Use case, LinkedIn data

LinkedIn scraper API for your agent. Profile, company, post and job data.

Send a LinkedIn URL, read JSON back. Your agent picks the provider, and you pay per call.

Give this to your agent
set up looot - https://looot.ai/skill.md

Sample calls

One request, structured JSON.

Pick a data type. The request is the whole integration, and the response is what your agent reads. These are illustrative calls with generic values.

Request
{"endpoint":"linkedin.profile","url":"https://linkedin.com/in/sample-person"}
ResponseSample output
{
  "full_name": "Sample Person",
  "headline": "Head of Growth at Example Co",
  "company": "Example Co",
  "company_domain": "example.com"
}

The 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.

  • One run is one profile.
  • 3 steps across 13 providers.
  • Runs on demand, whenever you ask.
Prompt: LinkedIn scraper API
Use looot to get LinkedIn data for a lead list: search for profiles that match a title and a city, fetch each profile, then find the work email, and give me one table. 1. Set up https://looot.ai/skill.md. 2. Search the catalog for each step and check its price before you call. 3. Run the cheapest endpoint that fits. 4. Show the results as a table and the total cost.

Give this to your agent
Setup command
set up looot - https://looot.ai/skill.md

Compare

LinkedIn scraper in Python, or the API.

You can write a scraper yourself. This is what changes when you call an API instead.

LinkedIn scraper in Python, or the API.
Your own Python scriptlooot API
MaintenanceGap. You fix the script when the page layout changes.Yes. The provider keeps its parser current. You keep one request.
BlocksGap. You run proxies and handle rate limits and failed sessions.Yes. A failed call returns an error your agent can retry or send to another provider.
CostGap. Proxies, plus the time you spend on the script.Yes. Billed per call, with the price shown before each run.

FAQ

Questions people ask

That depends on the data, how you collect it and where you operate. looot returns data from providers and does not give legal advice. Check LinkedIn's terms and the privacy rules that apply to you before you build a list.

For agents
use case
LinkedIn scraper API
run
profile
schedule
on demand
step
Search profiles: anysite icypeas leadmagic limadata prospeo ai-ark
step
Fetch the profile: anysite brightdata icypeas leadmagic scrapecreators tikhub anyapi
step
Find the work email: anysite icypeas leadmagic findymail hunter aviato
setup
https://looot.ai/skill.md
llms.txt
https://looot.ai/llms.txt
updated
2026-10-03
markdown /use-cases/linkedin-scraper-api.md

Try linkedin scraper api with your own agent.

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

Start your workspace See agent recipes