CLI reference

The forensics console script is a Typer app entered at src/forensics/cli/__init__.py — version 0.1.4. Every command and subcommand below has its own page with usage, options, and subcommands (when present).

Command	Description
`forensics`	AI Writing Forensics Pipeline
`forensics all`	Run full pipeline end-to-end: scrape → extract → analyze → report.
`forensics analyze`	Run analysis pipeline (change-point, drift, convergence, comparison).
`forensics analyze compare-only`	Re-run target/control comparisons only (`--compare` without other stages).
`forensics analyze run`	Explicit entrypoint (same flags as `forensics analyze` with no subcommand).
`forensics analyze section-contrast`	Phase 15 J6: per-author section-contrast tests (Welch + MW + per-family BH).
`forensics analyze section-profile`	Phase 15 J3: newsroom-wide section descriptive report and J5 gate verdict.
`forensics calibrate`	Validate detection accuracy against synthetic ground truth.
`forensics commands`	Dump the full command catalog (for agent discovery).
`forensics config`	Inspect and validate configuration.
`forensics config audit`	Report non-default analysis fields (P2-CQ-001).
`forensics dashboard`	Full-screen pipeline dashboard (`tui` extra). Incompatible with `--no-progress`.
`forensics dedup`	Near-duplicate fingerprint utilities
`forensics dedup recompute-fingerprints`	Recompute persisted simhashes for rows not stamped at the current NFKC (v2) version.
`forensics export`	Export SQLite + features + analysis into a single `.duckdb` file.
`forensics extract`	Run feature extraction pipeline.
`forensics features`	Feature-store maintenance commands (schema migrations, etc).
`forensics features migrate`	Upgrade every feature parquet to the current schema version.
`forensics lock-preregistration`	Lock analysis thresholds for pre-registration (run before analyzing data).
`forensics migrate`	Apply pending SQLite migrations (Phase 15 Step 0.2).
`forensics peer-setup`	Print peer setup hints (uv extras, spaCy, Quarto, Ollama pulls from config).
`forensics preflight`	Run preflight checks and report pass/warn/fail for each boundary.
`forensics report`	Render Quarto forensic book.
`forensics scrape`	Crawl and fetch articles for configured authors
`forensics setup`	Launch the interactive setup wizard (requires the ‘tui’ extra).
`forensics survey`	Blind newsroom-wide AI-adoption survey.
`forensics validate`	Validate config.toml, run preflight, and optionally probe live endpoints.