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Skills/AI & Agent Building
ai-native-camp avatar

Session Analyzer

ai-native-camp/camp-2

When you need to verify that a Claude Code skill actually did what it was supposed to, this parses session logs and compares them against the SKILL.md spec. It digs through your ~/.claude/ debug logs to extract SubAgent calls, hook triggers, and artifact changes, then builds a pass/fail report. Honestly most useful when you're debugging why a skill isn't behaving right or when you're building new skills and want to confirm the hooks and SubAgents fired in the right order. The scripts handle the grep patterns for you, which saves time since the log format isn't exactly intuitive. Think of it as a test suite for skills that already ran.

installs
1.3K
GitHub stars
19
last updated
Aug 21, 2026
View on GitHubSave

Install

$ npx -y skills add ai-native-camp/camp-2 --skill session-analyzer --agent claude-code

Installs into .claude/skills of the current project.

Files

Session Analyzer Skill

Post-hoc analysis tool for validating Claude Code session behavior against SKILL.md specifications.

Purpose

Analyze completed sessions to verify:

  1. Expected vs Actual Behavior - Did the skill follow SKILL.md workflow?
  2. Component Invocations - Were SubAgents, Hooks, and Tools called correctly?
  3. Artifacts - Were expected files created/deleted?
  4. Bug Detection - Any unexpected errors or deviations?

Input Requirements

ParameterRequiredDescription
sessionIdYESUUID of the session to analyze
targetSkillYESPath to SKILL.md to validate against
additionalRequirementsNOExtra validation criteria

Phase 1: Locate Session Files

Step 1.1: Find Session Files

Session files are located in ~/.claude/:

# Main session log
~/.claude/projects/-{encoded-cwd}/{sessionId}.jsonl

# Debug log (detailed)
~/.claude/debug/{sessionId}.txt

# Agent transcripts (if subagents were used)
~/.claude/projects/-{encoded-cwd}/agent-{agentId}.jsonl

Use script to locate files:

${baseDir}/scripts/find-session-files.sh {sessionId}

Step 1.2: Verify Files Exist

Check all required files exist before proceeding. If debug log is missing, analysis will be limited.


Phase 2: Parse Target SKILL.md

Step 2.1: Extract Expected Components

Read the target SKILL.md and identify:

From YAML Frontmatter:

  • hooks.PreToolUse - Expected PreToolUse hooks and matchers
  • hooks.PostToolUse - Expected PostToolUse hooks
  • hooks.Stop - Expected Stop hooks
  • hooks.SubagentStop - Expected SubagentStop hooks
  • allowed-tools - Tools the skill is allowed to use

From Markdown Body:

  • SubAgents mentioned (Task(subagent_type="..."))
  • Skills called (Skill("..."))
  • Artifacts created (.dev-flow/drafts/, .dev-flow/plans/, etc.)
  • Workflow steps and conditions

Step 2.2: Build Expected Behavior Checklist

Create checklist from SKILL.md analysis:

## Expected Behavior

### SubAgents
- [ ] Explore agent called (parallel, run_in_background)
- [ ] gap-analyzer called before plan generation
- [ ] reviewer called after plan creation

### Hooks
- [ ] PreToolUse[Edit|Write] triggers plan-guard.sh
- [ ] Stop hook validates reviewer approval

### Artifacts
- [ ] Draft file created at .dev-flow/drafts/{name}.md
- [ ] Plan file created at .dev-flow/plans/{name}.md
- [ ] Draft file deleted after OKAY

### Workflow
- [ ] Interview Mode before Plan Generation
- [ ] User explicit request triggers plan generation
- [ ] Reviewer REJECT causes revision loop

Phase 3: Analyze Debug Log

The debug log (~/.claude/debug/{sessionId}.txt) contains detailed execution traces.

