ghostwriter

Analyze text to determine if it was written by a human or AI

Scan all files in a publication for AI signals and report which need work

Manage author profiles in `.ghostwriter/authors/`.

Generate new text from a topic using adversarial Writer vs Detector training

Show available ghostwriter commands and quick start guide

Senior AI Engineer that owns the humanization system. Analyzes Detector feedback and improves the Writer through instruction updates, tool development, and pipeline changes. Use when the Writer fails to fool the Detector.

Applies mechanical cleanup (in-place), then runs analysis tools and build-fix-plan to produce a sentence-centric fix plan for the Writer.

Analyzes text for AI-generation signals and provides evidence. Use when you need to detect if text was AI-generated.

Produces human-like text that evades AI detection. Use when generating text that needs to pass as human-written.

AI writing detection patterns and red flags. Load when the slop-detector agent needs to analyze text for AI signals.

Apply targeted fixes to specific sentences without regenerating entire text

Good vs bad examples for humanizing AI text. Load when the writer agent needs transformation examples.