531 lines
18 KiB
Markdown
531 lines
18 KiB
Markdown
# Sample Output Examples
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Expected output format for skill-finder searches with fitness-based evaluation.
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## Example 1: Specific Use Case Query
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**User Query:** "Find me a skill for creating pitch decks"
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**Output:**
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```
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🔍 Searching for skills matching: "pitch deck creation"
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Semantic terms: pitch deck, presentation, slides, powerpoint, keynote
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🎯 Skills for: "creating pitch decks"
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🏆 #1 presentation-builder ⭐ 245 🔥 | FITNESS: 9.2/10
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Quality Assessment:
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✅ Description: Excellent (2.0/2.0)
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"Create presentations and pitch decks with templates, charts, and data visualization"
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✅ Structure: Well organized (0.9/1.0)
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✅ Examples: Comprehensive workflows (1.0/1.0)
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⚠️ Length: 520 lines (slightly over 500 recommended)
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✅ Progressive disclosure: Excellent use of reference files
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Overall Quality: 8.7/10 (Excellent)
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Why it fits your request:
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• Specifically designed for pitch deck creation
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• Mentions "pitch deck" 8 times in SKILL.md
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• Has pitch deck templates and examples
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• Includes business presentation workflows
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• Supports PowerPoint and Google Slides
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• Has data visualization helpers
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Why it's high quality:
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• Follows all Anthropic best practices
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• Clear, concise instructions
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• Comprehensive examples with workflows
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• Well-tested and actively maintained
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• Good error handling and validation
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📎 https://github.com/user/presentation-builder/blob/main/SKILL.md
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[Preview Full Analysis] [Install]
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🏆 #2 office-automation ⭐ 450 📅 | FITNESS: 6.5/10
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Quality Assessment:
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✅ Well-documented with examples
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✅ Good structure and organization
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⚠️ Description too broad ("office automation")
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⚠️ Not focused on presentations specifically
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❌ Missing pitch deck specific features
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Overall Quality: 7.2/10 (Good)
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Why it partially fits:
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• Includes PowerPoint/Slides capabilities
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• Has slide creation examples
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• Can handle basic presentations
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Why it's not ideal:
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• Generic "office automation" scope
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• No pitch deck templates
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• Lacks business presentation focus
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• No data visualization specific to decks
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• Lower semantic match (only 2 relevant mentions)
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📎 https://github.com/user/office-automation/blob/main/SKILL.md
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[Preview] [Install]
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🏆 #3 document-creator ⭐ 180 🔥 | FITNESS: 4.8/10
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Quality Assessment:
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✅ Clear description and examples
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⚠️ Mixed focus (documents + presentations)
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❌ No progressive disclosure
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❌ Very long SKILL.md (850 lines)
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Overall Quality: 5.5/10 (Fair)
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Why it's a weak match:
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• Primarily focused on documents, not presentations
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• Mentions "presentation" only once
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• No pitch deck specific content
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• Would need significant adaptation
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📎 https://github.com/user/document-creator/blob/main/SKILL.md
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[Review] [Skip]
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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📚 From Awesome Lists:
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Found in awesome-claude-skills (BehiSecc):
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• pptx-generator (FITNESS: 7.2/10) - Good for basic slides
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• slide-master (FITNESS: 8.1/10) - Strong presentation focus
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Found in awesome-claude-skills (travisvn):
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• deck-builder (FITNESS: 7.8/10) - Pitch deck oriented
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[Evaluate These] [Show All]
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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💡 Recommendation: presentation-builder (FITNESS: 9.2/10) ⭐⭐⭐⭐⭐
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Best match for your needs. Specifically designed for pitch decks,
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high quality, follows best practices, and actively maintained.
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Alternative: slide-master from awesome-list (FITNESS: 8.1/10)
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if you need different templates or workflow.
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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```
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## Example 2: Data Analysis Query
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**User Query:** "What's the best skill for automated data analysis?"
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**Output:**
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```
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🔍 Searching for skills matching: "automated data analysis"
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Semantic terms: data analysis, automation, analytics, statistics, visualization
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🎯 Skills for: "automated data analysis"
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🏆 #1 data-analyzer ⭐ 312 🔥 | FITNESS: 9.5/10
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Quality Assessment:
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✅ Description: Perfect specificity (2.0/2.0)
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✅ Concise: 380 lines with excellent references
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✅ Examples: Multiple workflows with validation
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✅ Progressive disclosure: Exemplary
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✅ Error handling: Comprehensive
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Overall Quality: 9.3/10 (Excellent)
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Why it's perfect for your need:
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• Explicitly designed for automated data analysis
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• Mentions "automation" and "analysis" throughout
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• Has complete analysis workflows
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• Includes validation and feedback loops
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• Supports multiple data formats
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• Has statistical analysis helpers
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Key Features:
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• CSV, Excel, JSON analysis
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• Automated statistical tests
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• Visualization generation
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• Report automation
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• Quality checks and validation
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📎 https://github.com/user/data-analyzer/blob/main/SKILL.md
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[Preview Full Analysis] [Install]
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🏆 #2 excel-master ⭐ 456 📅 | FITNESS: 7.8/10
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Quality Assessment:
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✅ Good quality, well-maintained
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⚠️ Excel-specific (limited to one format)
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⚠️ Less automation focus
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Overall Quality: 7.5/10 (Good)
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Why it's good but not perfect:
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• Strong Excel analysis capabilities
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• Has some automation features
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• But limited to Excel format only
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• Less comprehensive than data-analyzer
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📎 https://github.com/user/excel-master/blob/main/SKILL.md
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[Preview] [Install]
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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💡 Recommendation: data-analyzer (FITNESS: 9.5/10) ⭐⭐⭐⭐⭐
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Exactly what you need. Purpose-built for automated data analysis,
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excellent quality, comprehensive features.
