featuresmith-cli
featuresmith-cli is the command-line interface for Featuresmith — the open-source Dataset Review Platform for structured data.
It exposes terminal commands for automated dataset code reviews, snapshot diffing, remediation plan compilation, and CI/CD quality gating, delegating all engine work to featuresmith-core.
Installation
pip install featuresmith-cli
(This automatically installs featuresmith-core as a dependency).
CLI Workflows
# Run automated dataset review report with ML Readiness Scorecard
featuresmith review train.csv --target survived
# Diff two dataset snapshots to catch schema drift and quality regressions
featuresmith diff train_v1.csv train_v2.csv --target survived
# Compile an inspectable Plan from accepted recommendations
featuresmith plan train.csv --target survived --accept rec.quality.missingness.cabin
# Run quality & leakage rule analysis
featuresmith analyze train.csv --target survived
# Output machine-readable JSON for CI/CD gating (exit code 0 = clean, 1 = findings)
featuresmith review train.csv --target survived --format json --output report.json
For comprehensive guides and CLI reference, visit the official website: https://featuresmith.adityagangwani.me
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