# Quick Start Example Here's a complete walkthrough of using the meta-skill-generator to create a PDF processing skill. ## Scenario You want to create a skill that handles PDF operations. You find yourself repeatedly: - Converting PDFs to images - Extracting text from PDFs - Merging multiple PDFs - Summarizing PDF contents ## Step 1: Run the Interactive Creator ```bash cd /path/to/skills /path/to/meta-skill-generator/scripts/init_skill_with_analysis.py pdf-tools --path . ``` ## Step 2: Provide Example Use Cases ``` ====================================================================== STEP 1: GATHER EXAMPLE USE CASES ====================================================================== Provide 3-5 example requests that your skill should handle. Each example should be a concrete user request. Press Enter twice when done. Example 1: Convert this PDF to PNG images Example 2: Extract all text from document.pdf Example 3: Merge these three PDFs into one Example 4: Summarize the key points in this research paper Example 5: ``` ## Step 3: Review Workflow Analysis ``` ====================================================================== STEP 2: ANALYZING WORKFLOW ====================================================================== ====================================================================== WORKFLOW ANALYSIS REPORT ====================================================================== Total operations identified: 4 - Go scripts recommended: 3 - Python scripts recommended: 0 - Agent workflows recommended: 1 ---------------------------------------------------------------------- GO SCRIPTS (Deterministic, Performance-Critical) ---------------------------------------------------------------------- 1. Convert this PDF to PNG images Reason: Deterministic operation with performance/binary characteristics Suggested name: convert-pdf-png 2. Extract all text from document.pdf Reason: Deterministic operation suitable for compiled binary Suggested name: extract-text-document 3. Merge these three PDFs into one Reason: Deterministic operation suitable for compiled binary Suggested name: merge-three-pdfs ---------------------------------------------------------------------- AGENT WORKFLOWS (Reasoning Required) ---------------------------------------------------------------------- 1. Summarize the key points in this research paper Reason: Requires reasoning, context analysis, or decision-making Implementation: Keep as natural language workflow in SKILL.md ====================================================================== Does this analysis look correct? Continue with skill creation? (y/n): y ``` ## Step 4: Initialize Skill ``` ====================================================================== STEP 3: INITIALIZING SKILL ====================================================================== 🚀 Initializing skill: pdf-tools Location: . ✅ Created skill directory: ./pdf-tools ✅ Created SKILL.md ✅ Created scripts/example.py ✅ Created references/api_reference.md ✅ Created assets/example_asset.txt ``` ## Step 5: Specify Go Scripts ``` ====================================================================== STEP 4: SPECIFY GO SCRIPTS ====================================================================== Based on the analysis, let's define the Go scripts. Enter details for each deterministic operation. --- Go Script 1 --- Script name (e.g., pdf-to-images): pdf-to-images Description: Convert PDF pages to PNG images Input (e.g., 'PDF file path'): PDF file path Output (e.g., 'Directory of PNG files'): Directory containing PNG files for each page Logic (e.g., 'Extract each page at 300 DPI'): Extract each page as separate PNG at 300 DPI ✅ Script 'pdf-to-images' configured --- Go Script 2 --- Script name (e.g., pdf-to-images): extract-text Description: Extract text from PDF Input (e.g., 'PDF file path'): PDF file path Output (e.g., 'Directory of PNG files'): Text content to stdout Logic (e.g., 'Extract each page at 300 DPI'): Parse PDF and extract all text content ✅ Script 'extract-text' configured --- Go Script 3 --- Script name (e.g., pdf-to-images): merge-pdfs Description: Merge multiple PDF files Input (e.g., 'PDF file path'): Multiple PDF file paths Output (e.g., 'Directory of PNG files'): Single merged PDF file Logic (e.g., 'Extract each page at 300 DPI'): Combine all input PDFs into one output PDF ✅ Script 'merge-pdfs' configured --- Go Script 4 --- Script name (e.g., pdf-to-images): ``` ## Step 6: Scripts Generated ``` ====================================================================== STEP 5: GENERATING GO SCRIPTS ====================================================================== Generating pdf-to-images... ✅ Generated pdf-to-images Generating extract-text... ✅ Generated extract-text Generating merge-pdfs... ✅ Generated merge-pdfs ``` ## Step 