nvNeuralVerge
Startup & Funding Data

Product Hunt Product Alternatives API and MCP — Competitors with Similarity Score

Send a product slug or link and get the alternatives Product Hunt lists for it: name, tagline, rating, review count, categories and a similarity score for each. All pages are read, up to the max_items you set (up to 250).

You send
a Product Hunt product slug or link, and how many results to return
You get back
the alternatives the platform lists for the product, each with rating, review count, categories and a similarity score
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.
productstringThe product slug you sent.
max_itemsnumberThe cap you sent on returned records.
start_pagenumberPage the run started from.
partialbooleanWhether the run stopped before reaching everything that matched.
humanstringReadable summary of the run.
total_pointsnumberPoints charged for the run: 1 per returned record.
machine.total_itemsnumberNumber of records returned in this response.
machine.total_foundnullEmpty in the sample because the platform gave no total for this request.
machine.page_countnumberPages read for the run.
machine.first_itemobjectThe first returned record, repeated from items[]. Fields below are described on items[].
machine.blockedbooleanWhether the platform refused the request.
machine.proxy_traffic_bytesnumberSize of the data transferred for the run, in bytes.
machine.items[].idstringProduct id or slug on the platform.
machine.items[].namestringProduct name.
machine.items[].urlstringLink to the product page.
machine.items[].aliasstringThe product slug.
machine.items[].product_idstringNumeric product id.
machine.items[].taglinestringOne-line tagline.
machine.items[].ratingnumberAverage review rating.
machine.items[].review_countnumberNumber of reviews.
machine.items[].post_countnullEmpty in the sample; the launch count is not given on this card.
machine.items[].imagestringLogo image link.
machine.items[].categories[]arrayCategories the product is listed in: name, slug and url.
machine.items[].is_no_longer_onlinenullEmpty in the sample; whether the product is marked as no longer online, when stated.
machine.items[].similarity_scorenumberSimilarity score the platform returns for the alternative.
Response

Example response

A real response, as returned.

{
  "session_id": "11111111-1111-1111-1111-111111111111",
  "kind": "producthunt_products_alternatives",
  "product": "doplac-crm",
  "max_items": 2,
  "start_page": 1,
  "partial": false,
  "human": "# Product Hunt — product alternatives\n\n- **Product:** doplac-crm\n- **Results:** 2\n- **Proxy traffic:** 83.1 KB",
  "machine": {
    "total_items": 2,
    "first_item": {
      "id": "hubspot",
      "name": "HubSpot",
      "url": "https://www.producthunt.com/products/hubspot",
      "alias": "hubspot",
      "product_id": "113430",
      "tagline": "Grow better with HubSpot",
      "rating": 4.77,
      "review_count": 78,
      "post_count": null,
      "image": "https://ph-files.imgix.net/a186cf3e-6e9e-429d-bdb5-1033b4f9e55d.png?auto=format&fit=crop&w=128&h=128",
      "categories": [
        {
          "name": "Customer support tools",
          "slug": "customer-support",
          "url": "https://www.producthunt.com/categories/customer-support"
        },
        {
          "name": "CRM software",
          "slug": "crm",
          "url": "https://www.producthunt.com/categories/crm"
        },
        {
          "name": "Marketing automation platforms",
          "slug": "marketing-automation",
          "url": "https://www.producthunt.com/categories/marketing-automation"
        }
      ],
      "is_no_longer_online": null,
      "similarity_score": 5.205367519959214
    },
    "items": [
      {
        "id": "hubspot",
        "name": "HubSpot",
        "url": "https://www.producthunt.com/products/hubspot",
        "alias": "hubspot",
        "product_id": "113430",
        "tagline": "Grow better with HubSpot",
        "rating": 4.77,
        "review_count": 78,
        "post_count": null,
        "image": "https://ph-files.imgix.net/a186cf3e-6e9e-429d-bdb5-1033b4f9e55d.png?auto=format&fit=crop&w=128&h=128",
        "categories": [
          {
            "name": "Customer support tools",
            "slug": "customer-support",
            "url": "https://www.producthunt.com/categories/customer-support"
          },
          {
            "name": "CRM software",
            "slug": "crm",
            "url": "https://www.producthunt.com/categories/crm"
          },
          {
            "name": "Marketing automation platforms",
            "slug": "marketing-automation",
            "url": "https://www.producthunt.com/categories/marketing-automation"
          }
        ],
        "is_no_longer_online": null,
        "similarity_score": 5.205367519959214
      },
      {
        "id": "folk-2",
        "name": "folk",
        "url": "https://www.producthunt.com/products/folk-2",
        "alias": "folk-2",
        "product_id": "480793",
        "tagline": "folk is the AI CRM for your entire sales motion.",
        "rating": 4.79,
        "review_count": 81,
        "post_count": null,
        "image": "https://ph-files.imgix.net/ccb84135-f373-453d-b4de-837f8b77d00f.png?auto=format&fit=crop&w=128&h=128",
        "categories": [
          {
            "name": "Productivity",
            "slug": "productivity",
            "url": "https://www.producthunt.com/categories/productivity"
          },
          {
            "name": "Marketing & Sales",
            "slug": "marketing-sales",
            "url": "https://www.producthunt.com/categories/marketing-sales"
          },
          {
            "name": "CRM software",
            "slug": "crm",
            "url": "https://www.producthunt.com/categories/crm"
          }
        ],
        "is_no_longer_online": null,
        "similarity_score": 5.147077258213519
      }
    ],
    "total_found": null,
    "page_count": 1,
    "blocked": false,
    "proxy_traffic_bytes": 85074
  },
  "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-products-alternatives \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"product":"doplac-crm","max_items":2}'
Use cases

What teams use it for

Where this field shows up in an actual workflow.

Competitor sets

Build the list of products your target is compared with, with ratings and review counts side by side.

Positioning research

See which categories the closest alternatives sit in and how each is rated.

Sales targeting

Find products that serve the same buyers as an account you already sell to.

Market maps

Walk from one product to its alternatives, and from each of those on, to chart a space.

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
  • —The similarity score is the platform's own number; its method is not documented here.
  • —The sample returned no total (total_found is null), so the count is what max_items allows or the platform lists.
  • —Launch counts (post_count) are null on alternative cards.
FAQ

Questions, answered

It is returned as the platform gives it. Treat it as a ranking hint within one product's list rather than a measure to compare across different products.

Related

Related sources

Try product hunt product alternatives on your own data

One request format across every source in the catalog.

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