Individual skill
nav-diagnose
Detect quality drops in AI output and prompt re-anchoring. Auto-triggers after repeated corrections, context confusion, or when user says "something seems off", "you're not getting this".
skills/nav-diagnose/SKILL.md
Source commit 435dd4b2d0c7c52cfa06f660d3d2e2564b7fd45e
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- Observed behavior
- Not checked yet
- Last checked
- Nov 6, 2026
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Repository context
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- 355
- Repository last updated
- Nov 6, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-assistant Repository topic
- ai-tools Repository topic
- anthropic Repository topic
- claude Repository topic
- claude-code Repository topic
- context-engineering Repository topic
- developer-tools Repository topic
- llm Repository topic
- plugin Repository topic
- productivity Repository topic
- engineering Derived category
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SKILL.mdcore · 9,841 bytesSKILL.mdcore · 9,841 bytesfunctions/quality_detector.pyruns · 10,052 bytes
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# Navigator Diagnose Skill
Detect when human-AI collaboration quality drops and prompt re-anchoring to restore effective communication.
## Why This Exists (Theory of Mind)
Based on Riedl & Weidmann 2025 research on Human-AI Synergy:
- Theory of Mind varies dynamically within users (moment-to-moment)
- Quality drops occur when ToM alignment degrades
- Early detection and re-anchoring restores collaboration effectiveness
- Both user ToM (understanding Claude) and Claude's model of user can drift
This skill detects when collaboration is degrading and prompts corrective action.