Data Science & ML MCP Servers

MyIP

Provides an LLM with the ability to retrieve the server's public IP address.

DDGS

Provides a Model Context Protocol (MCP) server for performing DuckDuckGo searches.

Raphtory Schema Explorer

Exposes GraphQL schema information for Raphtory graphs, enabling LLMs to understand graph structure.

Article Assistant

Orchestrates multiple specialized agents to draft articles and conduct web research using a custom communication protocol and an MCP-inspired architecture.

Servers

Provides a unified interface for an AI agent to access financial market data and news articles through external server integrations.

Geo

Retrieves user geolocation information for integration with large language models via the Model Context Protocol.

Tibber

Connects AI agents to Tibber's energy consumption and pricing data via the Model Context Protocol.

UdaPlay

Answers questions about video games by leveraging a local vector database and AI agentic workflow with tool-calling.

PubMed

Enables programmatic search and retrieval of scientific articles from PubMed via the NCBI Entrez API.

Ultimate

Empowers AI agents by providing unified access to a rich ecosystem of tools, cognitive systems, and specialized services through the Model Context Protocol.

Loc Memory Server

Provides a persistent memory layer for large language models using a local knowledge graph to store and retrieve user information across chats.

Greeting & Image Generator

Generates multilingual greetings and AI-powered images using the Model Context Protocol.

Astrophysical App

Provides an OpenAI application and server to answer questions about astrophysical bodies by fetching real-time ephemerides.

Sigil

Enables AI assistants, such as ChatGPT, with powerful code exploration, navigation, and search capabilities across local and remote repositories.

Research Assistant

Provides intelligent research data management using vector embeddings and semantic search via an MCP server.

BetterPrompt

Enhances user requests into AI-optimized prompts using advanced prompt engineering techniques.

RAG Memory PostgreSQL

Manages RAG-enabled memory with a PostgreSQL/Supabase backend, providing knowledge graph, document management, and semantic search capabilities for AI applications.

Muninn

Provides a local-first, assistant-agnostic persistent memory engine for AI agents, featuring advanced hybrid retrieval and neuroscience-inspired memory management.

Cloaked

Provides trustless, on-chain enforced spending accounts for AI agents on the Solana blockchain.

X402 Engine

Connects AI agents to a comprehensive suite of pay-per-call APIs for LLM inference, image generation, code execution, and more, utilizing HTTP 402 micropayments.