AI & ML

A prompt management server that allows users to store, search, and reuse complex prompt templates with dynamic variable substitution to streamline LLM interactions.

A comprehensive automation bridge that grants AI full control over Windows systems, enabling GUI interaction, browser automation via Playwright, and shell command execution.

Enables natural language interaction with rasdaman multidimensional databases by translating tool calls into WCS/WCPS queries. It allows users to list coverages, retrieve metadata, and execute complex queries on datacubes through an LLM.

MCP Ecosystem: Docker MCP Toolkit, IDE Configs & Presets for AIOS

An MCP server that provides access to the Koleo API for Polish train timetables, including station information, departures, and arrivals. It allows users to search for connections, view train routes, and access real-time timetable data and seat occupancy statistics.

A multi-platform personal assistant server that integrates Google Calendar, Obsidian, Trello, and web parsing into a unified interface with semantic search capabilities.

A robust MCP server for Bybit v5 API integration, allowing AI agents to perform real-time market analysis, automated trading, and account management across Spot, Linear, and Inverse categories.

Production AI agent mesh in 3 commands. MCP servers, playbooks, and multi-agent orchestration built on systemprompt-core.

Memory module for LLMs and Agents with MCP

10 intentionally malicious MCP servers that exploit protocol features to attack AI clients. For security research and defense testing.

A comprehensive Telegram automation platform featuring over 123 tools for account management, messaging, group administration, and AI-powered content optimization with a dedicated Web Dashboard.

A robust web extraction server that enables LLMs to scrape single pages, crawl entire websites, and perform web searches with configurable engines like Playwright and Puppeteer.

Give your AI agent a soundboard. Millions of meme sounds from myinstants.com.

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.

MCP (Model Context Protocol) Server. Bridges to Google's Gemini model for data analysis, email communication, and reasoning process generation with tools for Excel/CSV processing, statistical visualization, and AI-generated content.

Coogle — Google Workspace MCP multiplexer for Claude Code. One persistent daemon, no credential conflicts across multiple sessions.

MCP (Model Context Protocol) Server. Search and retrieve academic papers from arXiv.org by category, providing titles, authors, summaries, and links sorted by date.

MCP (Model Context Protocol) Server. Provides a bridge to Contentstack's BrandKit product for managing knowledge vault content through CRUD operations for adding, updating, deleting, and searching content.

Interact with Gcore platform services via LLM assistants, providing unified access to CDN, GPU Cloud & AI Inference, Video Streaming, WAAP, and cloud resources including instances and networks.

A Python library for storing and querying n-ary relationships with provenance tracking. SQLite-backed, zero configuration.

A specialized MCP server that transforms large-scale text and web content into structured knowledge graphs with real-time SVG visualization and persistent storage in Neo4j and Qdrant databases.

A specialized MCP server that integrates with Fugle's MarketData API to provide real-time and historical Taiwan stock market data, including quotes and price intervals.

Create, manage, and execute agentic AI workflows directly from your assistant.

MCP (Model Context Protocol) Server. Bridges to Amazon's Nova Canvas image generation model through AWS Bedrock, enabling AI-powered image creation with configurable storage options.

An MCP server that integrates penetration testing tools like Nmap and Metasploit via tmux, enabling AI assistants to perform network discovery and security auditing.

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. Integrates Google's Gemini model with real-time web search and YouTube data to enhance AI responses with up-to-date information from the internet.

MCP (Model Context Protocol) Server. Integrates with GitHub's API to enable natural language-driven repository management, code manipulation, and issue tracking for streamlined development workflows.

mcp2ws dynamically converts legacy SOAP/XML web services into MCP-compatible tools by parsing WSDL files. This allows AI assistants to interact with older web services using JSON-based tool calls.

Local and Hosted MCP servers providing AI-friendly access to U.S. Government Open Datasets. Also available on Docker MCP Catalog. See our website for more details.