query-listing-content

name	query_listing_content
description	Return static listing content for one ASIN: title, description, bullet_count, image_url, stars, reviews_count, and listing health flags. Use BEFORE recommending listing edits — grounding recommendations in real data prevents hallucination. Individual bullet text is NOT available (not stored); flag thin listings by bullet_count only.
metadata	{"openclaw":{"emoji":"📋","requires":{"bins":["python3"]}}}

query_listing_content — Static Listing Content for an ASIN

Returns the latest stored listing content and auto-computed health flags.

When to Use

✅ USE this skill when:

• About to recommend listing improvements ("improve title", "add bullets")
• User asks "what does this listing look like?"
• Strategist needs to ground an action in real listing data before sending it

❌ DON'T use this skill when:

• User wants price/BSR history → query_snapshots
• User wants sentiment → query_sentiment
• User wants LQS score → query_lqs

Command

/home/ubuntu/market-tracker/venv/bin/python /home/ubuntu/market-tracker/openclaw/skills/listing/query_listing_content.py '<json-args>'

Arguments

Field	Type	Required
asin	str	yes

Example

/home/ubuntu/market-tracker/venv/bin/python /home/ubuntu/market-tracker/openclaw/skills/listing/query_listing_content.py '{"asin":"B0D14N2QZF"}'

Output Shape

{
  "asin":          "B0D14N2QZF",
  "found":         true,
  "brand":         "Anker",
  "category":      "portable_charger",
  "title":         "Anker 313 Power Bank...",
  "title_words":   12,
  "bullet_count":  5,
  "description":   "Compact and lightweight...",
  "has_aplus":     true,
  "image_url":     "https://...",
  "stars":         4.6,
  "reviews_count": 2310,
  "as_of":         "2026-05-06",
  "listing_flags": [],
  "note":          "bullet_count is a count only..."
}

⚠️ Hard Rule

bullet_count is a count only. Individual bullet text is NOT stored in the database.

• ✅ Say: "Only 3 bullets — add at least 2 more focusing on battery capacity and charging speed."
• ❌ Never say: "Rewrite bullet #3 — currently says X." (You do not have this data.)