Install
openclaw skills install lobster-qa-gateStandardized QA process with 8 checks and lobster debate logic to ensure artifacts are accurate, complete, consistent, sound, and free of sensitive data befo...
openclaw skills install lobster-qa-gate龙虾兵团专属质量门。每个交付物在交付前必须经过此门检测。 for any artifact before human review. Every document, skill, blog post, PRD, or code output should pass this gate before the principal sees it.
This is not a code review skill. It is a read-only release gate that determines whether an artifact is ready to move forward. QA Gate inspects artifacts but does not modify them.
--dual: Use cross-model QA validation when the artifact is high-stakes, ambiguous, or worth the extra cost/latency for a second independent quality pass.Read the entire file. Do not skim. Understand the structure, voice, and intent.
1. Factual Accuracy (Sequential Claim Verification) Extract every verifiable claim from the artifact into a mental checklist. Then verify each independently — do not batch-assess. For each claim:
Score: count of verified claims / total claims. If verification rate < 90%, flag for revision.
2. Tone & Voice Consistency
3. Completeness
4. Structural Integrity
5. Operational Soundness (for technical documents)
6. Sensitive Data Check
Output must include a clear gate result:
PASS — ready for human review
or
PASS WITH FIXES
- MINOR [location]: issue description
or
FAIL
- CRITICAL [location]: issue description
- MAJOR [location]: issue description
- MINOR [location]: issue description
Fix all CRITICAL and MAJOR issues. Re-run the gate. Only present to principal after PASS or PASS WITH FIXES.
Add to any PRD as a verification step:
### D) QA Gate
- [ ] Run QA Gate on all major artifacts produced in this PRD
- [ ] All artifacts must PASS before marking PRD complete
- [ ] Fix any CRITICAL or MAJOR issues identified
Write validation report to: qa-gate/YYYY-MM-DD-<artifact-slug>.md (relative to your workspace or evidence directory)
Use this structure:
# QA Gate Report: <artifact name>
## Gate Result
PASS | PASS WITH FIXES | FAIL
## Artifact Type
Document | Skill | PRD | Blog Post | Code Artifact | Other
## Findings
- SEVERITY [location]: issue description
## Summary
Brief explanation of why the artifact passed, passed with fixes, or failed.
A PASS with only MINOR issues is acceptable. CRITICAL or MAJOR = must fix first.