Data Science & ML MCPサーバー

IQA Server

Assess image quality through a server providing various analysis tools.

Personas

Implements a Model Context Protocol server for managing AI personas.

CyberSec

Provides an AI-agent-driven server with a Gradio UI for penetration testing and purple team operations.

Experiments ML

Manages personal notes using a LangChain-based AI agent and custom tools.

RAG and LLM

Manages and summarizes notes using a Model Context Protocol server, integrating Retrieval Augmented Generation (RAG) and Large Language Models (LLMs).

Twilio

Exposes Twilio's comprehensive suite of APIs to AI assistants and other tools via the Model Context Protocol.

Context Protocol

Implements a Model Context Protocol server with integrated large language model support and persistent chat memory.

AI Boutique Assistant

Exposes an online boutique's microservices through a standardized Model Context Protocol (MCP) server, enabling AI assistants and LLMs to interact with e-commerce functionalities.

Qi140 Multi

Provides a versatile server for AI-powered customer service interactions, integrating with large language models and persisting conversation logs.

Scvi

Performs deep probabilistic analysis of single-cell omics data, leveraging scvi-tools and natural language processing.

AI Tooling Kit

Demonstrates an end-to-end workflow for an LLM chat client to interact with a FastAPI server exposing database tools via Server-Sent Events.

Remembrances

Provides long-term memory capabilities to AI agents through a multi-layered MCP server.

FAR Oracle

Provides AI agents with access to Federal Acquisition Regulations (FAR) for querying government contracting rules.

Heimdall

Enforces read-only access for Large Language Models querying PostgreSQL databases by strictly parsing SQL queries to prevent data mutation.

Bowman Prospects

Classifies Bowman Prospects Baseball cards to assess their current and future market value using image recognition, player statistics, and pricing data.

TyrannoFlow

Facilitates the development of robust and high-performance MCP servers using FastMCP and Python.

Codemap

Provides large language models with a mental map of your codebase, featuring progressive disclosure to keep context windows clean and bloat-free.

Go

Integrates a Model Context Protocol server with Gemini LLM to provide file operations via an interactive natural language command-line interface.

AgentCloak

Provides a secure email proxy for AI agents, offering content filtering, PII redaction, and prompt injection detection to enable safe email processing.

DRAFT Protocol

Govern AI tool calls by ensuring explicit understanding of human intent and preventing execution until confirmed.