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freeman88-tch

Qa Gate

by Freeman88-tch · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ⚠ suspicious
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Install in OpenClaw
/install lobster-qa-gate
Description
Standardized QA process with 8 checks and lobster debate logic to ensure artifacts are accurate, complete, consistent, sound, and free of sensitive data befo...
README (SKILL.md)

QA Gate · 质量检测门

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.

When to Use

  • After any ralphy loop completes a PRD
  • Before presenting any deliverable to the principal
  • When self-reviewing documents, code, skills, or blog posts
  • As the final step before publishing to ClawHub or Gumroad
  • When asked to "QA gate this," "validate before publish," "final check," or run a "quality gate"

Optional Mode

  • --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.

Process

Step 1: Read the artifact completely

Read the entire file. Do not skim. Understand the structure, voice, and intent.

Step 2: Validate against 6 dimensions

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:

  • Is it verifiable from a known source or self-evident from context?
  • If it references a citation (paper title, arXiv ID, finding), does the citation match?
  • If it describes a technical procedure, is the procedure feasible as described?
  • If it references a tool, API, or version, is the reference accurate and current?

Score: count of verified claims / total claims. If verification rate \x3C 90%, flag for revision.

2. Tone & Voice Consistency

  • Does the document maintain its intended voice throughout?
  • No tonal drift between sections?
  • No marketing fluff, tutorial-speak, or filler?
  • Appropriate for the target audience (agent, human, or both)?

3. Completeness

  • No placeholders (, TBD, 📝 计划修复, PLACEHOLDER, [FILL IN])?
  • All sections referenced in TOC/structure are present?
  • All promised content is delivered?
  • No orphaned references or dead links?

4. Structural Integrity

  • Heading hierarchy is clean (no skipped levels)?
  • Code blocks are properly fenced and syntactically valid?
  • Section anchors work?
  • Back-links resolve to valid targets?
  • Markdown renders correctly?

5. Operational Soundness (for technical documents)

  • Procedures are implementable as described?
  • Configuration formats match the actual system?
  • Commands and scripts are executable?
  • Edge cases are addressed?

6. Sensitive Data Check

  • No personal information (real names, schedules, addresses)?
  • No API keys, tokens, or secrets?
  • No internal-only references that shouldn't be public?
  • Examples use fictional/generic data?

Step 3: Produce gate verdict

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

Step 4: If FAIL, fix and re-validate

Fix all CRITICAL and MAJOR issues. Re-run the gate. Only present to principal after PASS or PASS WITH FIXES.

Integration with PRD Workflows

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

Output Format

Write validation report to: qa-gate/YYYY-MM-DD-\x3Cartifact-slug>.md (relative to your workspace or evidence directory)

Use this structure:

# QA Gate Report: \x3Cartifact 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.

Quality Standards

  • CRITICAL: Blocks release. Factual errors, security issues, broken functionality.
  • MAJOR: Should fix before release. Missing sections, tone drift, incomplete content.
  • MINOR: Nice to fix. Typos, formatting inconsistencies, style preferences.

A PASS with only MINOR issues is acceptable. CRITICAL or MAJOR = must fix first.

Usage Guidance
Use this as a QA report generator unless you explicitly want it to edit files. Before allowing fixes, ask for a proposed diff and approve changes yourself. Avoid dual-model mode for confidential artifacts unless the provider is approved, and verify the package metadata mismatch before installing.
Capability Analysis
Type: OpenClaw Skill Name: lobster-qa-gate Version: 1.0.0 The skill is a standardized quality assurance gate designed to help AI agents validate artifacts like code, documents, and PRDs. It includes a security-positive check for sensitive data (API keys, PII) and focuses on factual accuracy and structural integrity without any evidence of malicious intent, data exfiltration, or unauthorized execution.
Capability Assessment
Purpose & Capability
The skill is framed as a QA gate, but SKILL.md says it is a "read-only release gate" that "does not modify" artifacts while later instructing the agent to "fix all CRITICAL and MAJOR issues."
Instruction Scope
The workflow applies broadly to documents, code, skills, PRDs, and blog posts and says to withhold presentation until PASS/PASS WITH FIXES, without requiring explicit user approval, a diff review, or rollback before applying fixes.
Install Mechanism
There is no install spec and no code to execute, but the registry metadata and bundled _meta.json disagree on owner, slug, and version, so provenance should be verified.
Credentials
Reading full artifacts and writing QA reports are proportionate to a QA skill. Optional "--dual" cross-model validation may involve sending artifact content to another model/provider.
Persistence & Privilege
No credentials, privileged paths, or background persistence are declared. The only persistence described is a local QA report under "qa-gate/YYYY-MM-DD-<artifact-slug>.md".
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install lobster-qa-gate
  3. After installation, invoke the skill by name or use /lobster-qa-gate
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
🦞 龙虾兵团自研融合技能 v1首发
Metadata
Slug lobster-qa-gate
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Qa Gate?

Standardized QA process with 8 checks and lobster debate logic to ensure artifacts are accurate, complete, consistent, sound, and free of sensitive data befo... It is an AI Agent Skill for Claude Code / OpenClaw, with 39 downloads so far.

How do I install Qa Gate?

Run "/install lobster-qa-gate" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Qa Gate free?

Yes, Qa Gate is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Qa Gate support?

Qa Gate is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Qa Gate?

It is built and maintained by Freeman88-tch (@freeman88-tch); the current version is v1.0.0.

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