AI & ML

A server that provides tools to interact with Databricks for cluster, job, notebook, DBFS, and SQL management through natural language interfaces like Claude-Desktop and Cursor.

A Model Context Protocol server that enables interaction with Exa's Websets API for AI-powered web search and data collection, allowing users to create and manage customized websets through natural language queries.

A custom MCP server that integrates Perplexity AI capabilities with Amazon Q CLI, providing structured responses with citations, search results, and performance analytics.

A Model Context Protocol server that allows LLMs to retrieve and convert web content to markdown without robots.txt restrictions.

A full-stack template for building Model Context Protocol servers that expose tools and workflows to AI agents while also serving a web interface built with React and Tailwind CSS.

Provides semantic memory capabilities using Qdrant vector database with configurable embedding providers, allowing storage and retrieval of information using vector similarity.

An MCP server that enables interaction with MySQL databases through the Model Context Protocol, allowing execution of SQL queries and database table listing operations from Cline AI.

A Model Context Protocol server that enables AI assistants to perform web automation tasks by connecting to remote Playwright/browserless instances, supporting navigation, screenshots, HTML extraction, and element interaction.

Maestro is the simplest and most effective UI testing framework for Mobile and Web. Maestro MCP allows you to control emulators, interact with apps, write and automatically debug UI tests on Claude Code, Cursor or Windsurf.

A Model Context Protocol server implementation that enables AI assistants to interact with Apollo.io data, allowing for people and organization enrichment, search capabilities, and job posting retrieval through natural language commands.

A Model Context Protocol server designed for AI assistants to directly process spreadsheet files, enabling them to read, display, modify, and save various table formats like CSV and Excel.

A Model Context Protocol server that enables AI assistants to fetch current weather, forecasts, and search for locations using WeatherAPI service through stdio communication.

Provides weather forecast and alert data for US locations through the National Weather Service API, enabling access to real-time weather alerts by state and detailed forecasts by coordinates.

AI assistant application that integrates FastMCP server with MongoDB Atlas knowledge base, enabling direct MCP tool calling for document search and retrieval through a complete REST API.

A bridge that provides AI assistants with access to WaniKani user data and functionality, enabling them to retrieve learning progress, identify difficult items, and offer personalized Japanese language learning assistance.

A setup guide for running a Model Completion Protocol (MCP) server in Windows Subsystem for Linux, enabling Claude AI integration with local Python code.

A protocol interface that extends AI capabilities by enabling models to interact with external systems for calculations, email operations, knowledge search, and more.

A Model Context Protocol server designed to integrate with Claude Desktop, allowing users to interact with Prestashop e-commerce platforms through natural language interfaces.

A Model Context Protocol server that enables interaction with Atlassian products (Confluence and Jira), supporting both Cloud and Server/Data Center deployments for searching, creating, and managing content through natural language.

An MCP server that enables AI agents to interact with the SpaceTraders API, managing agents, fleets, contracts, and trading operations in the SpaceTraders universe.

A dynamic proxy server that enables users to manage and access multiple MCP backend servers through a single, unified interface. It supports both static and runtime server configuration with persistent storage and works with HTTP and SSE transports.

A Model Context Protocol server that enables LLM applications to safely execute shell commands with error handling and timeout settings.

A TypeScript implementation of a Model Context Protocol server that enables real-time communication with LLM clients using Server-Sent Events (SSE) for transport and Bearer Token authentication for security.

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with the Giphy API, allowing users to search, retrieve, and manipulate GIF content through natural language commands.

An MCP (Multi-Agent Conversation Protocol) server that enables natural language interaction with the AbstractAPI geolocation service, allowing users to retrieve geographic information about IP addresses.

A powerful speech-to-text MCP server that supports multiple audio formats and recognition engines including remote APIs (Bailian, OpenAI Whisper, iFLYTEK), Google Speech Recognition, and CMU Sphinx.

A bridge between LLMs and OpenWebUI workspaces that enables managing projects, notes, and knowledge bases. It supports safe project configuration updates through a propose-evaluate-apply workflow and direct file uploads to knowledge bases.

This server enables users to perform bulk WHOIS lookups via the apispot.io WHOIS API through a Multi-Agent Conversation Protocol interface.

Excel Creator MCP Server - Generate Excel files from YAML with rich formatting, charts, and validation support

AI-ready developer feedback capture tool with voice narration and intelligent screenshots