HTTPS request to /autodiscover/autodiscover.json with a query string containing @zdi/Powershell.

Redis session where the client presents the MGLNDD-prefixed identifier (for example MGLNDD_[ip]_6379) within the connection metadata, indicating activity from a specific automated Redis scanning framework. The behavior is triggered by the previously defined primitive detecting this exact tag pattern and groups sessions attributed to that tooling. The behavior reflects identifiable automated access rather than standard Redis client usage and does not assume additional commands beyond the observable identifier.

Identifies HTTP requests targeting the web server root path ("/"), typically used for initial service discovery, host validation, or baseline content inspection prior to deeper enumeration.

Client repeatedly sends GET requests to the /bad-request Docker API endpoint, indicating malformed or incompatible traffic against the Docker daemon. This pattern is typically associated with generic internet scanning or tools attempting HTTP interaction without speaking the proper Docker API protocol.

FTP session where the client issues AUTH TLS to upgrade the connection to Transport Layer Security. This reflects protocol-level encryption negotiation prior to further interaction.

HTTP request using GET method.

Identifies HTTP GET requests directly targeting the /bad-request path, indicating automated or manual probing of application error-handling routes rather than legitimate navigation flow.