AI & ML

A specialized MCP server that fetches up-to-date Rust crate documentation, generates embeddings for semantic search, and uses LLMs to provide accurate context for specific crate APIs.

Provides comprehensive financial market data from Massive.com, including real-time and historical stock aggregates, trades, quotes, and market snapshots. It allows LLMs to access global market status, ticker news, and fundamental financial data through a structured API interface.

A Model Context Protocol Server to add, edit, and search videos with Video Jungle.

A bridge that connects Claude Code with Google's Gemini AI, allowing users to perform code reviews, brainstorm ideas, and ask general questions directly through MCP tools.

Fast domain availability checker with RDAP/WHOIS — batch checks, TLD presets, and name generation.

An MCP server designed for AI assistants to integrate with EpicWeb and EpicReact workshop environments, providing structured access to exercises, steps, and workshop content.

MCP server implementation that provides Elasticsearch interaction.

Server to interact with Firebase services including Firebase Authentication, Firestore, and Firebase Storage.

MCPBench is an evaluation framework designed to benchmark MCP servers across web search, database query, and GAIA tasks, measuring accuracy, latency, and token consumption.

A lightweight Model Context Protocol (MCP) server that connects AI assistants to the WeatherAPI to retrieve real-time weather information for specified cities.

A comprehensive MCP server for Azure AI Foundry that provides tools for model discovery, deployment, knowledge indexing via AI Search, evaluation of agents/text, and fine-tuning workflow management.

A specialized MCP server that bridges Flutter applications with AI coding assistants, enabling dynamic tool registration and real-time app inspection, debugging, and hot restarts.

A secure MCP server that pairs with a Firefox extension to provide AI assistants with tab management, browsing history search, and webpage content extraction through a local WebSocket connection.

AgentChat is a comprehensive LLM platform integrating LangChain and the Model Context Protocol (MCP) to support multi-agent collaboration, RAG, and extensive tool calling for tasks like web search and document processing.

A SkillOps toolkit for managing and serving AI agent skills, featuring a search-first MCP server that loads full skill instructions on-demand to optimize context window usage.

An open-source code retrieval stack that provides hybrid code search, memory storage, and LLM-generated answers through a Qdrant-powered indexing system for AI coding assistants.

An introduction to the world of AI Agents

🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.

A flexible chatbot framework that integrates LLMs with the Model Context Protocol, featuring a markdown processing server and multiple interfaces including CLI and Streamlit.

A comprehensive MCP server that provides Solidity development and blockchain analysis capabilities by integrating with the Foundry toolchain and Heimdall-rs.

A comprehensive MCP server that provides a persistent AI memory system (Thread Manager) with semantic search and a suite of developer productivity tools for drawing notes, managing changelogs, and organizing desktops.

Enables AI assistants to interact with the Demo Time extension for VS Code to automate coding demonstrations, highlight code, and manage presentation slides.

A long-running, stateful Python REPL execution environment that persists state between sessions by swapping machines from memory to disk when idle.

A comprehensive MCP server providing real-time and historical data from the National Stock Exchange of India (NSE), including equity details, market indices, option chains, and technical indicators.

A semantic code indexer and search engine that uses AI-powered knowledge graphs to provide deep codebase understanding and relationship mapping via the Model Context Protocol.

A Model Context Protocol server that enables LLMs to securely execute shell commands on remote Linux and Windows systems via SSH with support for sudo elevation and timeout protection.

A Model Context Protocol server for macOS that enables natural language interaction with the native Calendar app, allowing users to create, update, and query events.

A comprehensive MCP server that enables AI assistants to manage every aspect of Home Assistant, from device control and automation creation to system monitoring and dashboard configuration using natural language.

MCP server that gives AI agents (Claude, Cursor, Copilot) deep understanding of your codebase patterns, conventions, and architecture. Query patterns, security boundaries, call graphs in real-time.

Overture is an open-source, locally running web interface delivered as an MCP (Model Context Protocol) server that visually maps out the execution plan of any AI coding agent as an interactive flowchart/graph before the agent begins writing code.