AI & ML

A comprehensive MCP server that enables AI assistants to control the Godot Engine, allowing them to create scenes, manipulate nodes, write GDScript, and debug errors directly within the editor.

A persistent memory layer using SQLite that enables AI models to save messages, maintain summarized conversation abstracts, and retrieve historical context across sessions.

🤖 A Model Context Protocol (MCP) library for use with Agentic chat bots

An image generation and editing MCP server powered by Gemini 2.5 Flash, enabling text-to-image creation, iterative modifications, and reference image support with automated cross-platform file management.

A Neovim plugin that integrates Gemini and Qwen AI agents via a CLI-based backend, providing real-time AI context, session management, and smart diff views directly within the editor.

An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).

Flow Nexus is a comprehensive MCP ecosystem for deploying autonomous agent swarms, secure cloud sandboxes, and distributed neural network training. It features a gamified credit-based economy that allows developers to build, compete, and monetize agentic workflows.

A Model Context Protocol server that utilizes Microsoft's MarkItDown utility to convert various file formats including PDF, Word, Excel, and images into clean Markdown text.

An MCP server that allows AI assistants to control the iOS Simulator through automated touch gestures, app management, and UI inspection tools. It provides deep integration for testing and interacting with iOS applications directly from AI-powered environments.

A robust TypeScript boilerplate for building MCP servers, featuring IP geolocation tools, dual transport support (STDIO/HTTP), and token-efficient TOON output formatting.

A TypeScript SDK for MCP server observability that provides OpenTelemetry-compatible instrumentation to track tool usage, monitor performance, and analyze agent behavior.

An MCP server providing keyless access to Perplexity's AI research capabilities via browser automation, featuring web search, API discovery, and persistent chat storage.

A local indexing and retrieval service that enables semantic code search by wrapping Cursor's backend RepositoryService with support for incremental synchronization.

A Rust-based MCP server that enables AI assistants to perform Linux kernel tracing and debugging using bpftrace. It provides tools for probe discovery, system capability detection, and secure asynchronous trace execution.

MCP (Model Context Protocol) Server. Transforms Figma designs into React components with TypeScript and Tailwind CSS, providing tools for API integration, component extraction, and accessibility enhancements.

A design orchestrator that integrates Superdesign's AI capabilities into Claude Code to generate and iterate on UI components, wireframes, and design systems without requiring additional API keys.

An MCP server that retrieves and structures data from Google News and Google Trends RSS feeds, featuring built-in capabilities for news summarization and trend analysis.

MCP (Model Context Protocol) Server. Integrates with Vercel's serverless infrastructure to provide a lightweight endpoint for AI model interactions and tasks like chatbots, content generation, and data analysis.

This MCP server bridges Claude with FL Studio, allowing users to send MIDI data, melodies, and chords directly to the DAW piano roll via encrypted MIDI messages.

A specialized MCP server that enables AI assistants to search for Amazon products and facilitate secure purchases through the Fewsats payment protocol.

A best practices guide and reference implementation for building high-quality MCP servers and clients, focusing on naming standards, tool descriptions, and architectural patterns.

A course repository providing resources, documentation links, and architectural references for building AI-powered applications with Spring AI.

A specialized Svelte 5 development assistant that provides a searchable knowledge base, code pattern generation, and automated code auditing using the Model Context Protocol.

A production-ready MCP server that enables AI applications to interact with Instagram Business accounts, supporting media publishing, engagement analytics, and direct messaging.

A high-performance API framework that instantly transforms DuckDB SQL templates into both RESTful endpoints and MCP-compatible tools for AI agents.

An MCP server for the Z-Image-Turbo text-to-image model, offering local GPU-accelerated image generation, model management, and generation history browser.

A production-ready MCP server that integrates the LangSmith observability platform with LLMs, enabling trace fetching, prompt management, and dataset access for analytics and debugging.

This MCP server enables natural language control of the Unitree Go2 quadruped robot by translating conversational instructions into ROS2 robotic actions like walking, dancing, and gesturing.

MCP (Model Context Protocol) Server. Enables Claude to control x64dbg through natural language commands for dynamic analysis of software, supporting console commands, debugging status checks, module listing, and memory address lookups.

A community-maintained collection of MCP servers including tools for searching LLM.txt files, making curl-like HTTP requests, and accessing macOS system information.