Smart Test Fixing

关于

The Smart Test Fixing skill enables Claude to efficiently manage and repair broken test suites by organizing failures into logical clusters. Instead of addressing errors at random, it employs a strategic hierarchy—prioritizing infrastructure and API-level issues before diving into complex business logic bugs. This systematic approach reduces debugging time, prevents regression, and ensures a stable codebase, making it an essential tool for developers dealing with refactoring side effects or CI/CD pipeline failures.

主要功能

• Strategic prioritization focusing on infrastructure before logic
• Intelligent error grouping by type, module, and root cause
• Pattern recognition to identify recurring bugs across the suite
• Focused verification of specific test subsets to minimize feedback loops
• Automated test execution using standard tools like pytest
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使用场景

• Resolving widespread test regressions after a major codebase refactor
• Cleaning up legacy projects with accumulated test debt
• Systematically fixing CI/CD pipeline failures with minimal manual intervention