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```
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## Example 3: No Strong Match Found
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**User Query:** "Find me a skill for quantum computing simulations"
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**Output:**
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```
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🔍 Searching for skills matching: "quantum computing simulations"
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Semantic terms: quantum, computing, simulation, qubit, circuit
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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⚠️ No Strong Matches Found
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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Searched 47 skills, but none strongly match your query.
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Best partial matches:
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🏆 #1 scientific-computing ⭐ 123 📅 | FITNESS: 4.2/10
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Quality: 7.0/10 (Good)
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Partial match because:
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• General scientific computing
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• Mentions "simulation" a few times
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• No quantum-specific content
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• Would need significant adaptation
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📎 https://github.com/user/scientific-computing/blob/main/SKILL.md
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🏆 #2 python-automation ⭐ 89 🔥 | FITNESS: 3.1/10
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Quality: 6.5/10 (Good)
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Weak match:
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• Python scripting focus
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• Could theoretically run quantum libraries
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• But no quantum-specific guidance
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📎 https://github.com/user/python-automation/blob/main/SKILL.md
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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💡 Recommendations:
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None of these skills are strong matches for quantum computing.
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Consider:
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• Searching awesome-lists directly for quantum skills
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• Requesting a quantum skill from curators
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• Creating a custom skill for your specific need
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• Broaden search: "scientific computing" or "physics simulations"
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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```
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## Example 4: Full Analysis Details
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**User Action:** Clicks [Preview Full Analysis] on presentation-builder
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**Output:**
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```
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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📊 Full Analysis: presentation-builder
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🏢 Repository Info:
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Owner: presentation-tools
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Stars: ⭐ 245
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Updated: 🔥 2 days ago (very active)
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URL: https://github.com/presentation-tools/presentation-builder
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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📊 Quality Breakdown (Anthropic Best Practices)
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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Description Quality: 2.0/2.0 ✅
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✅ Highly specific: "Create presentations and pitch decks"
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✅ Includes what: presentation/pitch deck creation
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✅ Includes when: "Use when creating business presentations"
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✅ Written in third person
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✅ Contains key trigger terms
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✅ Under 1024 characters
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Name Convention: 0.5/0.5 ✅
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✅ Follows naming rules (lowercase, hyphens)
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✅ Descriptive gerund form
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✅ Clear and specific
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✅ No reserved words
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Conciseness: 1.3/1.5 ⚠️
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⚠️ 520 lines (slightly over 500 recommended)
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✅ No unnecessary fluff
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✅ Gets to the point quickly
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✅ Additional details in separate files
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Progressive Disclosure: 1.0/1.0 ✅
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✅ SKILL.md serves as excellent overview
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✅ References 4 additional files appropriately:
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• templates.md (pitch deck templates)
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• charts.md (data visualization guide)
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• workflows.md (presentation creation flows)
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• examples.md (real-world examples)
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✅ All references are 1 level deep
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✅ Well-organized by feature
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Examples & Workflows: 1.0/1.0 ✅
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✅ Concrete pitch deck example
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✅ Step-by-step workflow
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✅ Input/output pairs shown
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✅ Code snippets included
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✅ Real patterns, not placeholders
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Degree of Freedom: 0.5/0.5 ✅
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✅ Appropriate for task type
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✅ Flexible for creative tasks
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✅ Structured for technical steps
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✅ Good balance
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Dependencies: 0.5/0.5 ✅
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✅ All dependencies listed (python-pptx, matplotlib)
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✅ Installation instructions clear
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✅ Verified available in environment
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Structure: 0.9/1.0 ✅
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✅ Excellent organization
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✅ Clear section headings
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✅ Logical flow
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⚠️ Minor: One inconsistent heading style
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Error Handling: 0.5/0.5 ✅
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✅ Scripts handle errors explicitly
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✅ Validation loops for quality
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✅ Clear error messages
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✅ Feedback loops implemented
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Anti-Patterns: 0.9/1.0 ✅
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✅ No time-sensitive information
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✅ Consistent terminology
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✅ Unix-style paths throughout
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⚠️ One instance: offers 2 template choices (minor)
