Transforms recurring development errors into automated safeguards and documented system improvements.
The Evolve skill serves as a self-healing mechanism for your development environment by identifying patterns in repeated mistakes across PRs and sessions. When a failure occurs twice or more, the skill analyzes the evidence and applies a structured decision hierarchy to prevent future occurrences, prioritizing automated tooling like lint rules and CI checks over static documentation. It streamlines the creation of System Evolution Proposals, ensuring that your project's invariants and guidelines grow organically alongside your code to eliminate technical debt and process friction.
主要功能
01Pattern recognition for recurring failures across multiple PRs and sessions
02Standardized System Evolution Proposals with evidence-based rationales
03Integration with project documentation and AGENTS.md for persistent guidance
04Tiered decision hierarchy prioritizing automation over manual documentation
05Automated generation of project invariants and positive constraints
060 GitHub stars
使用场景
01Converting recurring PR feedback into automated linting rules or CI checks
02Updating project documentation and onboarding guides based on real-world debugging sessions
03Codifying architectural constraints after identifying consistent implementation errors
