printing-press-output-review

What problem does it solve?

Rule-based automated checks for printed CLI output miss plausibility bugs that only become obvious during real user interaction, such as semantically irrelevant results, silent source drops in aggregation commands, broken ranking logic, and uncaught formatting errors that can ship bad output to end users.

Core Features & Use Cases

• Semantic relevance validation: Catches output that contains query terms but is not actually relevant to the user's request, slipping past mechanical substring checks.
• Aggregation integrity checks: Identifies silent drops of requested sources in fan-out commands that rule-based checks do not detect.
• Ranking and format bug detection: Flags broken top-N sort results, mojibake, malformed URLs, and other formatting issues that escape standard rule-based validation. Use case: This skill is integrated into the printing-press shipcheck Phase 4.85 and printing-press-polish diagnostic workflows to catch output issues before CLI tools are published, preventing user-facing bugs from reaching production.

Quick Start

Invoke this internal skill as part of the printing-press or printing-press-polish workflow to automatically review sampled CLI output for plausibility bugs that rule-based checks cannot catch.