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Amazon Search Term Cleaner

Find the search terms wasting your Amazon ad spend and the ones to add as keywords, from your downloaded Search term report. Free, no login.

Free Format: Claude skill#E-commerce#Claude skill packs

FreeComing soon · get notified

Free 

FreeBeing packaged

Coming soon · get notified

Upgrade to Pro: Amazon Search Term Cleaner Pro · $19

Coming soon. Follow Oarsman AI on Gumroad and you'll get an email when it launches. It will sell through Gumroad, with a 14-day refund.

See it work

How Amazon Search Term Cleaner moves through a job, step by step. The run below is an example output, written from what this agent does. It isn't a live run on your data.

Search term reportScore termsFind wasteNegatives listYou applySearch term reportScore termsFind wasteNegatives listYou apply

Sample input

One Sponsored Products Search term report (CSV or XLSX)

Example output Illustration

You get:
- report.md with spend, ACOS and counts
- top-negatives.csv (top 10)
- top-keywords-to-add.csv (top 10)

What you get

  • Planned contents (not released yet):
  • Skill folders you add to Claude
  • A Python script behind each skill, so numbers are calculated, not guessed
  • Sample data and the test suite, so you can check it yourself

What it does

  • report.md with spend, ACOS and counts
  • top-negatives.csv (top 10)
  • top-keywords-to-add.csv (top 10)

Tools and costs you'll need

  • Claude.ai with code execution, or Claude Code
  • Python 3.10+ (standard library only; openpyxl only for XLSX)
  • Amazon Ads Search term report (downloaded by you)

Third-party costs are paid to those providers, not to us.

Test report

38/38 automated checks pass on Python 3.13.5 (standard library only); 12 cases incl. invalid input, duplicates and upstream failures. Not tested: reports from every Amazon marketplace (tested: classic and new column layouts, INR and USD); XLSX reports in the shipped tests (CSV only); the effect of the changes on your sales.

Known limits

  • Not tested yet: reports from every Amazon marketplace (tested: classic and new column layouts, INR and USD); XLSX reports in the shipped tests (CSV only); the effect of the changes on your sales.
  • Not on sale yet: it goes on Gumroad once checkout is live. Follow to hear when.

Live demo

  • No live demo yet. We'll add one when it ships.

Demos use fictional businesses and data.

Pro Upgrade to Pro

Want the full version? Amazon Search Term Cleaner Pro

Find every wasted Amazon ad search term, negative phrase and keyword to add from your downloaded Search term reports. No login, no subscription. $19 (coming soon).

Upgrade to Pro · $19

What's AI here, and what isn't

This is an AI agent: it uses an AI model to read, sort, score or draft. It runs in your own accounts. Anything it would send outside your business waits for your approval unless you choose otherwise, and it never needs your passwords. Our AI disclosure.

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Questions about Amazon Search Term Cleaner

What does Amazon Search Term Cleaner do?

Find the search terms wasting your Amazon ad spend and the ones to add as keywords, from your downloaded Search term report. Free, no login. report.md with spend, ACOS and counts. top-negatives.csv (top 10). top-keywords-to-add.csv (top 10).

What do I need to run Amazon Search Term Cleaner?

You need: Claude.ai with code execution, or Claude Code; Python 3.10+ (standard library only; openpyxl only for XLSX); Amazon Ads Search term report (downloaded by you). Third-party costs are paid to those providers, not to us.

Is Amazon Search Term Cleaner tested?

38/38 automated checks pass on Python 3.13.5 (standard library only); 12 cases incl. invalid input, duplicates and upstream failures. Not tested: reports from every Amazon marketplace (tested: classic and new column layouts, INR and USD); XLSX reports in the shipped tests (CSV only); the effect of the changes on your sales.

How do I get Amazon Search Term Cleaner?

It isn't on sale yet. It's planned at Free on Gumroad, with a 14-day refund. Press "Get notified" to follow us on Gumroad and hear when it launches.

Does it change my campaigns?

No. It writes lists. You add the negatives and keywords yourself in Campaign Manager.

Do I need to give my Amazon login?

No. Download the Search term report and attach the file.

Is the free version limited?

It shows the top 10 negatives and top 10 keywords from one report, with full counts. No account or monthly cap.

Which marketplaces?

Any marketplace whose Search term report uses the standard column names, including amazon.in and .com.

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