Tag Classification For Code Understanding And Categorization

via “turn classification and task categorization engine”

See where your AI coding tokens go. Interactive TUI dashboard for Claude Code, Codex, and Cursor cost observability.

Unique: Uses multi-signal heuristic classification (file types, tool invocations, context patterns) rather than simple keyword matching, enabling semantic understanding of turn purpose. Tracks one-shot success rate per task category to identify which activity types benefit most from AI assistance.

vs others: Provides task-level cost visibility that generic token counters cannot offer, allowing developers to optimize by activity type rather than just by model or project.