# diet103-auto-activation

> Automatically activates relevant skills based on user context and query patterns

- Author: MikkohChen
- Repository: Frictionless-Labs/claude-skills
- Version: 20251222045014
- Stars: 1
- Forks: 0
- Last Updated: 2026-02-07
- Source: https://github.com/Frictionless-Labs/claude-skills
- Web: https://mule.run/skillshub/@@Frictionless-Labs/claude-skills~diet103-auto-activation:20251222045014

---

---
name: diet103-auto-activation
description: 'Automatically activates relevant skills based on user context and query patterns'
---
# diet103-auto-activation

| Field | Value |
|-------|-------|
| **skill_id** | diet103-auto-activation |
| **skill_name** | Auto Activation |
| **description** | Automatically activates relevant skills based on user context and query patterns |
| **repo** | diet103 |
| **category** | activation |
| **impl_readiness** | 85 |
| **business_value** | 88 |
| **risk_level** | low |
| **role_alignment** | Architect |
| **priority_tier** | TIER-0 |
| **effort_hours** | 1.0 |
| **dependencies** | none |
| **maturity** | active |
| **lifecycle** | candidate |
| **zip_inclusion** | ZIP-1 |

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## Purpose

Enables Claude to automatically detect and activate the most appropriate skill based on user input context, reducing manual skill invocation overhead and improving response relevance.

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## Domain Alignment

| Aspect | Specification |
|--------|---------------|
| **Primary Use** | Skill orchestration and routing |
| **Target Users** | All Claude users |
| **Integration Points** | skill-rules.json, context analyzer |

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## Triggers

| Trigger Type | Pattern |
|--------------|---------|
| **Implicit** | Any user query analyzed for skill match |
| **Explicit** | `@activate` or `@skill` prefix |
| **Contextual** | File type detection, keyword matching |

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## Input/Output

| Direction | Format | Example |
|-----------|--------|---------|
| **Input** | User query string | "Help me debug this Python error" |
| **Output** | Activated skill response | Routes to obra-debugging skill |

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## Safeguards

| Safeguard | Implementation |
|-----------|----------------|
| **Confidence Threshold** | Minimum 70% match before activation |
| **Fallback** | Default to general assistant if no match |
| **Logging** | All activations logged for audit |
| **Override** | User can specify skill manually |

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## Notes

- **Full Slug**: diet103/claude-skills
- **Source**: ChatGPT A1 Master Catalog audit
- **Batch**: ZIP-1 Batch 1 (Foundation)