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Chatlectify turns chat history into personal LLM styles

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Chatlectify turns chat history into personal LLM styles
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// 45d agoOPENSOURCE RELEASE

Chatlectify turns chat history into personal LLM styles

Chatlectify is a local CLI tool that distills your unique writing voice from chat history exports into portable system prompts or Claude-compatible skills. It uses stylometric analysis to quantify your specific vocabulary and rhythm, helping LLMs escape generic corporate-cheerful defaults.

// ANALYSIS

Chatlectify turns the "vibe check" of prompt engineering into a quantitative science, offering a private way to clone your digital twin without fine-tuning.

  • Local stylometric extraction measures sentence length, contraction rate, and punctuation histograms to build a precise linguistic profile
  • Privacy-first architecture ensures raw conversation data never leaves the local machine, using only a single LLM call for final synthesis
  • Multi-platform ingestion supports exports from Claude, ChatGPT, and Gemini, as well as local Markdown or plaintext files
  • Automated quality gates filter out code, URLs, and short messages to ensure the resulting style is authentically human
  • Outputs portable SKILL.md files for Claude and generic system prompts compatible with any LLM provider
// TAGS
chatlectifyllmprompt-engineeringself-hostedopen-sourcecli

DISCOVERED

45d ago

2026-04-19

PUBLISHED

45d ago

2026-04-19

RELEVANCE

7/ 10

AUTHOR

techoalien_com