nvNeuralVerge
Startup & Funding Data

Product Hunt Forum Thread Comments API and MCP — Comments, Votes and Reply Counts

Send a thread link or a forum/thread-slug and a max_items cap, and get the thread's top-level comments back as JSON: comment id, link, body text, votes, number of replies, whether it is pinned, when it was posted and the author.

You send
a forum thread link or forum/thread-slug, and how many comments you want (up to 250)
You get back
top-level comments with text, author, votes, reply count and date
Coverage
Product Hunt records with a public page.
Price
1 point per returned record — $1 per 1,000
Billed per record actually returned, capped by max_items. A request that returns nothing costs nothing.
Comparison

Ways to get this data

Three approaches teams use today, and where each one runs into trouble.

ApproachWhat it takesCostTrade-off
Product Hunt directlyOpen the page on Product Hunt and scroll through the listFree, and slowFine for one record, useless across a list, and the layout differs on every platform
Building a scraperWrite it, host it, and repair it when Product Hunt changes its pagesEngineering timeA maintenance commitment for something that isn't your product
NeuralVergeOne request, the same shape as every other source in the catalog$1 per 1,000, misses not billedReturns what Product Hunt publishes at request time. Other platforms are separate sources with the same request format
Response

What you get back

Every field in the example response below.

FieldTypeDescription
session_idstringId of this run, for tracing.
kindstringSource type of the response.
threadstringThe thread you sent.
max_itemsnumberThe cap on returned records, as run.
start_pagenumberPage the run started from.
partialbooleanTrue when the run stopped before reaching max_items.
humanstringReadable summary: the query, how many results came back and how many were found.
total_pointsnumberPoints charged for the run.
machine.total_itemsnumberNumber of comments returned in this response.
machine.total_foundnumberTotal matches reported by the platform, when it reports one.
machine.first_item.idstringComment id.
machine.first_item.namestringLabel of the form "Comment by <author>".
machine.first_item.urlstringLink to the comment.
machine.first_item.comment_idstringComment id, as a string.
machine.first_item.bodystringComment text. Long comments are shortened in the sample.
machine.first_item.votes_countnumberVotes on the comment.
machine.first_item.replies_countnumberNumber of replies to the comment.
machine.first_item.is_pinnedbooleanWhether the comment is pinned.
machine.first_item.created_atstringPosting time, ISO 8601 with offset.
machine.first_item.userobjectAuthor: id, name, username, url, headline and image.
machine.items[]arrayComments returned, same shape as first_item.
machine.page_countnumberPages read for the run.
machine.blockedbooleanWhether the platform refused the request.
machine.proxy_traffic_bytesnumberSize of the data transferred for the run, in bytes.
Response

Example response

A real response, as returned.