7: Skill Created ``` ====================================================================== STEP 6: FINALIZING SKILL.MD ====================================================================== ✅ Updated SKILL.md with 4 example use cases ====================================================================== ✅ SKILL CREATED SUCCESSFULLY ====================================================================== Skill location: ./pdf-tools Next steps: 1. Review and customize SKILL.md: - Complete the description in frontmatter - Add detailed workflow instructions - Remove TODO placeholders 2. Build Go scripts: cd ./pdf-tools ./scripts/build_pdf-to-images.sh ./scripts/build_extract-text.sh ./scripts/build_merge-pdfs.sh 3. Test the scripts: ./scripts/bin/pdf-to-images --help ./scripts/bin/extract-text --help ./scripts/bin/merge-pdfs --help 4. Package the skill: python3 /path/to/skill-creator/scripts/package_skill.py ./pdf-tools ``` ## What Was Created ### Directory Structure ``` pdf-tools/ ├── SKILL.md # Main documentation ├── scripts/ │ ├── pdf-to-images.go # Generated Go source │ ├── extract-text.go │ ├── merge-pdfs.go │ ├── build_pdf-to-images.sh # Build scripts │ ├── build_extract-text.sh │ └── build_merge-pdfs.sh ├── references/ │ └── api_reference.md # For detailed docs └── assets/ └── example_asset.txt # For templates ``` ### Generated Go Script Example **pdf-to-images.go** (partial): ```go package main import ( "flag" "fmt" "log" "os" "io" "path/filepath" ) // Convert PDF pages to PNG images // Generated by meta-skill-generator for Claude Code skills var ( verbose = flag.Bool("verbose", false, "Enable verbose logging") help = flag.Bool("help", false, "Show this help message") ) func main() { flag.Usage = usage flag.Parse() if *help { usage() os.Exit(0) } // Validate and process... } func usage() { fmt.Fprintf(os.Stderr, "Usage: %s [options] \n", os.Args[0]) fmt.Fprintf(os.Stderr, "\nConvert PDF pages to PNG images\n\n") fmt.Fprintf(os.Stderr, "Input: PDF file path\n") fmt.Fprintf(os.Stderr, "Output: Directory containing PNG files for each page\n\n") fmt.Fprintf(os.Stderr, "Options:\n") flag.PrintDefaults() } // ... validation and processing logic ... ``` ### SKILL.md Example ```markdown --- name: pdf-tools description: [TODO: Complete description with when to use this skill] --- # Pdf Tools ## Overview [TODO: 1-2 sentences] ## Example Use Cases 1. Convert this PDF to PNG images 2. Extract all text from document.pdf 3. Merge these three PDFs into one 4. Summarize the key points in this research paper ### pdf-to-images Convert PDF pages to PNG images **Input:** PDF file path **Output:** Directory containing PNG files for each page **Usage:** ```bash scripts/bin/pdf-to-images [options] scripts/bin/pdf-to-images --help ``` # ... more documentation ... ``` ## Next: Customize and Complete ### 1. Edit SKILL.md ```yaml --- name: pdf-tools description: Comprehensive PDF manipulation toolkit. Use for converting PDFs to images, extracting text, merging documents, and analyzing PDF content. Triggers: mentions of PDF, .pdf files, document processing. --- ``` Add workflow sections, usage examples, etc. ### 2. Implement TODOs in Go Scripts The generated Go scripts have `// TODO:` comments where you need to add the actual PDF processing logic. You might use libraries like: ```go // Add PDF processing library import "github.com/pdfcpu/pdfcpu/pkg/api" ``` ### 3. Build the Scripts ```bash cd pdf-tools chmod +x scripts/build_*.sh ./scripts/build_pdf-to-images.sh ./scripts/build_extract-text.sh ./scripts/build_merge-pdfs.sh ``` ### 4. Test ```bash ./scripts/bin/pdf-to-images test.pdf output/ ./scripts/bin/extract-text test.pdf ./scripts/bin/merge-pdfs file1.pdf file2.pdf merged.pdf ``` ### 5. Package ```bash python3 /path/to/skill-creator/scripts/package_skill.py pdf-tools ``` This creates `pdf-tools.skill` ready to share! ## Key Takeaways 1. **Interactive workflow** - Guides you through the entire process 2. **Smart analysis** - Automatically identifies what should be scripts 3. **Production-ready code** - Generates complete, working templates 4. **Best practices** - Follows skill-creator conventions 5. **Fast iteration** - From idea to packaged skill in minutes ## Customization You can customize the generated scripts by: - Adding actual implementation for TODOs - Importing necessary libraries - Adding more CLI flags - Enhancing error handling - Adding more helper functions The template provides the structure; you add the domain-specific logic. ## Result You now have a complete, well-structured skill with: - ✅ Separated deterministic operations (Go scripts) - ✅ Identified reasoning tasks (agent workflows) - ✅ Clean directory structure - ✅ Production-ready templates - ✅ Comprehensive documentation - ✅ Ready to package and share All created in one interactive session!