Claude-Code-Agent-Monitor

Session Compare

Compare two Claude Code sessions side-by-side using Agent Monitor data.

Input

The user provides: $ARGUMENTS

This may be:

• Two session IDs: "abc123 def456"
• "best vs worst" — compare highest and lowest productivity sessions
• "latest 2" — compare the two most recent sessions
• A session ID + "vs average" — compare one session against the baseline

Procedure

1. Identify sessions to compare:
2. If two IDs given: fetch both from http://localhost:4820/api/sessions/{id}
3. If "best vs worst": fetch sessions, score by completion + cost efficiency, pick extremes
4. If "latest 2": GET /api/sessions?limit=2 (default sort: most recently updated first)
5. If "vs average": fetch session + compute averages from last 50 sessions

1. Gather detailed data for each session:
2. Session metadata: GET /api/sessions/{id}
3. Events: GET /api/events?session_id={id}
4. Agents: GET /api/agents?session_id={id}
5. Cost: GET /api/pricing/cost/{id}

1. Build comparison:

### Overview Comparison | Metric | Session A | Session B | Difference | |--------|-----------|-----------|-----------| | Status | completed | error | — | | Model | sonnet-4 | sonnet-4 | same | | Duration | 12m 34s | 45m 12s | +32m 38s | | Total Cost | $0.0234 | $0.1456 | +522% | | Events | 45 | 187 | +315% | | Tools Used | 8 | 12 | +4 | | Error Count | 0 | 7 | +7 | | Agents | 2 | 5 | +3 |

### Token Comparison | Token Type | Session A | Session B | Difference | |-----------|-----------|-----------|-----------| | Input | N | N | ±N% | | Output | N | N | ±N% | | Cache Read | N | N | ±N% | | Cache Write | N | N | ±N% | | Efficiency | N% | N% | ±N% |

### Tool Usage Comparison

• Tools unique to Session A
• Tools unique to Session B
• Shared tools with usage count comparison
• Error rate per tool in each session

### Timeline Comparison

• Side-by-side event timeline
• Where sessions diverged in approach
• Key decision points that led to different outcomes

### Agent Activity Comparison

• Agent counts and types
• Subagent strategy differences
• Agent success rates

1. Analysis:
2. Why one session was more efficient/successful than the other
3. Key decisions that made the difference
4. Lessons to apply to future sessions

Output Format

Present as a side-by-side comparison report with:

• Executive comparison summary (which session was "better" and why)
• Structured comparison tables with color-coded differences (green = better, red = worse)
• A "Lessons Learned" section with actionable takeaways
• Overall winner declaration with justification