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End-to-end Codex-native Amazon FBA research workflow using LaunchFast MCP.
5 of 22 test cases passed with the skill.
Tokens, turns and time describe resource use, not a dollar price.
Lift withheld: 5 comparable cases; this report requires 8.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
For 'walking pad treadmill', we ran PPC keyword research against competitor ASIN B0B1234567. What metrics must be summarized in the PPC section?
| Checked | Without skill | With skill |
|---|---|---|
| The summary includes keyword count and top search-volume terms. | Passed | Passed |
| The summary includes high-intent terms by purchase rate, indicative CPCs, and suggested campaign structure. | Missed | Passed |
The instructions your model reads when the skill loads.
If needed, ask once for:
Default report path:
./artifacts/launchfast/reports/launchfast-report-[keyword]-[YYYY-MM-DD].html
research_products for each keyword with focus="balanced" and product_limit=20.launchfast-product-research.For promising keywords, run:
ip_check_manage(action="ip_conflict_check", keyword="<keyword>")
ip_check_manage(action="trademark_search", keyword="<keyword>")
Extract:
test cases passed with the skill
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.