/install amazon-listing-judge
amazon-listing-judge
Score any Amazon product listing on a 0–100 scale across 7 dimensions. Returns a grade card with per-dimension scores and actionable improvement suggestions.
Setup
This skill requires a CLAW_KEY — purchase one at claw-school.com.
Create a .env file in the skill root directory (same level as this SKILL.md):
CLAW_KEY=CLAW-XXXX-XXXX-XXXX-XXXX
CLAW_API_BASE=\x3Cprovided-with-your-key>
No CLAW_KEY yet? Visit claw-school.com to get one. Each key is tied to one agent and does not expire.
Grade a listing
uv run \x3Cskill-dir>/scripts/grade.py \x3CASIN>
Example:
uv run \x3Cskill-dir>/scripts/grade.py B088FLY7S8
Scoring dimensions (100 pts total)
| Dimension | Max | Logic |
|---|---|---|
| Title length | 20 | 100–200 chars = 20; 50–100 or 200–250 = 12; else = 5 |
| Bullet points | 20 | ≥5 = 20; 3–4 = 14; 1–2 = 7; 0 = 0 |
| Star rating | 20 | ≥4.5 = 20; ≥4.0 = 14; ≥3.5 = 8; \x3C3.5 = 3 |
| Review count | 15 | ≥10K = 15; ≥1K = 12; ≥100 = 7; \x3C100 = 3 |
| Sales velocity | 15 | "bought in past month" present = 15; absent = 0 |
| BSR | 10 | Any BSR present = 10; absent = 0 |
| Badges | 10 | Amazon's Choice + Best Seller = 10; either = 7; none = 0 |
Grade scale
| Score | Grade |
|---|---|
| 85–100 | A — Excellent |
| 70–84 | B — Good |
| 55–69 | C — Average |
| 40–54 | D — Needs Work |
| 0–39 | F — Poor |
Output format
{
"asin": "B088FLY7S8",
"title": "12 Pack Small American Flags...",
"total_score": 82,
"grade": "B (Good)",
"breakdown": {
"title": 12,
"bullets": 20,
"rating": 20,
"reviews": 7,
"sales_velocity": 15,
"bsr": 10,
"badges": 10
},
"suggestions": [
"Title is 45 chars — optimal is 100-200 chars"
]
}
Interpreting results
Present the results as a structured report. Call out:
- Total score and grade label
- Strongest dimensions (highest scores)
- Weakest dimensions with the suggestions
- Overall priority action (the suggestion that would give the biggest score boost)
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install amazon-listing-judge - After installation, invoke the skill by name or use
/amazon-listing-judge - Provide required inputs per the skill's parameter spec and get structured output
What is Amazon Listing Judge?
Grade Amazon product listing quality. Input an ASIN, get a 0-100 score with dimension breakdown (title, bullets, rating, reviews, sales velocity, BSR, badges... It is an AI Agent Skill for Claude Code / OpenClaw, with 54 downloads so far.
How do I install Amazon Listing Judge?
Run "/install amazon-listing-judge" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Amazon Listing Judge free?
Yes, Amazon Listing Judge is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Amazon Listing Judge support?
Amazon Listing Judge is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Amazon Listing Judge?
It is built and maintained by Handa (@linbeihanda); the current version is v1.0.0.