The write-side inverse of /check-pipeline and the pipeline-auditor — read a Pipeline/ doc (and/or an audit report) and EDIT the code accordingly: apply an optimization the pipeline describes, correct code the pipeline (backed by your authoritative notes) shows is wrong, or bring the code in line with the documented behavior. Use when the user wants the code changed based on the pipeline. High-stakes: bakes in live-editor editing, mirror sync, ground-truth protection, and control-gating. Proposes a diff and gets approval before any risky edit.
How to install apply-pipeline?
mexregkan/claude-for-researchers/apply-pipeline
$npx -y skills add mexregkan/claude-for-researchers --skill apply-pipelineInstalls into the current project.
›Prefer a prompt? Paste this to your agent
Run `npx skills use "https://github.com/mexregkan/claude-for-researchers" --skill "mexregkan/claude-for-researchers/apply-pipeline"` and follow the generated skill instructions now. Read its complete output, redirecting it to a temporary file first if necessary. Resolve relative paths from the supporting-files directory it provides.
Use the skills in "https://github.com/mexregkan/claude-for-researchers" that are relevant to the current task. Run `npx skills add "https://github.com/mexregkan/claude-for-researchers"` and select the relevant skills, then follow their instructions.
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