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