Disco

Disco is an automated scientific discovery engine by Leap Laboratories that finds patterns in tabular data that humans and AI agents typically miss. It fits neural networks to uploaded datasets, applies interpretability methods to extract learned patterns, validates all findings on hold-out data, and contextualizes results against existing literature. Users receive a ranked list of statistically significant patterns complete with p-values, effect sizes, visualizations, and citations. It is accessible via a web interface, Python SDK, REST API, and MCP server, enabling fully programmatic use by AI agents.