Voice Profile Builder

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Constructs a personalized tone-of-voice engine and linter from real writing and speaking data to prevent generic AI content.

Voice Profile Builder is an advanced tool that transforms real-world writing and speech into a deterministic, highly calibrated personal voice engine. Instead of relying on vague stylistic prompts, it analyzes your verified corpus—including newsletters, dictation, Slack messages, and social posts—to extract precise vocabulary fingerprints, structural habits, and stance distributions. The skill outputs a production-ready custom skill equipped with a Python-based red-flag linter and a two-layer evaluation rubric, ensuring all future drafts authentically mirror individual voice nuances and pass stringent calibration tests.

Key Features

01Establishes a 2-layer evaluation loop with LLM rubric judging
02Validates calibration to ensure high pass rates on real content and failure on generic drafts
0359 GitHub stars
04Generates a custom deterministic Python linter for hard rule checking
05Analyzes real writing and dictation corpora to extract quantitative voice patterns
06Tailors stylistic rules dynamically across distinct communication registers

Use Cases

01Cloning a founder or executive writing style for marketing and ghostwriting teams
02Auditing and maintaining consistent brand voice across multi-channel communication
03Eliminating generic AI buzzwords from LinkedIn posts, newsletters, and community replies