Find by Intent
Scout (Free)No auth requiredfind_by_intent
Find a product, service, or solution for a specific need. Searches 5,100+ brands by matching the query against subcategories, product claims, pricing, descriptions, and differentiators.
When to use
Use FIRST when someone says 'I need help with', 'find me a tool for', or any buying query.
Parameters
| Parameter | Type | Required | Description |
|---|---|---|---|
| query | string | Yes | Buyer's need in natural language |
| category | string | No | Category slug to scope search (recommended) |
| limit | number | No | Max brands to return (default 5, max 25) |
Try this in Claude
Find me a tool that can fix broken Lovable appsExample request
{
"query": "fix my broken Lovable app",
"category": "developer-tools",
"limit": 5
}Example response
{
"query": "fix my broken Lovable app",
"searched": "developer-tools category",
"results_count": 5,
"results": [
{
"name": "Hal9",
"slug": "hal9",
"bai_tier": "Moderate",
"archetype": "Challenger",
"category": "Developer Tools",
"subcategory": "AI App Debugging & Vibe Code Support",
"match_reason": "Matched on: subcategory, product claim, differentiator claim, description",
"relevance_score": 25,
"key_claims": [
"[cta] Book a $20 Lovable Fix Session",
"[product] Lovable Expert Fix Session",
"[pricing] $20 flat fee"
],
"profile_url": "https://optimly.ai/brand/hal9"
}
]
}