AI & ML

Connect AI assistants directly to IBM Maximo for API discovery and OSLC data querying.

A universal FHIR server interface that integrates multiple healthcare data sources with AI-powered clinical keyword extraction, semantic mapping, and patient similarity matching.

A development workflow control server that forces coding agents to follow structured implementation plans using PRs and commits as work units. It features mandatory user review checkpoints and a real-time visualization dashboard to keep AI agents on track.

MCP server for AI image generation and editing powered by Google Gemini

MCP (Model Context Protocol) Server. Integrates with Linear's issue tracking system to enable efficient creation, searching, and analysis of project tasks and issues

A robust memory and knowledge graph server using PostgreSQL and pgvector to provide AI agents with cross-session semantic search, hybrid retrieval, and complex relationship tracking.

A structured task management MCP server that enables AI agents to plan, research, and execute complex programming tasks with long-term memory and project-specific rules.

A unified interface for the Stacks Bitcoin Layer 2 DeFi ecosystem, providing over 144 tools for lending, trading, and staking across protocols like ALEX, Arkadiko, and Velar.

A high-performance code search and analysis engine that combines symbol indexing (ctags), structural AST pattern matching (ast-grep), and regex search (ripgrep) across 15+ programming languages.

An enterprise-grade orchestration server that coordinates specialized AI agents to automate the full software development lifecycle, featuring self-healing code, architecture planning, and cloud deployment.

A research assistant MCP server that automates paper discovery and hypothesis generation using arXiv, Google Scholar, and collaborative AI analysis.

An MCP server that optimizes agentic workflows by front-loading prompt engineering, transforming rough task descriptions into well-structured, effective prompts.

Cross-platform music link resolution for AI agents. Resolve any song or album across Spotify, Apple Music, Amazon, YouTube, and more. Returns affiliate-ready links with click tracking

Premium MCP server for Godot game engine with 84 tools across 14 categories. Scene editing, scripting, animation, tilemap, shader, input simulation, runtime debugging, profiling, theme/UI, batch operations, and export support.

A Node.js/TypeScript MCP server that integrates with the Monobank API to provide client profile information, account details, and transaction statements.

An Iceberg-native geospatial MCP server powered by DuckDB that provides tools for spatial SQL queries, catalog discovery, and data management. It enables LLM agents to interact with Apache Iceberg lakehouses to perform complex spatial analysis, joins, and aggregations.

A YouTube integration for MCP that enables video searching and transcript extraction, allowing AI models to analyze video content and metadata.

A high-performance trading automation server built on Bun that provides real-time market data, technical indicator analysis, and automated trade execution across BTC, ETH, SOL, and HYPE markets.

A multi-platform translation server based on LLMs that provides standardized translation services via the Model Context Protocol, supporting Markdown and Obsidian integration.

Claude Code Multi-Worktree Helper - Single-session parallel worktree automation with MCP server

A Model Context Protocol server that provides access to the USDA's FoodData Central database, allowing AI agents to search for food items and retrieve detailed nutritional facts and ingredient lists.

An MCP server that enables AI systems to interact with Qdrant vector databases for document indexing and semantic search using OpenAI, OpenRouter, Ollama, or FastEmbed.

This MCP server enables integration with OpenAI's chat models, allowing users to invoke GPT-4o, GPT-4o-mini, o1-preview, and o1-mini directly within the Claude Desktop environment.

MCP (Model Context Protocol) Server. Enables AI models to interact directly with Anki flashcard software through the AnkiConnect API, providing tools to create, search, and manage decks and notes for learners and educators.

A validation server for Mermaid diagrams that provides real-time syntax checking, error debugging with line-specific feedback, and support for all major Mermaid diagram types.

A production-ready MCP server that transforms YouTube into a queryable knowledge source, offering tools for search, metadata retrieval, and AI-powered analysis of transcripts and comments.

A comprehensive MCP server providing tools to retrieve profile metrics and content from major social platforms including Instagram, TikTok, Twitter/X, YouTube, and Reddit for social media research and analysis.

MCP (Model Context Protocol) Server. Integrates with Baidu Cloud's content safety APIs to screen text and other content for potentially harmful, inappropriate, or illegal material before processing or displaying it.

MCP (Model Context Protocol) Server. Integrates with YouTube API to enable video search, channel discovery, and trending content retrieval for content research and analysis workflows.

A specialized MCP server for OpenAI's Sora 2 API that enables professional video generation, real-time status monitoring, and local post-production tools like merging and fade animations via FFmpeg.