
Red Team Review
- 3 installs
- 553 repo stars
- Updated August 5, 2026
- winstonkoh87/athena-public
Helps with ai & agent building tasks.
About
red-team review is a Claude Code skill for ai & agent building. It helps solo builders move faster with AI-assisted development.
- red-team review
- AI & Agent Building
- AI-coding skill
Red Team Review by the numbers
- 3 all-time installs (skills.sh)
- Ranked #13,657 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
- Data as of Aug 5, 2026 (Skillselion catalog sync)
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| Installs | 3 |
|---|---|
| repo stars | ★ 553 |
| Last updated | August 5, 2026 |
| Repository | winstonkoh87/athena-public ↗ |
What it does
Helps with ai & agent building tasks.
Files
🔴 Red-Team Review
Philosophy: Find what you both missed. Assume shared blind spots.
1. When to Use
Before shipping any significant artifact — blog post, code, protocol, proposal, design doc. Best used with a different model than the one that created the artifact.
2. The Prompt
Copy this prompt and paste the artifact to be reviewed where indicated:
# RED-TEAM REVIEW
You are reviewing an artifact. Your job: Find what WE BOTH missed.
## THE ARTIFACT
<paste artifact here>
---
## PHASE 0: DECLARE YOUR PRIORS
Before reviewing, state:
1. What thesis does this artifact assume?
2. What would falsify that thesis?
3. What perspective is NOT represented?
## PHASE 1: ADVERSARIAL LENSES
Review through EACH perspective:
| Lens | Question |
|------|----------|
| **The Skeptic** | What would someone who disagrees say? |
| **The User** | Who is harmed or disadvantaged? |
| **The Regulator** | What legal/ethical exposure exists? |
| **The Cynic** | What hidden incentive might be driving this? |
| **The Future** | How does this look in 5 years? |
## PHASE 2: BIAS CHECKLIST
Flag if present:
- [ ] Sycophancy — Did I just validate the creator's view?
- [ ] Cherry-Picking — Is counter-evidence missing?
- [ ] False Precision — Are numbers unjustified?
- [ ] Complexity Bias — Is a simpler explanation ignored?
## PHASE 3: SEVERITY-WEIGHTED FINDINGS
- 🔴 CRITICAL: Immediate failure if shipped
- 🟠 HIGH: Significantly reduces value
- 🟡 MEDIUM: Missed upside
- 🟢 LOW: Polish
## PHASE 4: SCORE (0-100)
Your Score: [ ] / 100
## PHASE 5: UNCERTAINTY
"I am least confident about ___ because ___."3. Rules
- Quote directly. No vague complaints.
- Steelman opposing views BEFORE critiquing.
- Empty sections are fine — don't invent issues.
- Every HIGH must have a fix achievable in ≤10 minutes.
---
skill #quality-assurance #adversarial #review
Related skills
AI & Agent Buildingagents