
trace-interpretation
by murillodutt
Observability and auditing plugin for Claude Code CLI - monitors agents, hooks, and skills execution
SKILL.md
name: trace-interpretation description: | This skill should be used when the user asks about "interpreting ctx-monitor traces", "understanding execution logs", "reading trace files", "what do ctx-monitor events mean", "debugging trace output", or needs guidance on trace file formats, event types, common failure patterns, or troubleshooting ctx-monitor output. version: 0.3.6
Trace Interpretation Guide
Overview
ctx-monitor traces are JSONL files stored in .claude/ctx-monitor/traces/ containing structured event records. Each line is a complete JSON object representing a single execution event.
Event Structure
Every trace event contains these core fields:
{
"event_id": "unique-uuid",
"session_id": "session-uuid",
"timestamp": "2024-01-15T10:30:00.000Z",
"event_type": "PreToolUse|PostToolUse|SessionStart|...",
"status": "pending|success|error",
"tool_name": "Write|Edit|Bash|...",
"args_preview": "truncated arguments (max 500 chars)",
"error_message": "error details if status is error"
}
Event Types
SessionStart
Marks beginning of a Claude Code session.
- Fields:
session_id,cwd,timestamp - Status:
started
SessionEnd
Marks end of a session.
- Fields:
session_id,timestamp - Status:
ended
PreToolUse
Captured before a tool executes.
- Fields:
tool_name,args_preview,tool_use_id - Status:
pending - Use: Identify which tools were called and with what arguments
PostToolUse
Captured after a tool completes.
- Fields:
tool_name,args_preview,result_preview,duration_ms - Status:
successorerror - Use: Identify failures, performance issues, success rates
SubagentStop
Captured when a subagent (Task tool) finishes.
- Fields:
reason - Status:
completed - Use: Track subagent lifecycle and completion reasons
Stop
Captured when the main agent stops.
- Fields:
reason - Status:
completed - Use: Understand why the agent stopped (completion, error, user interrupt)
Reading Trace Files
File Naming
session_{session_id}_{timestamp}.jsonl
Sessions Index
.claude/ctx-monitor/traces/sessions.json contains metadata:
{
"sessions": [
{
"session_id": "abc123",
"started_at": "2024-01-15T10:00:00Z",
"cwd": "/project/path",
"event_count": 150
}
]
}
Parsing JSONL
# View all events
cat session_abc123.jsonl | jq .
# Filter by event type
cat session_abc123.jsonl | jq 'select(.event_type == "PostToolUse")'
# Filter errors only
cat session_abc123.jsonl | jq 'select(.status == "error")'
# Count by event type
cat session_abc123.jsonl | jq -s 'group_by(.event_type) | map({type: .[0].event_type, count: length})'
Common Failure Patterns
Intermittent Failures
Pattern: Same tool succeeds sometimes and fails others. Indicators:
- Tool appears with both
successanderrorstatus - No clear pattern in arguments Causes: Network issues, race conditions, resource contention Solution: Check timing, add retries, verify external dependencies
Hook Not Firing
Pattern: Expected event missing from trace. Indicators:
- PreToolUse present but no PostToolUse
- SessionStart without expected hook context
Causes: Hook configuration error, matcher not matching, timeout
Solution: Verify
hooks.json, check matcher patterns, increase timeout
Cascade Failures
Pattern: One error leads to multiple subsequent errors. Indicators:
- First error followed by many related errors
- Error messages reference same resource Causes: Missing dependency, broken state, insufficient error handling Solution: Fix root cause, add error boundaries
Performance Degradation
Pattern: Increasing duration_ms over time.
Indicators:
- Same tool takes longer in later events
- Memory-related errors appear Causes: Memory leak, resource exhaustion, large context Solution: Profile execution, optimize tool usage, compact context
Missing Events
Pattern: Gaps in event sequence. Indicators:
- PreToolUse without matching PostToolUse
- SessionStart without SessionEnd Causes: Crash, unhandled exception, force quit Solution: Check for crashes, add error handling
Troubleshooting Checklist
-
Verify monitoring is active
- Check
.claude/ctx-monitor/config.jsonhas"enabled": true - Confirm hooks are loaded with
/hookscommand
- Check
-
Check trace file exists
- List files in
.claude/ctx-monitor/traces/ - Verify session_id matches current session
- List files in
-
Analyze error distribution
- Count errors per tool
- Calculate error rate percentage
- Identify error clustering
-
Review timeline
- Sort events by timestamp
- Look for gaps or anomalies
- Correlate with external events
-
Compare with baseline
- Use
/ctx-monitor:diffagainst known-good session - Identify what changed
- Use
Analysis Agents
ctx-monitor provides specialized agents for different analysis needs:
quick-validator (Haiku)
Model: Haiku (fast, cost-efficient) Purpose: Deterministic validation tasks
Use for:
- Schema validation
- Event counting
- Timestamp verification
- Integrity checks
- Corruption detection
Example triggers:
- "validate my traces"
- "how many events in my traces?"
- "check if trace files are corrupted"
Escape mechanism: If quick-validator detects anomalies requiring reasoning (error rate > 10%, orphan events, timing issues), it will stop and suggest using trace-analyzer.
trace-analyzer (inherit)
Model: Inherits from session (user controls via /model)
Purpose: Deep analysis requiring reasoning
Use for:
- Pattern identification
- Root cause analysis
- Event correlation
- Remediation recommendations
Example triggers:
- "analyze my traces"
- "why are there errors?"
- "find issues in execution"
Best practice: For complex analysis, set /model opus before invoking.
Recommended Workflow
1. Start with quick-validator for fast validation
└─ Uses Haiku (cheap, fast)
└─ If anomalies detected → suggests next step
2. For deep analysis, use trace-analyzer
└─ Set model first: /model sonnet or /model opus
└─ Run trace-analyzer for reasoning tasks
Using Analysis Tools
Generate Report
/ctx-monitor:report --format md
Compare Sessions
/ctx-monitor:diff --last 2
Run Audits
/ctx-monitor:audit --type all
Export for Support
/ctx-monitor:export-bundle --anonymize
References
For detailed patterns and advanced techniques, see:
references/event-types.md- Complete event type documentationreferences/common-failures.md- Expanded failure pattern catalog
Score
Total Score
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Reviews
Reviews coming soon

