control of Unity Editor through natural language commands. Enables AI-powered workflows for object manipulation, scene management, automated testing, and asset operations with 30+ available tools.

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.

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.

Enables interaction with the Tandoor Recipe Manager via the Model Context Protocol. It allows users to search and create recipes, manage meal plan entries, and update shopping list items through natural language.

Provides comprehensive influencer marketing data from Instagram, YouTube, and TikTok via the CreatorDB Headless API V3. It enables advanced creator search, profile analysis, and access to performance metrics and audience demographics.

A secure Model Context Protocol implementation that enables AI agents to query PostgreSQL databases through predefined tools for employee, project, and issue data. It protects sensitive credentials and prevents arbitrary SQL execution by acting as a controlled connector layer between the LLM and the database.

Provides secure, read-only access to Gmail for Claude CLI with label-based filtering for enhanced privacy and control. It enables users to search, list, and summarize email content while ensuring no modification or deletion of messages is possible.

An MCP server that enables AI agents to compose and send emails via the Resend API, supporting configurable senders and reply-to addresses.

Integrates Flowise API with MCP to dynamically expose chatflows as tools or provide a simplified interface for managing AI chatflow predictions.

A Model Context Protocol server that integrates Raccoon's LAM API to facilitate web browsing, form navigation, and structured data extraction. It allows AI models to perform complex multi-step web automation tasks and deep searches.

MCP (Model Context Protocol) Server. Integrates with National Weather Service APIs to provide current weather alerts by state code and detailed forecasts by location coordinates for planning activities and monitoring severe weather conditions.

A production-ready template for building MCP servers on Cloudflare Workers that expose tools with interactive React-based UI widgets, demonstrating anime search functionality using the Jikan API.

MCP (Model Context Protocol) Server. Provides a bridge between Jupyter notebooks and AI systems, enabling code execution, markdown creation, and Earth data interaction through specialized tools and kernel manipulation.

Enables searching for company logos by brand name and retrieving customizable logo image URLs with options for format, size, theme, and greyscale conversion using the Logo.dev API.

A physics-based MCP server providing mechanistic electrochemical models and handbook-based screening for corrosion rate prediction and material compatibility. It features a unique 4-tier assessment framework ranging from rapid semantic lookups to complex Butler-Volmer solvers for galvanic and pitting risk.

An MCP server that integrates with PayPal's Account Updater service to automatically maintain current payment card information for merchants through subscription management and webhook processing.

A Flask-based MCP server that integrates with Google's Gemini API to provide text generation, sentiment analysis, and multi-turn chat capabilities.

An educational example demonstrating how to build MCP servers in Python using FastMCP, showing how to expose tools, resources, and prompts to AI clients.