Drift Summary
Summarize compass drift events from the last 7 days with alerts and top issues.
Installation
- Make sure Claude is on your device and in your terminal.
Skills load from
~/.claude/skills/when Claude Code starts up — so you need it on your machine first. If you don't have it yet, install it once with the command below, then runclaudein any terminal to verify.One-time setupnpm i -g @anthropic-ai/claude-codeAlready have it? Skip ahead.
- Paste into Claude Code or into your terminal.
This copies the whole skill folder into
~/.claude/skills/drift-summary-chunxiaoxx/— the SKILL.md plus any scripts, reference docs, or templates the skill ships with. Safe default: works for every skill.Faster alternative (instruction-only skills)
Skips the clone and grabs only the SKILL.md file. Don't use this if the skill ships Python scripts, reference markdowns, or asset templates — they won't be downloaded and the skill will fail when it tries to load them.
Quick install (SKILL.md only)Sign up to copy - Restart Claude Code.
Quit and reopen Claude Code (or any other agent that loads from
~/.claude/skills/). New skills are picked up on startup. - Just ask Claude.
Skills auto-activate when your request matches the skill's description — no slash command needed. Trigger phrases live in the skill's own frontmatter; you can read them in the “What this skill does” section above.
Prefer to read the source first? Open on GitHub.
When Claude uses it
Summarize last 7 days of compass drift events · alert distribution + top 5 negative drifts · pure read-only · NO LLM.
What this skill does
drift_summary
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
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