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Cluster finder API

Searches grouped into intent clusters: how consumers frame the category

APIsReady on ListeningMind.AI
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What it does

Searches grouped into intent clusters: how consumers frame the category

When you need to split a category into the sub-topics customers think in

Usage sample

Request

curl -X POST https://daas.listeningmind.ai/v1/cluster_finder \
  -H 'Authorization: Bearer $LM_KEY' -H 'Content-Type: application/json' \
  -d '{"keyword": "running shoes", "limit": 500, "market": "us"}'

Response (real sample, first part) · 2026-08-24

{
 "id": "ex-cluster_finder-us",
 "tool": "cluster_finder",
 "market": "us",
 "status": "done",
 "mode": "sample",
 "as_of": "2026-08-24",
 "epistemic": "OBSERVED",
 "clusters": [
  {
   "name": "best running shoes cluster 0",
   "keywords": [
    "best website to buy running shoes reddit",
    "best specialty running store reddit",
    "women's clearance athletic shoes",
    "where to buy running shoes reddit",
    "best place to buy running shoes online",
    "running warehouse",
    "best place to buy running shoes near me",
    "where to buy running shoes online"
   ]
  },
  {
   "name": "best running shoes cluster 1",
   "keywords": [
    "best running shoes",
    "nike best daily running shoes 2026 men's reddit women's",
    "best nike running shoes banned",
    "best nike running shoes 2026",
    "nike running shoes",
    "nike vaporfly",
    "nike best daily running shoes 2026 men's reddit",
    "best nike running shoes for beginners"
   ]
  },
  {
   "name": "best running shoes cluster 2",
   "keywords": [
    "strava running shoes review",
    "strava top shoes",
    "strava running shoes review women's",
    "asics novablast 5 men's running shoes review",
    "asics novablast",
    "strava shoes price"
   ]
  },
  {
   "name": "best running shoes cluster 3",
   "keywords": [
    "asics running shoes",
    "runrepeat running shoes reviews amazon 2022",
    "men's running shoes reviews",
    "best running shoes for 5k and 10k",
    "hoka running shoes",
    "best running shoe review site",
    "saucony running shoes",
    "brooks running shoes"
   ]
  },
  {
   "name": "best running shoes cluster 4",
   "keywords": [
    "on running mx es confiable review",
    "best on running shoes for walking",
    "best on cloud shoes for daily running",
…

Connect

Claude

Settings → Connectors → Add custom connector, then paste the address.

https://daas.listeningmind.ai/mcp

ChatGPT

Create a GPT → Actions → import the OpenAPI schema.

https://daas.listeningmind.ai/openapi.json

Cursor · Claude Code

Add the server to mcp.json.

https://daas.listeningmind.ai/mcp

REST

Call with Authorization: Bearer <key>.

https://daas.listeningmind.ai/v1

Permissions and safety

ScopeReads search data and runs analyses. It never changes outside systems.
CostThe price can be checked before a call (estimate_cost); calls above max_lima are not run.
Human approvalA person approves the key and its monthly limit; single calls run within that limit without approval.

How to buy

People

Top up Lima and pay for what you use (1 Lima = $0.077 whole Lima). For now top-ups go through our team. Ask to top up · m-support@listeningmind.com

Agents

An agent requests a key with POST /v1/keys/request, checks the price with POST /v1/estimate_cost, then calls POST /v1/cluster_finder.

Reviews ·

    No reviews yet.

    Who can review: Members who have used data with an API key issued to their e-mail. Only the first letter of your name is shown. A new review replaces your earlier one.

    Questions people ask

    What is the Cluster finder API?

    Searches grouped into intent clusters: how consumers frame the category.

    How much does it cost?

    2 Lima per call + 650 Lima per 1,000 keywords in the clusters.

    How do I start?

    A key is issued at once with a monthly free allowance, and sample calls are free.