Engineering Prose Humanizer
Removes AI tells, chatbot filler, and verbosity from engineering documentation, code comments, and pull request reviews.
Transforms AI-generated documentation, code comments, and pull request replies into crisp, natural engineering prose by stripping common LLM tells such as em-dashes, filler openers, conversational scaffolding, and excessive hedging. By combining an LLM rewrite pass with klaussy's deterministic code-preserving scrubber backstop, it ensures your technical writing reads like an experienced human engineer while leaving code blocks, inline identifiers, and core technical decisions completely intact.
Características Principales
0116 GitHub stars
02Preserves all inline code, fenced code blocks, and technical identifiers without alteration
03Tightens PR review replies and code comments into concise, direct engineering feedback
04Applies a deterministic CLI scrubber as a backstop for guaranteed cleanup
05Supports in-place file modifications, glob patterns, or direct pasted text processing
06Eliminates common AI tells like em-dashes, filler openers, hedges, and corporate buzzwords
Casos de Uso
01Sanitizing AI-generated code comments and docstrings before submitting commits
02Polishing pull request review comments and issue replies to sound natural and professional
03Cleaning up repository documentation, README files, and architecture decision records