AI & ML

This MCP server integrates with the LAMMPS molecular dynamics engine to automate simulation setup, execution, and analysis using natural language. It features specialized support for organic molecules, SMILES processing, and GAFF force field configuration.

A Google Search MCP server that crawls and consolidates content from the top 5 non-social media results to facilitate fact-checking and research workflows.

MCP (Model Context Protocol) Server. Provides a bridge to the Thingiverse API for searching, browsing, and retrieving 3D model information from the popular 3D printing community using Puppeteer.

Modern, cross-platform MCP server that enables AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently.

A Model Context Protocol (MCP) TypeScript template with multi agents that can send Emails, schedule meetings and answer knowledge-base related questions.

A context-aware RAG server for codebases using Qdrant vector database, featuring hybrid semantic search, AST-based chunking, and deep integration with GitHub issues and Projects V2.

MCP (Model Context Protocol) Server. Provides a knowledge graph-based memory system for creating, managing, and querying structured information with features like custom file paths, timestamping, and advanced search capabilities.

A documentation-focused MCP server that enables full-text search and retrieval of official PipeCD documentation directly from its GitHub source.

MCP (Model Context Protocol) Server. Fetches and parses Solana blockchain documentation, enabling real-time access to development information for accurate query responses and blockchain-related assistance.

MCP (Model Context Protocol) Server. Provides a SQLite-based database backend for efficient data storage and retrieval, leveraging Rust and integrating with mcp-core and mcp-server libraries for embedded systems, desktop applications, or small-scale server deployments.

A context-aware data pipeline generator that scaffolds PyAirbyte code to move data between 600+ Airbyte sources and destinations or into Pandas DataFrames.

MCP server for Pyxel, a retro game engine for Python

Fetch web content with enhanced extraction using Defuddle, converting pages to clean markdown with better results than standard HTML-to-markdown converters.

MCP (Model Context Protocol) Server. Integrates with Jina's AI services to provide efficient handling of language and multimodal AI requests for applications requiring natural language processing and image analysis.

MCP server providing access to NASA's visual data APIs including Mars Rover photos, Earth satellite imagery (EPIC/GIBS), and Astronomy picture of the day. Features built-in image analysis tools with automatic format detection, compression, and base64 conversion for LLM integration.

A gateway server that bridges the Model Context Protocol (MCP) and Google's Agent-to-Agent (A2A) protocol, allowing AI assistants to interact with and manage tasks across remote A2A agents.

MCP (Model Context Protocol) Server. Enables AI assistants to manage and monitor AWS CodePipeline services through natural language commands, providing tools for pipeline execution, action approval, and metrics retrieval.

MCP (Model Context Protocol) Server. Integrates the Tavily search API to enable web searches and information retrieval for fact-checking and research tasks.

A comprehensive suite of MCP servers for managing homelab infrastructure, including Docker containers, Unifi networks, Pi-hole DNS, Ollama instances, and UPS power monitoring via Ansible integration.

Model Context Protocol Server for European Parliament Open Data Providing AI assistants with structured access to parliamentary datasets and OSINT Intelligence Capabilities

A Mathematical Computation Protocol server providing 286 mathematical functions across multiple domains with flexible transport options (STDIO/HTTP) and streaming capabilities.

FastApply is an enterprise-grade MCP server providing intelligent code editing, AST-based semantic search, and comprehensive security/quality analysis through local LLM integration and high-performance tools like ripgrep and ast-grep.

CLI + MCP server for AI context portability. Save, search, and switch context across Claude, Cursor, Copilot, Codex, Windsurf, and 6 more AI coding tools.

Agent-to-agent marketplace. Browse, invoke, and pay for AI services in USDC on Base.

Provides LLM agents with comprehensive access to Obsidian vaults via the official Obsidian CLI bridge. It enables users to read, search, and modify notes, tasks, properties, and plugins while the Obsidian desktop app is running.

Enables AI assistants to manage homelab infrastructure through automated service installation (Jellyfin, Pi-hole, Ollama, Home Assistant, Frigate NVR), VM operations, AI accelerator support (MemryX, Coral TPU, Hailo-8), and Terraform state management with SSH-based discovery and deployment.

A comprehensive MCP server for Apache Airflow (versions 2.x and 3.x) that provides AI assistants with tools for DAG management, task execution logs, and system health diagnostics.

MCP (Model Context Protocol) Server. Enables direct access to MinIO object storage for listing buckets, browsing objects, retrieving content, and uploading files with automatic bucket creation when needed.

MCP (Model Context Protocol) Server. Integrates with Together AI's API to enable text-to-image generation, offering tools for creating visual content based on text prompts.

A specialized MCP server that provides bulk domain availability checking via WHOIS lookups, allowing users to verify if multiple domain names are available for registration.