AI Tooling Detector

v1.2.0$0.003/resultSignal Detection

Detects whether a company declares, deploys, or charges for AI. Returns a flat Clay-ready row with an AI maturity tier, detected AI vendors, llms.txt status, and pricing-page evidence.

Install

bash
npx @mambalabsdev/mcp-ai-tooling-detector

Use Cases

  • Who buys it. Bought by teams selling AI infrastructure, AI-adjacent tooling, or anything where "already pays for AI" and "still only talking about AI" are two different pitches.
  • Clay enrichment column. Split your list into companies that already pay for AI and companies that only talk about it, then pitch each group differently.

Features

  • Four-level maturity tier, not a boolean
  • Pricing-page commercialization detection
  • 52 AI vendor fingerprints across 5 categories
  • 29 flat fields, snake_case, one row per domain
  • 26 AI crawler policies read from robots.txt

Input

domainstringoptional

A single company domain. Ignored when domains is filled. Default: intercom.com.

domainsarrayoptional

Batch mode. Takes precedence over domain. Default: [].

check_pricingbooleanoptional

Fetch and score the pricing page. Off caps results at deployed. Default: true.

batchSizeintegeroptional

Domains analyzed concurrently, 1 to 10. Default: 5.

request_timeout_msintegeroptional

Per-request timeout, 3000 to 20000. Default: 9000.

skipCachebooleanoptional

Ignore the 7 day result cache. Default: false.

qa_test_modebooleanoptional

Emit a single summary row and skip all network work. Default: false.

Output schema

json
{
  "domain": "intercom.com",
  "resolved_url": "https://www.intercom.com/",
  "http_status": 200,
  "ai_maturity": "commercialized",
  "uses_ai": true,
  "confidence": 1,
  "has_llms_txt": true,
  "llms_txt_url": "https://intercom.com/llms.txt",
  "detected_tools": [
    {"vendor": "Intercom Fin", "category": "support", "ai_native": true, "confidence": "high", "evidence": "markup match: fin.ai"}
  ],
  "detected_tool_names": "Intercom Fin",
  "detected_categories": ["support"],
  "ai_copy_weight": 8,
  "ai_pricing_detected": true,
  "ai_pricing_score": 10,
  "pricing_url": "https://www.intercom.com/pricing",
  "evidence": ["AI priced per resolved outcome: \"$0.99 per Fin outcome\""],
  "signals_fired": ["llms_txt", "vendor_fingerprint", "pricing_commercialization"],
  "signals_missing": ["ai_txt", "robots_ai_directives"],
  "blocked": false,
  "is_js_rendered": false,
  "fetch_error": null,
  "checked_at": "2026-08-05T17:20:00.000Z"
}

Pricing

$0.003per result

Pay-per-event billing on the Apify platform. You are charged only when the actor returns a result. No subscription, no seat license.

Free-tier Apify accounts include monthly free compute. Upgrade for higher concurrency and volume.

Available on