Read full source files to generate code-aware comments explaining non-obvious logic.
npx skills add https://github.com/zkzupup/MySkills --skill code-annotation
Please help me install this Agent Skill. Skill: code-annotation Source: https://github.com/zkzupup/MySkills/tree/main/skills/code-annotation Command: npx skills add https://github.com/zkzupup/MySkills --skill code-annotation
Annotations articulate the rationale, design constraints, and cross-module relationships behind code by describing the non-obvious aspects, without changing behavior.
Provide an annotated example of a Python or C++ file that highlights non-obvious logic and reasoning without altering code.
High-intent search queries and answers about installing and using this skill.
To generate code comments explaining non-obvious logic, the Skill reads and interprets full source files to articulate rationale, design constraints, and cross-module relationships without altering behavior. It enforces quality gates and anti-pattern checks to maintain high accuracy.
Yes, code annotation supports Python and C++ (.h/.cpp) source files, producing documentation-friendly annotations. It also provides templates and guidance for future contributors to maintain consistency across these languages.
Automating code documentation for onboarding is best handled by generating code-aware annotations that describe non-obvious aspects. The Skill reads entire source files to prevent incorrect inferences from names or paths, ensuring accurate context for new developers.
To prevent hollow or placeholder comments during code review, the Skill enforces strict quality gates and includes a calibration protocol for long annotation sessions. This ensures generated comments provide substantive explanations rather than empty filler.
Yes, the Skill uses static analysis by reading and interpreting the full source file before annotating. This approach ensures comments accurately reflect the underlying logic and design constraints, avoiding superficial inferences based solely on file names or paths.
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