Add GitHub repository metadata guide

Author: Flamehaven Labs

GITHUB_METADATA.md

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+# GitHub Repository Metadata
+
+## About (Description)
+
+Production-grade static analyzer for detecting AI-generated code quality issues: empty functions, buzzword inflation, and overhyped comments. 79% test coverage, 34 tests passing.
+
+## Topics (GitHub Tags)
+
+```
+ai
+artificial-intelligence
+code-quality
+static-analysis
+code-analyzer
+linter
+python
+ai-detection
+code-review
+developer-tools
+testing
+quality-assurance
+slop-detection
+llm
+code-generator
+ast-analysis
+metrics
+technical-debt
+continuous-integration
+python3
+```
+
+## Suggested Topics (Prioritized - Max 20)
+
+**Primary (Core functionality):**
+1. `ai-code-quality`
+2. `static-analysis`
+3. `code-analyzer`
+4. `ai-detection`
+5. `slop-detector`
+
+**Secondary (Technology):**
+6. `python`
+7. `python3`
+8. `ast-analysis`
+9. `code-metrics`
+
+**Tertiary (Use cases):**
+10. `code-review`
+11. `code-quality`
+12. `linter`
+13. `quality-assurance`
+14. `testing`
+
+**Additional (Context):**
+15. `llm`
+16. `ai-generated-code`
+17. `developer-tools`
+18. `continuous-integration`
+19. `technical-debt`
+20. `software-quality`
+
+## One-liner Description Options
+
+**Option 1 (Current - Comprehensive):**
+```
+Production-grade static analyzer for detecting AI-generated code quality issues: empty functions, buzzword inflation, and overhyped comments. 79% test coverage, 34 tests passing.
+```
+
+**Option 2 (Concise):**
+```
+Detect AI-generated code slop: empty functions, buzzword inflation, overhyped comments. Production-ready with 79% coverage.
+```
+
+**Option 3 (Feature-focused):**
+```
+Static analyzer detecting 3 AI code anti-patterns: empty implementations, documentation inflation, and comment hype. 34 tests, 79% coverage.
+```
+
+**Option 4 (Problem-focused):**
+```
+Stop shipping AI slop. Detects empty functions, fake documentation, and inflated comments in AI-generated code. Production-ready.
+```
+
+**Option 5 (Technical):**
+```
+Multi-metric static analyzer (LDR, Inflation, DDC) for AI-generated code quality. Pattern registry with 12+ anti-patterns. Python 3.8+
+```
+
+## Repository Website
+
+```
+https://github.com/flamehaven01/AI-SLOP-Detector
+```
+
+## Social Preview Card Text
+
+**Title:** AI-SLOP Detector v2.5.0
+
+**Description:** 
+Production-grade static analyzer for AI-generated code quality. Detects empty functions, buzzword inflation, and overhyped comments.
+
+**Stats:**
+- ✅ 34/34 tests passing
+- 📊 79% coverage
+- 🎯 A-Tier (88/100)
+- 🚀 Production Ready
+
+---
+
+## How to Update on GitHub
+
+### Via GitHub Web Interface:
+
+1. **About Section:**
+   - Go to repository main page
+   - Click ⚙️ (gear icon) next to "About"
+   - Add description (choose from options above)
+   - Add website URL (optional)
+   - Add topics (paste from list below)
+
+2. **Topics (Copy-paste ready):**
+```
+ai-code-quality, static-analysis, code-analyzer, ai-detection, slop-detector, python, python3, ast-analysis, code-metrics, code-review, code-quality, linter, quality-assurance, testing, llm, ai-generated-code, developer-tools, continuous-integration, technical-debt, software-quality
+```
+
+### Via GitHub CLI:
+
+```bash
+# Update repository description
+gh repo edit flamehaven01/AI-SLOP-Detector \
+  --description "Production-grade static analyzer for detecting AI-generated code quality issues: empty functions, buzzword inflation, and overhyped comments. 79% test coverage, 34 tests passing."
+
+# Add topics (requires API call)
+gh api repos/flamehaven01/AI-SLOP-Detector/topics \
+  -X PUT \
+  -f names='["ai-code-quality","static-analysis","code-analyzer","ai-detection","slop-detector","python","python3","ast-analysis","code-metrics","code-review","code-quality","linter","quality-assurance","testing","llm","ai-generated-code","developer-tools","continuous-integration","technical-debt","software-quality"]'
+```
+
+### Via Git Repository Settings File:
+
+Create `.github/settings.yml` (if using Probot):
+
+```yaml
+repository:
+  name: AI-SLOP-Detector
+  description: Production-grade static analyzer for detecting AI-generated code quality issues
+  homepage: https://ai-slop-detector.readthedocs.io
+  topics:
+    - ai-code-quality
+    - static-analysis
+    - code-analyzer
+    - ai-detection
+    - slop-detector
+    - python
+    - python3
+    - ast-analysis
+    - code-metrics
+    - code-review
+    - code-quality
+    - linter
+    - quality-assurance
+    - testing
+    - llm
+    - ai-generated-code
+    - developer-tools
+    - continuous-integration
+    - technical-debt
+    - software-quality
+  private: false
+  has_issues: true
+  has_projects: true
+  has_wiki: false
+  has_downloads: true
+  default_branch: main
+  allow_squash_merge: true
+  allow_merge_commit: true
+  allow_rebase_merge: true
+```
+
+---
+
+## Recommended Configuration
+
+**Best Description (Balanced):**
+```
+Production-grade static analyzer for detecting AI-generated code quality issues: empty functions, buzzword inflation, and overhyped comments. 79% test coverage, 34 tests passing.
+```
+
+**Best Topics (20 tags):**
+```
+ai-code-quality
+static-analysis
+code-analyzer
+ai-detection
+slop-detector
+python
+python3
+ast-analysis
+code-metrics
+code-review
+code-quality
+linter
+quality-assurance
+testing
+llm
+ai-generated-code
+developer-tools
+continuous-integration
+technical-debt
+software-quality
+```
+
+**Homepage URL:**
+```
+https://github.com/flamehaven01/AI-SLOP-Detector
+```
+(Or documentation URL if available)
+
+---
+
+## SEO Keywords for Discovery
+
+**Primary Keywords:**
+- AI code quality
+- AI slop detector
+- AI-generated code analyzer
+- Static code analysis
+- Code quality metrics
+
+**Secondary Keywords:**
+- Empty function detection
+- Buzzword inflation detector
+- Code comment analyzer
+- LLM code quality
+- Python code analyzer
+
+**Long-tail Keywords:**
+- Detect AI-generated code issues
+- Analyze AI code quality Python
+- Static analyzer for LLM code
+- Find empty functions in code
+- Detect fake documentation
+
+---
+
+## Social Media Hashtags
+
+```
+#AICode #CodeQuality #StaticAnalysis #Python #DevTools
+#AI #MachineLearning #SoftwareQuality #CodeReview #Testing
+```