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Testing: 0.5/0.5 ✅
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✅ Clear testing approach documented
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✅ Example evaluations included
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✅ Success criteria defined
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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Total Quality Score: 8.7/10 (Excellent Tier)
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🎯 Semantic Match Analysis
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User Query: "creating pitch decks"
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Extracted terms: pitch deck, presentation, slides, powerpoint, keynote
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Skill Content Analysis:
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✅ "pitch deck" - 8 occurrences
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✅ "presentation" - 15 occurrences
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✅ "slides" - 12 occurrences
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✅ "powerpoint" - 4 occurrences
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✅ "business" - 6 occurrences (contextually relevant)
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✅ Has "templates" section with pitch deck examples
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✅ Has "data visualization" section for charts
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✅ Has complete workflow for deck creation
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Key Features Found:
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• Pitch deck template library
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• Business presentation workflows
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• Data chart integration
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• Multi-format export (PPTX, Google Slides)
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• Automated layout suggestions
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Semantic Match Score: 9.5/10
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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Fitness Score Calculation
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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semantic_match * 0.4 = 9.5 * 0.4 = 3.8
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quality_score * 0.3 = 8.7 * 0.3 = 2.61
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(stars/100) * 0.2 = 2.45 * 0.2 = 0.49
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freshness * 0.1 = 10 * 0.1 = 1.0
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------
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Final FITNESS Score: 8.9/10
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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✅ Recommendation: Highly Recommended ⭐⭐⭐⭐⭐
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This skill is an excellent match for your needs:
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Strengths:
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• Purpose-built for pitch deck creation
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• Follows Anthropic best practices closely
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• Well-maintained and actively developed
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• Comprehensive features and workflows
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• High semantic alignment with your query
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Minor considerations:
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• Slightly over 500 lines (520) - still very good
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• One minor heading inconsistency
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Overall: This is the best available skill for creating pitch decks.
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Install with confidence.
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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[Install Now] [View SKILL.md] [Back to Results]
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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```
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## Example 5: Multiple Good Matches
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**User Query:** "Find skills for git commit messages"
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**Output:**
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```
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🔍 Searching for skills matching: "git commit messages"
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Semantic terms: git, commit, message, changelog, version control
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🎯 Skills for: "git commit messages"
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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Found 3 excellent matches!
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🏆 #1 commit-helper ⭐ 89 🔥 | FITNESS: 9.1/10
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Quality: 8.9/10 (Excellent)
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Perfect for:
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• Generating commit messages from diffs
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• Following conventional commit format
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• Analyzing changes semantically
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📎 https://github.com/user/commit-helper/blob/main/SKILL.md
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[Preview] [Install]
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🏆 #2 git-automation ⭐ 156 🔥 | FITNESS: 8.7/10
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Quality: 8.2/10 (Excellent)
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Good for:
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• Broader git workflows
|
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• Includes commit message generation
|
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• Plus branching and PR helpers
|
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📎 https://github.com/user/git-automation/blob/main/SKILL.md
|
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[Preview] [Install]
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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🏆 #3 changelog-generator ⭐ 67 📅 | FITNESS: 7.4/10
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Quality: 7.8/10 (Good)
|
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Alternative approach:
|
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• Focused on changelog generation
|
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• Can help with commit message consistency
|
|
• Different workflow than #1 and #2
|
|
|
|
📎 https://github.com/user/changelog-generator/blob/main/SKILL.md
|
|
[Preview] [Install]
|
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
|
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💡 Recommendation:
|
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|
All three are high quality! Choose based on your workflow:
|
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• commit-helper (FITNESS: 9.1/10) - Best if you ONLY need commit messages
|
|
• git-automation (FITNESS: 8.7/10) - Best if you want broader git help
|
|
• changelog-generator (FITNESS: 7.4/10) - Best if you maintain changelogs
|
|
|
|
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
|
|
```
|
|
|
|
## Key Differences from Old Output
|
|
|
|
### Old Approach (Popularity-Based):
|
|
```
|
|
🏆 #1 awesome-claude-skills ⭐ 1703 🔥
|
|
BehiSecc/awesome-claude-skills • Updated 6 days ago
|
|
A curated list of Claude Skills.
|
|
📎 https://github.com/BehiSecc/awesome-claude-skills
|
|
```
|
|
|
|
Problems:
|
|
- Just shows star count
|
|
- No quality assessment
|
|
- No fitness to user query
|
|
- Awesome-lists mixed with actual skills
|
|
- No explanation of WHY it's ranked #1
|
|
|
|
### New Approach (Fitness-Based):
|
|
```
|
|
🏆 #1 presentation-builder ⭐ 245 🔥 | FITNESS: 9.2/10
|
|
|
|
Quality Assessment: 8.7/10 (Excellent)
|
|
|
|
Why it fits your request:
|
|
• Specifically designed for pitch decks
|
|
• Mentions your key terms 8 times
|
|
• Has templates and workflows
|
|
|
|
Why it's high quality:
|
|
• Follows Anthropic best practices
|
|
• Well-tested and maintained
|
|
```
|
|
|
|
Benefits:
|
|
- Shows FITNESS to specific query
|
|
- Explains WHY it's a good match
|
|
- Evaluates against best practices
|
|
- Separates awesome-lists
|
|
- Actionable quality assessment
|
|
|
|
---
|
|
|
|
**Remember:** The goal is finding the RIGHT skill for the SPECIFIC need, not just what's popular.
|