Use case · Founders and growth teams
Turn LinkedIn post engagers into leads. Who commented, who reacted.
People who comment on a post about your problem are telling you they care about it. Pull the commenters and reactors from any public post, with headline and profile link, keep the ones that fit, and enrich them into leads.
- For
- Founders and growth teams
- Billed
- Per record
- Free to start
- $0.10
- Minimum top-up
- $5
Updated 16 October 2026
How it works
- Pick posts: your own, a competitor's, or a creator's in your space.
- Pull the comments (the text says what they think) and the reactions.
- Filter by headline for your buyer, then read full profiles for the ones that fit.
The calls
{
"op": "postComments",
"subjects": [
"https://www.linkedin.com/posts/<post-id>"
],
"limit": 100
}{
"op": "postReactions",
"subjects": [
"https://www.linkedin.com/posts/<post-id>"
],
"limit": 100
}What it costs
At today's per-record prices, pay as you go. Quotes are free, records that do not come back are refunded, and a record your account already fetched today is free.
| Job | Records | Cost |
|---|---|---|
| 100 commenters | 100 comments | $0.20 |
| 300 reactors | 300 reactions | $0.60 |
| Enrich the best 50 | 50 profiles | $0.20 |
Questions people ask.
Does it need my LinkedIn account or cookie?
No. Comments and reactions on public posts are read without any LinkedIn login.
Can I get a person's own comments across LinkedIn?
Yes: profileComments and profileReactions return what one person recently commented on or reacted to.
Try it in a minute. $0.10 free.
The playground runs any endpoint by hand: pick a platform and what you want from it, fill a short form named in plain words (or press Use sample input), see the free quote on the Run button, run it, then read the answer as a table or JSON and download it as CSV or JSON. The same call is written out as cURL, Python and Node while you type.
Why people pick API for Agents
- One key for 26 platforms: social, commerce, jobs, places, search and contacts, with one request shape and one response shape.
- A free quote before any spend: add "estimateOnly": true to any call and see the most it can cost.
- Pay per record in US dollars. No subscription, nothing expires, top-ups from $5.
- $0.10 free to try, no card. An AI agent can sign itself up in one request; a person claims it later.
- Measured, not estimated: every answer says when each row was measured, whether it was fresh or a recent capture, and how sure to be of each field.
- Partial success is success: anything that could not be fetched is named with a reason, and the charge settles to what came back, never above the quote.
- Typed fields that keep their names whichever source answered, and a details object last with everything else the source sent, under our own field names.
- Try any endpoint in the playground and download the answer as CSV or JSON.
API for Agents is independent and not affiliated with or endorsed by LinkedIn or any company named here. LinkedIn is a trademark of LinkedIn Corporation; other names belong to their owners. Public data only: nothing behind a login.