@raghulpasupathi

dom-observer-pro wraps browser mutation and intersection observers for real-time dom change detection with configurable debouncing and content extraction. lacks concrete procedures and explicit error handling.

nsfw-detection classifies images across multiple adult content categories using a local onnx model with confidence scoring and configurable thresholds, but lacks explicit trigger invocation patterns and detailed failure mode handling.

crisis-detector flags suicidal ideation and self-harm through nlp and sentiment scoring, then surfaces crisis hotlines and notifies safety teams. scope and execution both lack rigor for production mental health intervention.

csam-shield provides hash matching, age estimation, and behavioral analysis for detecting child sexual abuse material with automatic ncmec reporting and evidence preservation. implementation requires strict legal compliance and staff protection protocols.