driftsummary
SkillMonitoring & opsLets your agent summarize the last 7 days of compass drift events with alert counts and the worst drifts.
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
Then ask your AI: use the driftsummary skill
About this skill
Summarize last 7 days of compass drift events · alert distribution + top 5 negative drifts · pure read-only · NO LLM.
What this skill tells your AI
The instructions your AI receives, as published by chunxiaoxx/nautilus-compass in skills/codified/drift_summary/SKILL.md and read by ahel’s review.
Read ~/.claude/plugins/nautilus-compass/.cache/drift_history.jsonl (or
override path) and aggregate the last N days of drift events.
When to use
- Weekly review: "where am I drifting recently?"
- Pre-ship audit: "any red alerts in the last 24h?"
- Anchor reset: "what's the top neg-hit signal across recent prompts?"
Why codified (not prototype)
- 7+ runs over multiple weeks (5/04, 5/12, 5/17 etc · 每次 user 问 drift 摘要)
- Pure read-only · no side effects · cannot regress
- Deterministic output schema · easy to assert in smoke tests
Signals
- GitHub stars
- 818
- Forks
- 18
- Last commit
- Sep 2026
Advanced
- Item type
- skill
- Key
drift-summary- Source
- github.com/chunxiaoxx/nautilus-compass
github.com/chunxiaoxx/nautilus-compass
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