{
  "session_id": "11111111-1111-1111-1111-111111111111",
  "kind": "producthunt_forums_threads",
  "thread": "general/how-do-you-decide-what-features-should-be-free-and-what-should-be-paid",
  "max_items": 2,
  "start_page": 1,
  "partial": false,
  "human": "# Product Hunt — forum thread comments\n\n- **Thread:** general/how-do-you-decide-what-features-should-be-free-and-what-should-be-paid\n- **Results:** 2 of 259 found\n- **Proxy traffic:** 263.2 KB",
  "machine": {
    "total_items": 2,
    "first_item": {
      "id": "5191801",
      "name": "Comment by Mario Gomez",
      "url": "https://www.producthunt.com/p/general/how-do-you-decide-what-features-should-be-free-and-what-should-be-paid?comment=5191801",
      "comment_id": "5191801",
      "body": "With my latest app, I only offer paid, because there are costs to run and I'm self-funded. In the past, I've used features to be my funnel and then the more premium features are paid. That's my train ",
      "votes_count": 52,
      "replies_count": 13,
      "is_pinned": false,
      "created_at": "2026-03-08T07:56:19-07:00",
      "user": {
        "id": "mario_gomez0710",
        "name": "Mario Gomez",
        "username": "mario_gomez0710",
        "url": "https://www.producthunt.com/@mario_gomez0710",
        "headline": null,
        "image": "https://ph-avatars.imgix.net/9521129/f18a27ff-c189-4d84-9a03-c0519689bc3a.jpeg"
      }
    },
    "items": [
      {
        "id": "5191801",
        "name": "Comment by Mario Gomez",
        "url": "https://www.producthunt.com/p/general/how-do-you-decide-what-features-should-be-free-and-what-should-be-paid?comment=5191801",
        "comment_id": "5191801",
        "body": "With my latest app, I only offer paid, because there are costs to run and I'm self-funded. In the past, I've used features to be my funnel and then the more premium features are paid. That's my train ",
        "votes_count": 52,
        "replies_count": 13,
        "is_pinned": false,
        "created_at": "2026-03-08T07:56:19-07:00",
        "user": {
          "id": "mario_gomez0710",
          "name": "Mario Gomez",
          "username": "mario_gomez0710",
          "url": "https://www.producthunt.com/@mario_gomez0710",
          "headline": null,
          "image": "https://ph-avatars.imgix.net/9521129/f18a27ff-c189-4d84-9a03-c0519689bc3a.jpeg"
        }
      },
      {
        "id": "5193190",
        "name": "Comment by swati paliwal",
        "url": "https://www.producthunt.com/p/general/how-do-you-decide-what-features-should-be-free-and-what-should-be-paid?comment=5193190",
        "comment_id": "5193190",
        "body": "Free should get the user to the “wow moment” Paid should help them go deeper, faster, with proof of repeat value How I see this basis my experience is free = audit, visibility, limited runs, core unde",
        "votes_count": 48,
        "replies_count": 7,
        "is_pinned": false,
        "created_at": "2026-03-09T03:28:07-07:00",
        "user": {
          "id": "swati_paliwal",
          "name": "swati paliwal",
          "username": "swati_paliwal",
          "url": "https://www.producthunt.com/@swati_paliwal",
          "headline": null,
          "image": "https://ph-avatars.imgix.net/8518541/bf7ad0dd-a961-471d-bd2c-9cfde10382b2.png"
        }
      }
    ],
    "total_found": 259,
    "page_count": 1,
    "blocked": false,
    "proxy_traffic_bytes": 269530
  },
  "total_points": 2
}
Integration

How to run it

The same lookup works from the app, the API, or as a tool an agent can call mid-task.

Results come back in the same envelope as every other source: a session id, a readable summary, the structured result and the points charged. max_items caps how many records are returned and billed.

curl -X POST https://api.neuralverge.ai/functions/v1/run-producthunt-forums-threads \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"thread":"general/how-do-you-decide-what-features-should-be-free-and-what-should-be-paid","max_items":2}'
Use cases

What teams use it for

Where this field shows up in an actual workflow.

Market and pricing research

Read how founders and users discuss a question, such as pricing or feature gating, in their own words.

Voice-of-customer sampling

Collect the most-voted comments on a thread and tag them by theme.

Monitoring a discussion

Re-run a thread to see how votes and replies change.

Coverage & limits

Coverage, freshness and limits

What this source covers, how fresh it is, and where it stops.

Coverage

Product Hunt records with a public page.

Freshness

Read at request time, so the answer reflects the platform as it stands when you ask.

Handling

This source returns information Product Hunt shows publicly. Every response carries the session id you can trace.

What it will not do
  • —Only top-level comments are returned; replies are counted in replies_count but not listed.
  • —Comments are written by people with public usernames. Use them as discussion content, and handle personal data in line with your own obligations.
  • —The comment body in the sample is shortened, so check for truncation before relying on long comments.
FAQ

Questions, answered

No. The source returns top-level comments with a reply count for each.

Related

Related sources

Try product hunt forum thread comments on your own data

One request format across every source in the catalog.

Get started