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feat: add auto issue labeling and Claude suggestions workflows #326

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@subercui subercui commented Aug 30, 2025

Resolves #325

Adds GitHub Actions workflows for automatic issue management:

🏷️ Auto Issue Labeling:

  • Intelligent categorization using Claude AI
  • Type labels: bug, enhancement, documentation, question, etc.
  • Component labels: model, preprocessing, training, inference, etc.
  • Priority classification: high/medium/low

πŸ’¬ Auto Issue Suggestions:

  • Context-aware helpful comments on new issues
  • Tailored guidance for different issue types
  • References to documentation and tutorials
  • Welcoming community responses

Setup: Complete workflow files and instructions provided in CLAUDE-AUTO-WORKFLOWS.md due to GitHub App workflow permissions.

πŸ€– Generated with Claude Code

claude bot and others added 2 commits August 30, 2025 05:01
- Add auto-issue-labeling.yml for intelligent issue categorization
- Add auto-issue-suggestions.yml for automated helpful comments
- Both workflows trigger on new issues using Claude AI
- Support for component, type, and priority labels
- Context-aware suggestions based on issue content
Co-authored-by: Haotian Cui <subercui@users.noreply.github.com>
- Add comprehensive setup guide for GitHub Actions workflows
- Include auto-issue-labeling.yml for intelligent categorization
- Include auto-issue-suggestions.yml for automated helpful comments
- Provide installation instructions and label requirements
- Support for component, type, and priority labels with context-aware suggestions
Resolves #325
Co-authored-by: Haotian Cui <subercui@users.noreply.github.com>
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claude bot commented Aug 30, 2025

πŸ” Code Review - Auto Issue Management Workflows

Thank you for this contribution! I've reviewed the GitHub Actions workflows for automatic issue labeling and Claude suggestions. Here's my comprehensive feedback:

βœ… Strengths

Code Quality & Documentation:

  • Excellent documentation structure with clear setup instructions
  • Well-organized workflow YAML with appropriate permissions
  • Comprehensive label taxonomy covering all major project areas
  • Clear separation of concerns between labeling and suggestions workflows

Security Considerations:

  • Proper use of id-token: write for OIDC authentication
  • Minimal permissions scope (contents: read, issues: write)
  • Secure secret handling with CLAUDE_CODE_OAUTH_TOKEN
  • Tool restrictions using claude_args with allowed-tools constraint

πŸ”§ Recommendations for Improvement

1. Workflow Robustness:
Consider adding error handling and retry logic:

  • Add continue-on-error: true to prevent workflow failure from blocking issue creation
  • Add timeout-minutes: 5 for timeout protection

2. Rate Limiting & Performance:

  • Both workflows trigger simultaneously on issue creation - consider adding a small delay or combining them
  • No explicit rate limiting for the Claude API calls
  • Consider caching for repeated similar issues

3. Label Management:
The documentation mentions creating labels manually. Consider adding a label setup workflow to automatically create the required labels.

4. Prompt Engineering:

  • The prompts are comprehensive but quite long - consider extracting common instructions to reduce token usage
  • Add examples of good vs bad labeling decisions for consistency
  • Consider adding confidence thresholds for auto-labeling

⚠️ Potential Issues

1. Action Dependency:

  • Relies on anthropics/claude-code-action@v1 which may not exist yet
  • No fallback mechanism if the action fails
  • Version pinning could be more specific (@v1.0.0 vs @v1)

2. Token Costs:

  • Long prompts + issue content could result in significant token usage
  • No cost limiting or budget controls mentioned

3. Edge Cases:

  • No handling for issues with very large content (>context window)
  • No duplicate detection before adding labels
  • No handling for private issues or security-related content

πŸ§ͺ Testing Considerations

The PR lacks testing strategy. Consider:

  • Test workflows on a fork first
  • Add integration tests for common issue types
  • Monitor false positive/negative rates after deployment
  • Consider a staging environment for workflow testing

πŸ“Š Performance Considerations

  • Both workflows run on every issue - could be resource intensive for active repositories
  • Consider implementing smart filtering (skip duplicate issues, limit to certain hours, etc.)
  • Add metrics collection to track workflow success rates and response times

πŸ”’ Security Review - APPROVED

  • Appropriate OAuth token usage
  • Minimal required permissions
  • Tool restriction properly implemented
  • No exposure of sensitive data in prompts

πŸ“ Minor Documentation Issues

  1. Consider adding troubleshooting section for common setup issues
  2. Add examples of expected workflow outputs
  3. Include cost estimation guidance

🎯 Overall Assessment

This is a well-structured contribution that addresses issue #325 effectively. The workflows are thoughtfully designed with good security practices. The main concerns are around operational robustness and cost management rather than fundamental code issues.

Recommendation: βœ… APPROVE with minor improvements suggested above

The implementation provides significant value for issue triage automation while maintaining security best practices. Consider implementing the robustness improvements before production deployment.

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Set up auto issue labeling and suggesting with claude

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