Data Science & ML MCP Servers

Document Review AI Assistant

Facilitates document review with an interactive in-browser editor and LLM-powered tools, dynamically generating its user interface at runtime using the Model Context Protocol.

Puch AI Starter

Empowers AI assistants to securely connect with external tools and data sources, extending their capabilities.

Google Directory by CData

Connects Large Language Models (LLMs) to live Google Directory data via a SQL interface, enabling natural language queries.

Weather

Provides real-time weather information and alerts for US locations via the National Weather Service API, designed for AI assistant integration.

Perplexity

Provides Model Context Protocol (MCP) server implementations for interacting with Perplexity AI models.

ZepAI Memory Layer

Automatically converts FastAPI backend services into Model Context Protocol (MCP) tools and resources, acting as a flexible protocol adapter.

LitSynth

Facilitates intelligent academic paper discovery and semantic search on ArXiv using state-of-the-art sentence transformers.

AI Essay Writer

Automates essay generation by taking a query, planning the response, and executing tasks to produce a complete essay.

MySQL Tuner

Provides AI-powered performance analysis and tuning capabilities for MySQL databases.

Movies Database Workshop

Showcases AI-powered movie database interactions through a complete client-server architecture utilizing the Model Context Protocol.

Multilingual Translator

Provides real-time multilingual text and audio translation using AI, supporting over 20 languages through a modular server design.

Narsil

Provides fast, privacy-focused code intelligence for AI assistants and developers through deep analysis and a wealth of specialized tools.

Anti-Bullshit

Detects manipulation, validates sources, and analyzes claims using multiple epistemological frameworks.

Template

Provides a Python starter project for building a Model Context Protocol (MCP) server.

Sliver AI

Enhances red team operations by integrating artificial intelligence capabilities into the Sliver C2 framework.

JavaScript Executor

Executes JavaScript code securely within an isolated environment to perform data analysis on various formats including JSON, CSV, and TSV.

Rememberizer

Provides a comprehensive set of tools for accessing, searching, and managing personal and team internal knowledge repositories.

Calfire GIS

Provides AI models with fire damage assessment context for properties affected by the 2025 Eaton and Palisades fires in Los Angeles.

File Tools

Provides file and directory tools for LLMs and coding agents to quickly get project context, supporting Gitignore patterns and various project information resources.

Weather Hello

Provides a minimal MCP tool server with weather and greeting functionalities, integrated with a LangChain agent for dynamic tool discovery.