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Codex-native Amazon PPC keyword research using LaunchFast MCP.
Passed 18 of 22 test cases with the skill, and 6 of 22 without it.
and 12 more in the full report
13 fixed7 passed either way4 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
In the generated Amazon Sponsored Products bulk file, what value is required in the Targeting Type column?
| Checked | Without skill | With skill |
|---|---|---|
| The Targeting Type column value is set to Manual. | Missed | Passed |
The instructions your model reads when the skill loads.
If needed, ask once for:
Defaults:
LaunchFast-PPC-[YYYY-MM-DD]0.7525./artifacts/launchfast/ppc/launchfast-ppc-[YYYY-MM-DD].tsvRun one keyword-research call across all ASINs when possible:
amazon_keyword_research(asins=[...], limit=50)
If the ASIN set is too large or results are unwieldy, batch them, but do not require delegation.
For each keyword:
Tiering:
test cases passed, vs 6 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.