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driftsummary

SkillMonitoring & ops

Lets your agent summarize the last 7 days of compass drift events with alert counts and the worst drifts.

Use driftsummary in Claude, ChatGPT or Ahel Desktop

Free. Sign in, add driftsummary and connect your AI. About a minute.

ClaudeChatGPTAhel Desktop

Also: Claude Code · Cursor · Codex

Then ask your AI: use the driftsummary skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

driftsummaryStart free
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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