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Listing Description Writer Pro

Turn property facts into MLS listing drafts and check every description for fair-housing wording, MLS rules and wrong bed or bath counts.

Pro Format: Claude skill#Real estate#Claude skill packs

$19one-time, launch price

ProBeing packaged

Coming soon · get notified

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 Listing Description Writer Pro 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.

Fact sheetsDraft copyFair-housing checkDescriptionsYou approveFact sheetsDraft copyFair-housing checkDescriptionsYou approve

Sample input

CSV of fact sheets (one row per listing)

Example output Illustration

You get:
- listings.md (drafts and checks per listing)
- listings.csv (headline, remarks, social post, verdict, flags, fact mismatches)

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

  • listings.md (drafts and checks per listing)
  • listings.csv (headline, remarks, social post, verdict, flags, fact mismatches)

Tools and costs you'll need

  • Claude.ai with code execution, or Claude Code
  • Python 3.10+ (standard library only)

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

Test report

21/21 automated checks pass on Python 3.13.5 (standard library only); 9 cases incl. invalid input, duplicates and upstream failures. Not tested: MLS-specific rule sets (limits and banned words vary by MLS; set yours); descriptions in languages other than English; review by a fair-housing lawyer.

Known limits

  • Not tested yet: MLS-specific rule sets (limits and banned words vary by MLS; set yours); descriptions in languages other than English; review by a fair-housing lawyer.
  • 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.

Start free

Try Free Claude Skills Sampler first

Two small Claude skills, free: clean a messy CSV, and check which AI crawlers can reach your site.

See the free agent

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 Listing Description Writer Pro

What does Listing Description Writer Pro do?

Turn property facts into MLS listing drafts and check every description for fair-housing wording, MLS rules and wrong bed or bath counts. listings.md (drafts and checks per listing). listings.csv (headline, remarks, social post, verdict, flags, fact mismatches).

What do I need to run Listing Description Writer Pro?

You need: Claude.ai with code execution, or Claude Code; Python 3.10+ (standard library only). Third-party costs are paid to those providers, not to us.

Is Listing Description Writer Pro tested?

21/21 automated checks pass on Python 3.13.5 (standard library only); 9 cases incl. invalid input, duplicates and upstream failures. Not tested: MLS-specific rule sets (limits and banned words vary by MLS; set yours); descriptions in languages other than English; review by a fair-housing lawyer.

How do I get Listing Description Writer Pro?

It isn't on sale yet. It's planned at $19 on Gumroad, with a 14-day refund. Press "Get notified" to follow us on Gumroad and hear when it launches.

Is this legal advice?

No. It is a word check based on HUD's advertising guidance and common MLS rules. Your broker or MLS has the final say.

Will it flag 'master bedroom'?

No. HUD's guidance says terms like master bedroom, family room and walk to bus stop are fine. Some MLSs prefer 'primary bedroom'; add it to your banned words if yours does.

What does Pro add over the free check?

Drafts from fact sheets, many listings in one run, a social post and bullets per listing, and a check that the beds, baths and square feet in your text match your facts.

Does it post to my MLS?

No. You copy the text into your MLS or CRM.

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