Data Science & ML MCP 服务器

Fastapi

Demonstrates how to mount a Model Context Protocol (MCP) server on a FastAPI application.

DataBridge

Enables AI assistants to read and summarize local CSV and Parquet data files through natural language interfaces.

OpenAI Image Generation

Generates images using OpenAI's DALL-E and GPT-Image models via an MCP server for seamless integration with AI clients.

Google Air Quality

Integrates with Google's Air Quality API to provide real-time data, forecasts, historical information, and heatmap visualizations.

Blind Auditor

Automates code auditing for AI-generated output, enforcing compliance and quality standards.

OVS

Orchestrates multi-agent AI systems for enterprise business transformation using a compliant Model Context Protocol (MCP) server.

Google Ads

Enables AI assistants to interact with and manage Google Ads data through the Model Context Protocol.

PostgreSQL

Provides comprehensive CRUD operations and advanced querying for PostgreSQL databases, enabling LLMs to interact with data through a Model Context Protocol server.

OpenDart

Retrieves, crawls, and caches fundamental stock information from OpenDart for use with large language models.

Sovereign Debt Contagion

Assesses sovereign fiscal stress, contagion networks, currency crisis probability, and disaster vulnerability.

Market Microstructure & Manipulation

Perform market microstructure analysis and detect manipulation using an MCP server orchestrating 14 financial data actors in parallel.

Maritime Resource Compliance

Provides intelligence on maritime resource compliance for fishing quotas, oil and gas licenses, waste carriers, and coastal hazards, delivered as a Model Context Protocol server for AI agents.

Showroom Docs

Indexes workshop and Red Hat product documentation, exposing it as tools for Retrieval Augmented Generation (RAG) applications like OpenShift Lightspeed.

Cairntir

Eliminates cross-chat AI amnesia for Claude Code and other Model Context Protocol clients by providing a persistent, verbatim memory layer.

AI Briefing

Keeps AI models current on industry developments, new tools, and critical advancements.