Step 3.1: Extract SubAgent Calls

Search patterns:

SubagentStart with query: {agent-name}
SubagentStop with query: {agent-id}

Use script:

${baseDir}/scripts/extract-subagent-calls.sh {debug-log-path}

Step 3.2: Extract Hook Events

Search patterns:

Getting matching hook commands for {HookEvent} with query: {tool-name}
Matched {N} unique hooks for query "{query}"
Hooks: Processing prompt hook with prompt: {prompt}
Hooks: Prompt hook condition was met/not met
permissionDecision: allow/deny

Use script:

${baseDir}/scripts/extract-hook-events.sh {debug-log-path}

Step 3.3: Extract Tool Calls

Search patterns:

executePreToolHooks called for tool: {tool-name}
File {path} written atomically

Step 3.4: Extract Hook Results

For prompt-based hooks, find the model response:

Hooks: Model response: {
  "ok": true/false,
  "reason": "..."
}

Phase 4: Verify Artifacts

Step 4.1: Check File Creation

For each expected artifact:

  1. Search debug log for FileHistory: Tracked file modification for {path}
  2. Search for File {path} written atomically
  3. Verify current filesystem state

Step 4.2: Check File Deletion

For files that should be deleted:

  1. Search for rm commands in Bash calls
  2. Verify file no longer exists on filesystem

Phase 5: Compare Expected vs Actual

Step 5.1: Build Comparison Table

| Component | Expected | Actual | Status |
|-----------|----------|--------|--------|
| Explore agent | 2 parallel calls | 2 calls at 09:39:26 | ✅ |
| gap-analyzer | Called before plan | Called at 09:43:08 | ✅ |
| reviewer | Called after plan | 2 calls (REJECT→OKAY) | ✅ |
| PreToolUse hook | Edit\|Write matcher | Triggered for Write | ✅ |
| Stop hook | Validates approval | Returned ok:true | ✅ |
| Draft file | Created then deleted | Created→Deleted | ✅ |
| Plan file | Created | Exists (10KB) | ✅ |

Step 5.2: Identify Deviations

Flag any mismatches:

  • Missing component calls
  • Wrong order of operations
  • Hook failures
  • Missing artifacts
  • Unexpected errors

Phase 6: Generate Report

Report Template

# Session Analysis Report

## Session Info
- **Session ID**: {sessionId}
- **Target Skill**: {skillPath}
- **Analysis Date**: {date}

---

## 1. Expected Behavior (from SKILL.md)

[Summary of expected workflow]

---

## 2. Skill/SubAgent/Hook Verification

### SubAgents
| SubAgent | Expected | Actual | Time | Result |
|----------|----------|--------|------|--------|
| ... | ... | ... | ... | ✅/❌ |

### Hooks
| Hook | Matcher | Triggered | Result |
|------|---------|-----------|--------|
| ... | ... | ... | ✅/❌ |

---

## 3. Artifacts Verification

| Artifact | Path | Expected State | Actual State |
|----------|------|----------------|--------------|
| ... | ... | ... | ✅/❌ |

---

## 4. Issues/Bugs

| Severity | Description | Location |
|----------|-------------|----------|
| ... | ... | ... |

---

## 5. Overall Result

**Verdict**: ✅ PASS / ❌ FAIL

**Summary**: [1-2 sentence summary]

Scripts Reference

ScriptPurpose
find-session-files.shLocate all files for a session ID
extract-subagent-calls.shParse subagent invocations from debug log
extract-hook-events.shParse hook events from debug log

Usage Example

User: "Analyze session 3cc71c9f-d27a-4233-9dbc-c4f07ea6ec5b against .claude/skills/specify/SKILL.md"

1. Find session files
2. Parse SKILL.md → Expected: Explore, gap-analyzer, reviewer, hooks
3. Analyze debug log → Extract actual calls
4. Verify artifacts → Check .dev-flow/
5. Compare → Build verification table
6. Generate report → PASS/FAIL with details

Additional Resources

Reference Files

  • references/analysis-patterns.md - Detailed grep patterns for log analysis
  • references/common-issues.md - Known issues and troubleshooting

Scripts

  • scripts/find-session-files.sh - Session file locator
  • scripts/extract-subagent-calls.sh - SubAgent call extractor
  • scripts/extract-hook-events.sh - Hook event extractor
SKILL.md on GitHub

Sponsors

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Details

Repository
github.com/ai-native-camp/camp-2
Category
AI & Agent Building
First seen
Apr 16, 2026

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