| name | meta-analyst |
| description | Self-reflection and auto-improvement skill — analyzes session logs, tracks patterns, produces efficiency reports |
| triggers | ["analyze sessions","efficiency report","track event","meta analysis","self-improvement report"] |
| category | meta |
| maturity | stable |
| tags | ["session-analysis","self-reflection","efficiency-report","event-tracking","patterns"] |
Meta-Analyst
Self-reflection skill that analyzes your session logs, tracks events, and produces efficiency reports. Helps identify what fails often, what takes too long, and what patterns repeat.
Commands
Track an event
node ${CLAUDE_SKILLS_DIR:-$HOME/.claude-agent/.claude/skills}/meta-analyst/scripts/track.cjs <type> "message" [--category CAT] [--duration DUR] [--source SRC]
Types: error, success, retry, improvement, lesson
Examples:
node ${CLAUDE_SKILLS_DIR:-$HOME/.claude-agent/.claude/skills}/meta-analyst/scripts/track.cjs error "cloudscraper failed" --category scraping
node ${CLAUDE_SKILLS_DIR:-$HOME/.claude-agent/.claude/skills}/meta-analyst/scripts/track.cjs success "built kanban skill" --duration 45m --category skill-building
node ${CLAUDE_SKILLS_DIR:-$HOME/.claude-agent/.claude/skills}/meta-analyst/scripts/track.cjs retry "web_search failed, used searxng" --category search
node ${CLAUDE_SKILLS_DIR:-$HOME/.claude-agent/.claude/skills}/meta-analyst/scripts/track.cjs lesson "always verify sub-agent output" --category workflow
Generate a report
node ${CLAUDE_SKILLS_DIR:-$HOME/.claude-agent/.claude/skills}/meta-analyst/scripts/report.cjs [--period week|month|all] [--format markdown|json] [--out-file PATH]
Raw analysis (JSON)
node ${CLAUDE_SKILLS_DIR:-$HOME/.claude-agent/.claude/skills}/meta-analyst/scripts/analyze.cjs [--period week|month|all]
Data Sources
~/.openclaw-poe/workspace/memory/*.md — daily log files (parsed for tool usage, errors, projects, lessons)~/.meta-analyst/events.db — SQLite database of tracked events
Report Sections
- Tool usage frequency
- Error/failure patterns
- Common shell commands
- Project focus distribution
- Sub-agent & retry reliability stats
- Tracked events summary
- Lessons learned
- Auto-generated improvement suggestions
Agent Workflow
During heartbeats (periodic)
- Run
report.cjs --period week every few days to check trends
- Track notable events as they happen (errors, retries, successes)
- Review suggestions and act on recurring issues
After task completion
- Track success/failure:
track.cjs success "task description" --duration Xm
- If something failed/retried:
track.cjs retry "what happened" --category X
Weekly review
- Generate full report:
report.cjs --period week --out-file /tmp/weekly-report.md
- Update MEMORY.md with key insights
- Address top suggestions
Technical Details
- DB:
~/.meta-analyst/events.db (SQLite via better-sqlite3)
- Node modules symlinked from kanban-agent
- All scripts are
.cjs (CommonJS)
