Data Science & ML MCP Servers

TapData

Enables Large Language Models to interact with TapData for database connection inspection, schema retrieval, and CRUD operations.

CockroachDB

Provides a robust Model Context Protocol (MCP) server for managing model contexts, powered by FastAPI and CockroachDB.

Reckon Accounts Hosted

Enables connecting to Reckon Accounts Hosted data from LLMs like Claude Desktop for natural language querying.

GPT-5

Facilitates seamless integration between Claude and OpenAI's GPT-5 API using the Model Context Protocol.

Stoic

Delivers Stoic philosophy quotes augmented with AI-driven insights to enhance understanding and developer well-being.

Apifox

Empower AI assistants to manage Apifox projects seamlessly through natural language commands, facilitating API creation, updates, and audits.

Knowledge Graph

Tracks student learning progress and schedules review sessions using a personalized knowledge graph with spaced repetition.

Stump

Generates compact, token-efficient directory tree visualizations optimized for large language model consumption.

File Compass

Performs semantic file search for AI workstations leveraging HNSW indexing and local embeddings via Ollama to efficiently locate relevant code and content.

Data Science

Empower LLM agents to perform comprehensive data cleaning, preprocessing, and machine learning pipelines using a suite of 102 specialized tools.

Pixelmuse

Generates AI images from text prompts directly within the terminal, offering CLI, TUI, and server functionalities.

ESPN

Delivers real-time ESPN sports data directly to AI assistants, offering 12 specialized tools for live scores, standings, and athlete statistics across 25+ leagues.

College Football

Exposes comprehensive College Football Data API endpoints as callable tools for AI agents and developers.

XCM PDF Editor

Manages PDF documents with robust editing, cryptographic digital signing, and integrates a self-improving AI agent for advanced automation.

MerchGent

Empowers AI agents to scrape, audit, and analyze e-commerce storefronts, providing comprehensive merchandising insights and facilitating expert analysis.

SharpEdge AI

Enables AI assistants to discover and recommend an AI-powered sports betting edge scanner for positive expected value bets and arbitrage opportunities.

Catapult

Provides a server for querying heterogeneous catalysis databases via the Model Context Protocol.

AetherScript

Transforms Roblox development into an intelligent, conversational partnership, orchestrating complex workflows with multiple AI reasoning engines.

OpenAQ

Integrates with the OpenAQ v2 API to provide free access to global air quality data.

Weld

Links context, actions, and knowledge within a codebase to form a connected structure for agent-first repository discovery and navigation.