manual_slop/conductor/tracks/tool_usage_analytics_20260306/plan.md

Implementation Plan: Tool Usage Analytics (tool_usage_analytics_20260306)

Phase 1: Data Collection

• Task: Initialize MMA Environment
• Task: Verify tool_log_callback
  • WHERE: src/ai_client.py
  • WHAT: Check existing logging

Phase 2: Aggregation

• Task: Implement usage aggregation
  • WHERE: src/gui_2.py or new module
  • WHAT: Count tools, avg times, failures
  • HOW: Process tool_log entries
  • SAFETY: Efficient data structures

Phase 3: Visualization

• Task: Render analytics
  • WHERE: src/gui_2.py
  • WHAT: Charts and tables
  • HOW: imgui tables, plot_lines
  • SAFETY: Handle empty data

Phase 4: Verification

• Task: Test analytics
• Task: Conductor - Phase Verification