Data Science & ML MCP Servers

Hackernew

Provides an AI-friendly server for interacting with Hacker News data.

Resume

Analyzes and sorts resumes using AI to efficiently match candidates with job descriptions.

Agentic Product App

Powers an end-to-end voice and natural language product search with an AI chat assistant.

Remote Server

Enables the deployment of a Model Context Protocol (MCP) server on Cloudflare Workers without requiring authentication.

Error Relay

Relays detailed error logs from other MCP servers to LLMs, enabling more intelligent error recovery and reducing token waste.

Bedrock Lambda Agent

Builds a fully serverless LLM agent that dynamically manages memory and context using AWS Bedrock, Lambda-hosted MCP servers, and S3 Vectors.

Research Assistant

Manages intelligent research data using vector embeddings and semantic search for saving, organizing, and retrieving content, deployed on AWS EC2.

Gemini Hydra

Extends Gemini CLI with an Ollama-powered MCP server, featuring prompt optimization, speculative decoding, and self-correction for enhanced AI interactions.

Reflection Bank

Captures, compresses, and retrieves successful reasoning patterns from LLM sessions to improve efficiency and consistency.

Scientific Fraud Detection

Identifies indicators of scientific misconduct such as image manipulation, statistical anomalies, and citation irregularities in academic research.

Pandemic Biosurveillance

Aggregates biosurveillance intelligence for disease outbreak data, pathogen tracking, epidemiological trends, and pandemic preparedness indicators.

Arena

Orchestrates multi-agent AI competitions and collaborations for tasks like debates, code reviews, and red-team challenges across various AI models.

Transition

Provides AI-powered, personalized multisport coaching with adaptive training plans and performance analysis for triathletes, runners, and cyclists.

MoltGrid

Exposes the comprehensive MoltGrid agent infrastructure API as a suite of tools for any MCP-compatible client.

OSINT

Exposes 64 Open-Source Intelligence (OSINT) tools as a Model Context Protocol server for AI agent consumption.

Shopify

Provides read-only access to Shopify Admin API data, including products, orders, customers, and shop information, with multi-store support.

Universal IntelliSense

Connects large language models to a wide array of Language Servers, providing comprehensive IntelliSense capabilities for diverse programming languages.

Memory

Provides persistent structured memory, semantic search, and reindexing capabilities for AI clients using local embeddings and LanceDB.

Neo4j Memory System

Provides Claude with a persistent, Neo4j graph-backed memory system for conversational context, entities, and preferences.

Meridian Edge

Provides real-time prediction market consensus data to AI assistants and other Model Context Protocol (MCP) clients.