Core FeaturesAI Issue Triage
AI Issue Triage
Automatic categorization and priority assignment
Last updated: June 12, 2024
AI Issue Triage
GitScope's AI-powered triage system automatically categorizes and prioritizes GitHub issues using advanced natural language processing.
How It Works
The AI triage system analyzes:
- Issue titles and descriptions
- Code snippets and error messages
- Historical patterns from similar issues
- User interaction patterns
Categories
Bug Reports
Automatically identifies:
- Error descriptions and stack traces
- Crash reports and exceptions
- Performance issues
- Regression reports
Feature Requests
Detects:
- Enhancement proposals
- New functionality requests
- API suggestions
- User experience improvements
Documentation
Recognizes:
- Documentation gaps
- Tutorial requests
- API documentation needs
- README improvements
Security Issues
Identifies:
- Vulnerability reports
- Security concerns
- Privacy issues
- Access control problems
Priority Levels
Critical
- Security vulnerabilities
- Data loss scenarios
- Service outages
- Breaking changes
High
- Major functionality broken
- Performance degradation
- User-blocking issues
Medium
- Minor bugs
- Feature requests
- Documentation updates
Low
- Cosmetic issues
- Nice-to-have features
- Minor improvements
How AI Triage Works
GitScope uses advanced machine learning to automatically analyze your issues. The system:
- Learns from patterns in your repository's issue history
- Adapts to your project's specific terminology and context
- Improves accuracy over time based on community feedback
- Provides confidence scores for each classification
Monitoring & Feedback
Accuracy Metrics
Track triage accuracy with built-in metrics:
- Classification precision
- Priority accuracy
- User feedback integration
Manual Override
- Correct misclassified issues
- System learns from corrections
- Improved accuracy over time
Best Practices
- Regular Review: Check AI classifications weekly
- Feedback Loop: Correct misclassifications promptly
- Custom Rules: Add project-specific patterns
- Team Training: Ensure team understands categories
Viewing Analysis Results
Access AI triage results directly in the GitScope dashboard:
- View classification results in the Issues section
- See priority assignments and confidence scores
- Track accuracy metrics and improvement over time
Troubleshooting
Low Accuracy
- Add more training data
- Review custom rules
- Check for ambiguous issue descriptions
Missing Classifications
- Verify repository sync
- Check API rate limits
- Review error logs