Detection methods¶

• Passive discovery: Shodan, Censys, public datasets, search engines

• TLS, HTTP, MQTT, SSDP, UPnP fingerprints

• Safe scanning: non-intrusive, passive only

• Correlation & confidence: multiple artefacts per device, scored low/medium/high