--- name: skill-builder description: Build Claude skills from extracted documentation. Use after doc-scraper\/pdf-extractor to generate uploadable skill packages. tools: Read, Write, Bash, Glob --- # Skill Builder Skill ## Purpose Single responsibility: Transform extracted documentation into properly structured Claude skill packages ready for upload. (BP-4) ## Grounding Checkpoint (Archetype 1 Mitigation) Before executing, VERIFY: - [ ] Input data directory exists and contains extracted content - [ ] Content format is recognized (JSON pages, markdown, etc.) - [ ] Output directory is writable - [ ] Skill name follows Claude conventions (lowercase, alphanumeric, hyphens) **DO NOT build without verifying input data quality.** ## Uncertainty Escalation (Archetype 2 Mitigation) ASK USER instead of guessing when: - Multiple input formats detected - which to prioritize? - Category structure unclear from content - Skill description ambiguous - Target audience undefined **NEVER generate placeholder content without user guidance.** ## Context Scope (Archetype 3 Mitigation) | Context Type | Included | Excluded | |--------------|----------|----------| | RELEVANT | Input data, skill config, output path | Other skills | | PERIPHERAL | Similar skill examples | Unrelated documentation | | DISTRACTOR | Previous build attempts | Source scraping details | ## Workflow Steps ### Step 1: Validate Input (Grounding) ```bash # Check input data exists ls -la output\/_data\/ # Verify page count find output\/_data\/pages -name "*.json" | wc -l # Check summary cat output\/_data\/summary.json ``` ### Step 2: Generate Skill Structure Standard Claude skill structure: ``` output\/\/ ├── SKILL.md # Main skill file (required) ├── references\/ # Reference documentation │ ├── index.md # Category index │ ├── getting_started.md │ ├── api_reference.md │ └── guides.md ├── scripts\/ # Optional automation scripts └── assets\/ # Optional images, diagrams ``` ### Step 3: Create SKILL.md Template for SKILL.md: ```markdown # ## Description ## Key Features - Feature 1 - Feature 2 - Feature 3 ## Quick Reference ### Common Patterns ### API Overview ## Navigation | Topic | File | Description | |-------|------|-------------| | Getting Started | references\/getting_started.md | Installation and setup | | API Reference | references\/api_reference.md | Complete API documentation | | Guides | references\/guides.md | How-to guides and tutorials | ## Code Examples <3-5 practical code examples from documentation> ## Common Questions ## Version Information - Documentation version: - Last updated: - Source: ``` ### Step 4: Generate Reference Files Categorize extracted content: ```python # Categories and their keywords categories = { "getting_started": ["intro", "install", "setup", "quickstart"], "api_reference": ["api", "reference", "method", "function", "class"], "guides": ["guide", "tutorial", "how-to", "example"], "concepts": ["concept", "overview", "architecture"], "advanced": ["advanced", "internals", "extend", "customize"] } ``` ### Step 5: Validate Output ```bash # Check required files exist test -f output\/\/SKILL.md || echo "Missing SKILL.md" test -d output\/\/references || echo "Missing references\/" # Verify SKILL.md structure grep "^# " output\/\/SKILL.md grep "^## " output\/\/SKILL.md # Check reference files ls -la output\/\/references\/ ``` ## Recovery Protocol (Archetype 4 Mitigation) On error: 1. **PAUSE** - Preserve partial build 2. **DIAGNOSE** - Check error type: - `Missing input data` → Re-run extraction - `Invalid content format` → Check parser compatibility - `Categorization failed` → Manual category mapping - `Template error` → Check SKILL.md syntax 3. **ADAPT** - Adjust build configuration 4. **RETRY** - Rebuild affected sections (max 3 attempts) 5. **ESCALATE** - Present partial build, ask for guidance ## Checkpoint Support State saved to: `.aiwg\/working\/checkpoints\/skill-builder\/` ``` checkpoints\/skill-builder\/ ├── build_config.json # Build configuration ├── categorization.json # Category assignments ├── skill_md_draft.md # SKILL.md draft └── progress.json # Build progress ``` ## Quality Criteria | Criterion | Requirement | Validation | |-----------|-------------|------------| | SKILL.md present | Required | File exists check | | Description clear | Required | Non-empty, specific | | References organized | Required | At least 2 categories | | Code examples | Recommended | 3+ examples in SKILL.md | | Navigation table | Recommended | Links to all references | ## Output Validation Run quality check after build: ```bash # Use quality-checker skill # Or manual validation: # 1. SKILL.md structure grep -E "^#{1,2} " output\/\/SKILL.md # 2. Code examples present grep -c '```' output\/\/SKILL.md # 3. References populated for f in output\/\/references\/*.md; do echo "$f: $(wc -l < $f) lines" done # 4. No broken links grep -oE '\[.*\]$.*$' output\/\/SKILL.md | head -10 ``` ## Configuration Options ```json { "name": "myskill", "description": "When to use this skill", "input_dir": "output\/myskill_data\/", "output_dir": "output\/myskill\/", "template": "standard", "options": { "extract_examples": true, "max_examples": 10, "generate_faq": true, "include_navigation": true, "min_category_pages": 5 } } ``` ## Templates ### Standard Template Full-featured skill with all sections. ### Minimal Template Just SKILL.md and one reference file. ### API Reference Template Optimized for API documentation. ### Tutorial Template Optimized for learning content. ## Troubleshooting | Issue | Diagnosis | Solution | |-------|-----------|----------| | Missing input data | Data directory not found | Run doc-scraper or pdf-extractor first | | Empty SKILL.md | Template failed | Check input format, verify JSON structure | | No categories | Keywords not matched | Provide custom category mapping | | Build hangs | Large dataset | Use doc-splitter first for 10K+ pages | | Invalid structure | Wrong template | Verify template compatibility with content | ## References - Claude Skills Format: https:\/\/docs.anthropic.com\/skills - Skill Seekers Builder: https:\/\/github.com\/jmagly\/Skill_Seekers - REF-001: Production-Grade Agentic Workflows (BP-4, BP-5) - REF-002: LLM Failure Modes (Archetype 1-4 mitigations)