askill
trace-interpretation

trace-interpretationSafety 100Repository

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.

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1.2k downloads
Updated 1/13/2026

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SKILL.md

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: success or error
  • 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 success and error status
  • 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

  1. Verify monitoring is active

    • Check .claude/ctx-monitor/config.json has "enabled": true
    • Confirm hooks are loaded with /hooks command
  2. Check trace file exists

    • List files in .claude/ctx-monitor/traces/
    • Verify session_id matches current session
  3. Analyze error distribution

    • Count errors per tool
    • Calculate error rate percentage
    • Identify error clustering
  4. Review timeline

    • Sort events by timestamp
    • Look for gaps or anomalies
    • Correlate with external events
  5. Compare with baseline

    • Use /ctx-monitor:diff against known-good session
    • Identify what changed

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 documentation
  • references/common-failures.md - Expanded failure pattern catalog

Install

Download ZIP
Requires askill CLI v1.0+

AI Quality Score

95/100Analyzed 2/11/2026

An exceptional technical guide for trace interpretation, providing deep insights into event structures, parsing techniques, and failure patterns with actionable commands.

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Metadata

Licenseunknown
Version0.3.6
Updated1/13/2026
Publishermurillodutt

Tags

github-actionsllmobservability