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AI Tooling Detector

mambalabsdevbymambalabsdev
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Analytics & Monitoring
Web Scraping & Data Collection
Marketing Automation

Analyze company domains to detect whether organizations declare, deploy, or commercialize AI tooling with evidence-backed maturity scoring.

AI Tooling Detector connects MCP clients to Mamba Labs' Apify actor to inspect target websites and determine their real-world level of AI adoption. The tool evaluates company domains against four verifiable maturity tiers—commercialized, deployed, declared, or none—by fingerprinting over 50 AI vendors, inspecting pricing models for token allowances and AI add-ons, and auditing technical configurations such as robots.txt and llms.txt files. Tailored for go-to-market workflows and competitive intelligence, it returns structured, Clay-ready JSON with direct evidence for every signal fired.

Key Features

010 GitHub stars
02Outputs flat, Clay-ready JSON payloads optimized for GTM data enrichment workflows
03Classifies domain AI maturity into distinct tiers: commercialized, deployed, declared, or none
04Detects and fingerprints over 50 AI vendors and infrastructure platforms running live on sites
05Inspects pricing pages for token allowances, credits, AI-named tiers, and outcome-based pricing
06Audits technical indicators including llms.txt presence, robots.txt AI crawler rules, and inference endpoints

Use Cases

01Enriching B2B go-to-market account lists with verified signals of enterprise AI adoption
02Conducting competitive intelligence and vendor fingerprinting on target market accounts
03Auditing whether companies back up their public AI marketing claims with operational tooling