Data Science & ML MCP Servers

Git Files Server

Converts git repositories and local file paths into structured, LLM-ready prompt formats, providing context for AI models.

Prompt Cleaner

Enhances and cleans raw prompts using AI, improving clarity, actionability, and effectiveness.

Chess

Play chess through conversation with an interactive board widget directly within ChatGPT.

DynamoDB Read-Only

Enables querying of AWS DynamoDB databases using natural language requests via the Model Context Protocol (MCP).

Go JQ

Query JSON data using jq syntax, operating as both an MCP server and a standalone command-line tool.

Sage 300

Facilitates read-only access to Sage 300 data, enabling large language models to query live information using natural language.

Rusty Memory

Provides a minimal, local-first Rust vector-memory server for AI agents, integrating seamlessly with Qdrant and Ollama.

Chess UCI

Interfaces with UCI chess engines like Stockfish to provide chess analysis and move generation.

Medikode

Enables AI assistants to directly access Medikode's AI-driven medical coding tools through the Model Context Protocol.

K3s

Enables AI assistants to manage K3s Kubernetes clusters through natural language commands.

Hong Kong Misc

Provides access to various Hong Kong government data through a FastMCP interface.

Weather Tool

Retrieves weather information using a weather API and integrates with an Ollama language model.

YouTube Knowledge

Transforms YouTube into a queryable knowledge source, powering AI workflows and detailed content analysis.

Metabase

Integrates the Metabase analytics platform with AI assistants, enabling direct interaction with analytics data through the Model Context Protocol.

Twitter AI Publisher

Automates Twitter/X posting with text and images, including AI-generated content through a Model Context Protocol (MCP) server.

Resume Generator

Instantly generate ATS-friendly Word and PDF resumes from text, LinkedIn profiles, or existing files, enhanced by AI and optimized for job applications.

FIO Bank

Enables AI assistants to access FIO Bank account transactions and financial data through a Model Context Protocol (MCP) server.

Serena

Empower large language models with comprehensive semantic code retrieval and editing capabilities to automate software development workflows.

ChatBot Assistant

Provides a customizable, secure AI assistant leveraging local LLMs for departments to manage data, automate workflows, and gain document-based insights.

File Context

Enables querying Large Language Models with context derived from local files.