"author:heavnzor" matching MCP servers:

Enables AI agents to propose and validate data-cleaning recipes, then receive four-way DuckDB comparisons that separate data, recipe, and interaction effects with exact decimal attribution and row-level provenance.

Enables simulating deterministic tool failures and evaluating agent workflows against effect invariants, with action replay for reproducible fault analysis.