What is Agent Builder by Airtop?

Web agents that heal themselves. It is on the Product Hunt September 2026 leaderboard as a weekly pick. The list is partial and was read on 2026-10-02.

How do I rebuild Agent Builder by Airtop with my own agent?

Give your agent https://looot.ai/skill.md, then paste the prompt on this page. Edit the names and numbers first. The agent finds the endpoints, runs the calls and shows what each one cost.

What does a Agent Builder by Airtop rebuild cost?

You pay per call, and nothing is billed while your agent is idle. This page reads the cheapest live price for each call and shows the cost per 1,000 page runs when every call is priced. It shows no number when one is not.

Which providers does the Agent Builder by Airtop rebuild use?

Firecrawl, Bright Data and Apify. Your agent checks each endpoint's price before it calls.

Which part of Agent Builder by Airtop is not a data job?

Interface, brand, support and scale. The rebuild assembles the data workflow only.

Is a rebuild the same as Agent Builder by Airtop?

No. It assembles the same kind of data workflow. Interface, brand, support and scale are separate work.

Do I need to write code to rebuild Agent Builder by Airtop?

Your agent writes the glue and runs the calls. You paste the prompt and check the output.

Where do the results of a Agent Builder by Airtop rebuild live?

The prompt tells your agent to write each result to a table in your own Supabase project. looot returns the data and bills the call. It does not store your rows.

Can I run a Agent Builder by Airtop rebuild on a schedule?

You do not need to. Run it when you want it. Nothing is billed while your agent is idle.

Where does the data for a Agent Builder by Airtop rebuild come from?

From the looot catalog, many providers behind one key. Your agent searches the catalog and reads the price before it calls.

How do I rebuild launches like Agent Builder by Airtop?

Open the rebuild index. Each launch on the board has a prompt, or a note on why it is not a data job.

ResearchMedium

Rebuild Agent Builder by Airtop with your agent.

Web agents that heal themselves.

Scrape
Blocked?
Retry

3 providers

weekly pick. Product Hunt leaderboard, September 2026. Partial list, read 2026-10-02.

Cost per 1,000 page runs

$1.83

Counts one scrape and one retry per page, which is the worst case.

ResearchMedium

Rebuild Agent Builder by Airtop with your agent.

Web agents that heal themselves.

Scrape
Blocked?
Retry

3 providers

weekly pick. Product Hunt leaderboard, September 2026. Partial list, read 2026-10-02.

Cost per 1,000 page runs

reading live price

Counts one scrape and one retry per page, which is the worst case.

The rebuild prompt

Copy one prompt, give it to your agent.

Edit the names and numbers, paste it, and the agent runs the job and shows the cost.

2 catalog calls per page.
Runs on demand, whenever you ask.
weekly pick on the Product Hunt September 2026 leaderboard.

Rebuild prompt: Agent Builder by Airtop

Scrape these 20 pages with Firecrawl, retry any blocked page through Bright Data, and log which route worked in a Supabase table.

Give this to your agent

Setup command

set up looot - https://looot.ai/skill.md

What the agent builds

Three steps, one prompt.

Scrape
Blocked?
Retry

1
Scrape your 20 pages with Firecrawl.
2
Retry any blocked page through Bright Data.
3
Log which route worked in a Supabase table you own.

Providers

The providers behind this rebuild

Real catalog providers. Your agent reads each endpoint's price before it calls.

Firecrawl
Bright Data
Apify

Calls

The calls behind this rebuild

Your agent picks each endpoint. Prices are the cheapest live endpoint for the call.

01
Scrape the page
Firecrawl
Cheapest$0.000333 / page
1 page per page
02
Retry a blocked page
Bright Data
Cheapest$0.0015 / page
1 page per page

Cost

What page runs cost

Counts one scrape and one retry per page, which is the worst case.

Your volume

1,000 page runs cost about

$1.83

Cheapest live endpoint for every step. The provider your agent picks can cost more.

Price of each call, to scale

Scrape the page$0.000333 / call
Retry a blocked page$0.0015 / call

Set up once

Then paste any prompt.

Paste one prompt into your agent

Set up looot

Done, looot is connected.

Copy one prompt from /connect into Claude Code, Cursor, or any MCP agent. No SDK, no dashboard click-through first.

Your agent finds the right operation

Hunter$0.0265

Exa$0.0090

Diffbot$0.0032

The agent finds the operation it needs and sees the price first. It calls nothing blind.

You watch what it cost

Hunter$0.0265

Exa$0.0090

Diffbot$0.0032

Total$0.0387

Every call settles for its quoted price and lands in the ledger. You always know what ran and what it cost.

Every run lands in your Supabase

The prompt tells your agent to write the results to a table in your own Supabase project. looot does not store them. See the build kit.

Keep going

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An AI coworker in Slack that acts proactively.
Needs product work
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AI-native customer support and feedback agent.
Medium
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Create and edit videos by chatting.
Not a data job

FAQ

Questions about rebuilding Agent Builder by Airtop

Yes, for the data part. Your agent can scrape your 20 pages with Firecrawl. Interface, brand, support and scale are separate work.

For agents

launch: Agent Builder by Airtop
category: Research
fit: Medium
source: Product Hunt leaderboard, September 2026. Partial list, read 2026-10-02.
providers: firecrawl brightdata apify
prompt: on this page
memory: your Supabase
schedule: on demand
setup: https://looot.ai/skill.md
llms.txt: https://looot.ai/llms.txt
read: 2026-10-02

markdown /rebuild/airtop.md

Rebuild Agent Builder by Airtop today.

Start your workspace, top up, and paste the prompt into the agent you already use.

Start your workspace See every launch

Copy one prompt, give it to your agent.

Three steps, one prompt.

The providers behind this rebuild

The calls behind this rebuild

Scrape the page

Retry a blocked page