# 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