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Parallel

Parallel on looot as of 2026-09-28: 4 jobs through 4 endpoints, how you reach it, what it costs, and how to run it.

Parallel

SEO/AEOWeb data4 jobs, 4 endpoints

What it’s good for

Parallel is in SEO/AEO, Web data. Reach for it to search the web and get ranked results; get extract; runs tasks.

As of 2026-09-28 (catalog revision 85280) it serves 4 jobs through 4 endpoints.

Jobs

Job id What it does Endpoints
extract.get Get extract 1
tasks.runs Runs tasks 1
v1beta.findall.runs Runs v1beta findall 1
web.search Search the web and get ranked results 1

Access

  • Runs on looot’s key for 4 endpoints: nothing to set up, the run spends your looot balance. You can connect your own key instead; see Bring your own key.

Price basis

3 per call (from $0.005), 1 per result (from $0.001). A call that fails at the provider costs $0; see What’s free.

Free first in fallback

Partly. 1 endpoint bill per result, so a miss costs nothing and fallback can move them ahead of flat-priced rows. See Free first.

Run it

A job run takes shared input names, not Parallel’s own field names; looot maps them for each provider. For job:extract.get, url is taken by 1 of its 3 providers. See Job inputs.

Example input for looot run or the MCP run tool, with placeholder values:

looot run job:extract.get --input '{"url":"https://example.com"}'
{
  "endpointId": "job:extract.get",
  "input": {
    "url": "https://example.com"
  },
  "idempotencyKey": "<new unique key>"
}

A job run picks among all the job’s providers. To run Parallel itself, name one of its endpoints (MCP search with {"filters": {"provider": "parallel"}} lists them), for example parallel-extract: looot inspect parallel-extract prints its exact input fields and price.

In the live catalog

Parallel’s name and logo are trademarks of their owner, shown to identify the provider.

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