Numerai MCP Server

Numerai is a hedge fund that crowdsources machine learning predictions from data scientists worldwide. This service provides full access to Numerai's tournament ecosystem, including Classic equity predictions, Signals alternative data, and CryptoSignals cryptocurrency tournaments.

Core Capabilities

Tournament Management: Access live tournament information, round schedules, and current competition status across all Numerai tournament types.

Model Operations: Create and manage prediction models, upload trained algorithms for automated submissions, and track model performance across rounds.

Performance Analytics: View detailed leaderboards, analyze model performance history, and access round-by-round payout data and timelines.

Data Access: Download tournament datasets and prediction files for model development and backtesting.

Submission Pipeline: Upload prediction files with automatic diagnostics, validate model performance, and submit pickle files for Numerai Compute automation.

Domain Model

Tournaments have sequential rounds with open/close deadlines. Models are user-submitted algorithms that generate predictions each round. Performance is tracked via leaderboards showing correlation scores, payouts, and rankings. The platform uses staked NMR tokens as skin-in-the-game.

Key Considerations

API credentials require proper permissions for write operations. Tournament rounds have strict submission deadlines. Model diagnostics provide crucial feedback before final submissions. GraphQL queries enable advanced data retrieval beyond standard operations. Pickle uploads require specific format compliance for Numerai Compute integration.