Agents + CLI

Search growth your agents can execute.

DemandFind keeps the UI useful for humans while exposing opportunities as structured data for agents, CLIs, and internal automation.

REST APICLIPython
GET /api/opportunities/:id
{
  "id": "1-low-ctr-best-ai-photo-restoration",
  "query": "seo agent workflow",
  "page": "https://recolorlife.com/",
  "impressions": 310,
  "clicks": 0,
  "ctr": 0,
  "position": 13.8,
  "suggestedAction": {
    "type": "rewrite_snippet",
    "validation": ["title", "meta", "h1"]
  }
}
Opportunity queue
  • recolorlife.comGET /api/opportunities/:idStructured opportunity detail
  • bestdatingphotos.comquery, page, metrics, action, validationReady for CLI and Markdown
  • bestdatingphotos.comOne search task with evidenceNo generic content brief
View all opportunities ->
Google Search Console

Queries, pages, performance

Web crawl

On-page and technical checks

SERP API

Competitor signals

Markdown export

Docs and reports

Why it matters

SEO agents without another passive report.

Give agents the same evidence humans see

Every opportunity includes the query, page, metrics, suggested action, and validation context.

Keep the browser UI as the customer surface

Use the DemandFind app to feel the workflow, then move repeatable steps into CLI and agent flows.

Avoid autonomous sprawl too early

The product stays API-first until the workflow deserves durable agent orchestration.

Workflow

From evidence to action.

  1. 01

    Sync Search Console evidence.

  2. 02

    Select an opportunity in the app.

  3. 03

    Fetch the JSON detail in an agent or CLI.

  4. 04

    Generate implementation notes and validation checks.