Loading skill
Install any skill in seconds. Free to start, no credit card required.
Get Started Free →Use for unattended QQ controlled frontend lockcheck runs, failure classification, bounded autofix decisions, and packaging-gate evidence in this repository. Trigger when the task is to automate full frontend batch tests, run controlled lockcheck loops, classify QQ truth-audit failures, or decide whether an autofix may continue without touching protected core rules.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | -49% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -52% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -60% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -44% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -54% | 0% |
Project-local skill for unattended QQ frontend lockcheck automation.
Read references/workflow.md first. Read references/failure-taxonomy.md when classifying a failed round. Read references/guardrails.md before proposing or applying any fix.
tree20260315 as the reference behavior for core invoice-grab rules.prepare_qq_lockcheck_run.py.postprocess_qq_lockcheck.py.process_log.txt, monitor_status.json, strict_truth_audit.json, and qq_lockcheck_report.json.classification.json, decision.json, and round_summary.md.P0=0 and user_should_review_count<=6.Other measured skills in the registry, with their headline benchmark lift.