Data Science & ML MCP Servers

File Tool

Enables AI models to perform file system operations through a standardized API.

Mock Data

Generates mock data for various application development and testing scenarios.

Watson Discovery

Enables interaction with Watson Discovery to retrieve project details, collections, and documents matching specific queries.

Stealthee

Surfaces early go-to-market activity by analyzing changelogs, sitemaps, and product pages to power launch detection, founder/investor intelligence, and agent workflows.

Test

Exposes an API as tools to large language model clients using the Model Context Protocol (MCP).

EPA Envirofacts

Provides AI agents with structured access to U.S. EPA environmental data, including facility details, chemical releases, water violations, and hazardous waste sites for U.S. locations.

Tessie

Leverage the Tessie API to transform Tesla ownership with intelligent analytics, cost optimization, and predictive insights.

Maintenance & MRO Intelligence

Provides AI-powered predictive maintenance, parts inventory optimization, and regulatory compliance tracking for airline operations.

Lien

Empower AI coding assistants with local-first, private semantic search and advanced code analysis capabilities across your codebase.

Vault Graph

Provides AI agents with structured access to Obsidian knowledge graphs for enhanced navigation and ranking.

Music Attribution Scaffold

Establishes research-grade music attribution infrastructure with calibrated confidence scoring, multi-source entity resolution, and machine-readable consent for generative music.

MidOS

Provides curated, validated developer knowledge as an API for AI agents, delivered through an MCP server.

Water Utility Risk Intelligence

Provides comprehensive risk assessment for water utility systems, covering contamination, infrastructure, drought, affordability, and compliance.

Commune Cookbook

Empower AI agents with real email and phone identities through production-ready tools compatible with major AI frameworks.

TRON Event

Enables AI assistants to analyze TRON blockchain event data directly through a Model Context Protocol server.

Garmin Coach

Integrates real-time Garmin Connect data directly with AI language models like Claude and ChatGPT for natural language querying.

Procore

Connects AI agents to Procore projects, RFIs, submittals, documents, and budget tools through a Model Context Protocol (MCP) server.

Agent Protocol Utilities

Enables AI agents to access external tools, data sources, and context providers through a comprehensive collection of Model Context Protocol (MCP) servers and Agent-to-Agent (A2A) utilities.

Marcus Rug Intel

Empowers AI agents with 19 tools for comprehensive crypto token risk analysis, rug pull detection, and AI forensics.

Odoo ERP

Connects large language models and Odoo ERP systems directly via a high-performance Model Context Protocol server.