AI & ML

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.

MCP (Model Context Protocol) Server. Accepts text descriptions, generates corresponding images, and offers image download and save functions.

A multi-agent intelligent memory repository that combines Neo4j graph databases with vector embeddings to provide AI agents with long-term persistence and relationship-aware context.

A comprehensive MCP server providing 64 tools for KiCAD PCB design automation, including board manipulation, JLCPCB part integration, DRC checks, and schematic editing.

Connect to the Strava API to access activity data, athlete profiles, segments, and routes, enabling fitness tracking and analysis with Claude.

MCP (Model Context Protocol) Server. Enables human-in-the-loop interactions by creating Discord threads where assistants can request information from users when they need data that isn't publicly available or documented.

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.

An MCP server that allows LLMs to execute Python code within a specified Conda environment.

🤖 Agentfy is a modular microservices architecture designed to process user requests and execute workflows across multiple social media platforms. ASK ONCE, LET THE AGENT DO THE REST!

A comprehensive Playwright-based MCP server deployed on Cloudflare Workers that enables LLMs to perform automated browser interactions, testing, and screenshots.

A proof-of-concept MCP server that integrates with Uber Eats via browser automation to support restaurant searches, menu exploration, and food ordering.

MCP (Model Context Protocol) Server. Integrates with Spotify to enable music playback control, playlist management, and track searching through OAuth authentication and a lightweight stdio server.

A robust MCP server that renders Mermaid diagram syntax into high-quality PNG or SVG files using Puppeteer, suitable for integration with AI assistants like Claude and Cursor.

A Model Context Protocol (MCP) server for Microsoft 365. Includes support for all services including Teams, SharePoint, Exchange, OneDrive, Entra, Intune and more. See Lokka for more details.

An MCP server for the Milvus vector database, providing tools for advanced vector search, full-text search, hybrid querying, and comprehensive collection management.

A professional trading MCP server that enables LLMs to create, backtest, and manage automated investment strategies (symphonies) directly through Composer's platform.

A Model Context Protocol server that enables AI assistants to interact with Penpot design files, allowing for automated design analysis, component management, and export workflows.

A Multi-modal MCP client for voice powered agentic workflows

- A server that generates mindmaps from input containing markdown code.

A security-focused MCP wrapper that protects against prompt injection, line jumping, and unauthorized server configuration changes through pinning and guardrail scanning.

A comprehensive MCP server for OpenAI's Sora 2 API, enabling seamless video generation, remixing, status tracking, and automated downloading directly within AI clients.

A high-performance Rust-based file system analysis tool that provides AI-optimized directory visualization, quantum compression, and persistent memory anchoring for large codebases.

MCP (Model Context Protocol) Server. MCP server that enables AI assistants to manage a minimalist Notion todo list through a simple API interface.

A type-safe bridge for the Model Context Protocol that enables remote access and centralized management of MCP servers via tRPC.

A tool adapter that enables LangChain-powered applications to consume tools, resources, and prompts from any Model Context Protocol server. It acts as a bridge, converting MCP server capabilities into LangChain-compatible tool formats.

A robust MCP server that integrates Brave Search API to provide powerful web and local search capabilities with features like pagination, flatness control, and business discovery.

An MCP server that enables Retrieval-Augmented Generation (RAG) by fetching context from AWS Knowledge Bases via the Bedrock Agent Runtime.

An MCP server that integrates with EverArt's API to generate high-quality images using various AI models directly from Claude Desktop or VS Code.

A React component library server that provides accessible, multi-part UI components built on React Aria and Tailwind CSS for modern development and AI workflows.

A Model Context Protocol server that allows AI models to manage Anki flashcards, decks, and note types through the AnkiConnect API. It enables automated card creation, note searching, and deck management directly from the LLM interface.