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github-actions[bot] edited this page Sep 4, 2026
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The reproducible data-cleaning engine for Python.
AI writes the cleaning recipe once. The recipe runs forever — deterministic, diffable, reviewable.
The LLM never touches your data. It only writes the plan.
| Guide | Description |
|---|---|
| Getting Started | Install, 5-minute tour, first recipe |
| Installation | pip extras, offline, from source |
| Concepts | Recipes, modes, quarantine, drift, lineage |
| CLI | Every cleanframe subcommand |
| API Reference | Python API |
| Recipe Specification | YAML format v1 / v2 |
| Schema Specification | Target schemas |
| Detectors and Ops | Built-ins + plugins |
| LLM Planning | Providers, exposure, budgets |
| Production Guide | Scale, safety, CI pipelines |
| Architecture | Internals and invariants |
| FAQ | Common questions |
pip install cleanframe-engine
cleanframe report examples/messy_customers.csv