Post-hoc analysis tool for validating Claude Code session behavior against SKILL.md specifications.
Works with
AI-first code editor with Composer
Before installing skills in Cursor, ensure your development environment meets these requirements:
node --versionsession-analyzerExecute the skills CLI command in your project's root directory to begin installation:
Fetches session-analyzer from ai-native-camp/camp-2 and configures it for Cursor.
The CLI shows a list of agents. Use arrow keys and space to select Cursor:
Confirm successful installation by checking the skill directory location:
Restart Cursor to activate session-analyzer. Access via /session-analyzer in your agent's command palette.
We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.
Skills execute code in your environment. Always review source, verify the publisher, and test in isolation before production.
Submit your Claude Code skill and start earning
Create detailed user stories, acceptance criteria, and feature specs
Example
Generate user stories for 'password reset feature' with acceptance criteria, edge cases, and test scenarios
Reduce spec writing time by 50%, ensure comprehensive coverage
Research competitors, compare features, identify gaps
Example
Analyze 5 competitor products, create feature comparison matrix, suggest differentiation opportunities
Complete competitive research in 2 hours instead of 2 days
Evaluate features using frameworks (RICE, ICE, Kano) and create prioritized backlogs
Example
Score 20 feature ideas using RICE framework, generate prioritized roadmap with rationale
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Post-hoc analysis tool for validating Claude Code session behavior against SKILL.md specifications.
Analyze completed sessions to verify:
| Parameter | Required | Description |
|---|---|---|
sessionId |
YES | UUID of the session to analyze |
targetSkill |
YES | Path to SKILL.md to validate against |
additionalRequirements |
NO | Extra validation criteria |
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}
Check all required files exist before proceeding. If debug log is missing, analysis will be limited.
Read the target SKILL.md and identify:
From YAML Frontmatter:
hooks.PreToolUse - Expected PreToolUse hooks and matchershooks.PostToolUse - Expected PostToolUse hookshooks.Stop - Expected Stop hookshooks.SubagentStop - Expected SubagentStop hooksallowed-tools - Tools the skill is allowed to useFrom Markdown Body:
Task(subagent_type="..."))Skill("...")).dev-flow/drafts/, .dev-flow/plans/, etc.)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
The debug log (~/.claude/debug/{sessionId}.txt) contains detailed execution traces.
Search patterns:
SubagentStart with query: {agent-name}
SubagentStop with query: {agent-id}
Use script:
${baseDir}/scripts/extract-subagent-calls.sh {debug-log-path}
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}
Search patterns:
executePreToolHooks called for tool: {tool-name}
File {path} written atomically
For prompt-based hooks, find the model response:
Hooks: Model response: {
"ok": true/false,
"reason": "..."
}
For each expected artifact:
FileHistory: Tracked file modification for {path}File {path} written atomicallyFor files that should be deleted:
rm commands in Bash calls| 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) | ✅ |
Flag any mismatches:
# 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**Make data-driven prioritization decisions faster
Draft PRDs, status updates, and stakeholder presentations
Example
Create executive summary of Q3 roadmap, monthly progress report, feature launch announcement
Save 3-5 hours/week on communication overhead
Prerequisites
Time Estimate
30-60 minutes to see productivity improvements
Steps
Common Pitfalls
✓ Do
✗ Don't
💡 Pro Tips
✓ Use when
Use for user story writing, competitive research, roadmap prioritization, stakeholder communication, and PRD drafting. Best for reducing repetitive documentation and research work.
✗ Avoid when
Avoid for strategic product vision (requires deep customer empathy), pricing decisions (needs market and financial expertise), or when face-to-face customer discovery is more valuable than speed.
mattpocock/skills
parcadei/continuous-claude-v3
cursor/plugins
ailabs-393/ai-labs-claude-skills
pproenca/dot-skills
mattpocock/skills
session-analyzer reduced setup friction for our internal harness; good balance of opinion and flexibility.
Useful defaults in session-analyzer — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
session-analyzer is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
We added session-analyzer from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.
I recommend session-analyzer for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
Useful defaults in session-analyzer — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
We added session-analyzer from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.
I recommend session-analyzer for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
session-analyzer fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.
Keeps context tight: session-analyzer is the kind of skill you can hand to a new teammate without a long onboarding doc.
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