Data Science & ML MCP Servers

Server Core

Provides a cutting-edge Proof of Concept implementation of a Model Context Protocol (MCP) server using Python and modern technologies.

Project Concord

Transforms legacy database schemas into an AI-ready asset by mediating between modern AI agents and cryptic legacy data.

XLSX Reader

Facilitates advanced reading and analysis of Excel documents via a powerful Model Context Protocol server.

RedPanal

Provides an MCP server to manage and interact with RedPanal.org's audio platform, enabling listing, detailing, downloading, and uploading of audio files.

AI Toolkit

Offers a comprehensive open-source collection of AI projects, Model Context Protocol (MCP) servers, and extensive learning resources.

RAG Docs

Leverages Retrieval-Augmented Generation (RAG) to provide a powerful question-answering system for documents and code, featuring Google AI integration and multiple API interfaces.

Dataproc

Manages Google Cloud Dataproc clusters and jobs through a standardized Model Context Protocol interface.

AllAboutAI YT

Integrates OpenAI's o1 model and Flux capabilities through Model Context Protocol (MCP) servers.

DeepInfra AI Tools

Provides a suite of AI capabilities including image generation, text processing, and speech recognition through an OpenAI-compatible API.

Stripe by CData

Enables querying live Stripe data with natural language via CData JDBC Driver and Model Context Protocol (MCP).

ThingWorx

Exposes PTC ThingWorx as a set of AI-friendly tools and APIs, facilitating interaction via a REST API with AppKey authentication.

Python

Enables large language models to interact with Python environments for code execution, file operations, and development workflows.

Python Interpreter

Enables interaction with a Python interpreter and file system within a Docker container environment.

Fictional Cats

Provides AI models access to fictional cat data via the Model Context Protocol.

Malaysia Transit

Access real-time bus and train information across over 10 Malaysian cities, including live arrivals, vehicle tracking, and route details from major transit providers.

Mbta

Provides Boston-area transit information by communicating with the MBTA API.

Bithumb

Enables interaction with the Bithumb trading API through natural language using LLMs like Claude.

Lecture

Process PDF lecture materials, extracting text, chunking for large language models, and converting to clean Markdown with LaTeX support.

Financial

Automates financial data analysis, portfolio management, and trading recommendations using real-time stock data and technical indicators.

Python Demo

Demonstrates a Python-based server designed for testing with VS Code Copilot in Agent mode.