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Dev.to
Dev.to
7/12/2026
Annotation extractor tool uses Gemini to turn PDF/DOCX highlights into themed study notes

Annotation extractor tool uses Gemini to turn PDF/DOCX highlights into themed study notes

Original: I Read Too Much and Forgot Everything So I Built a Tool That Turns My Annotations Into Something I'll Actually Reread.

Short summary

A developer built a tool that extracts highlights, underlines, strikeouts, and comments from PDF and DOCX files into a structured list organized by color and type. It uses Gemini Flash-Lite to cluster highlights into themes and generate synthesized study notes, then exports to Markdown, Word, PDF, or Anki flashcards. The architecture uses a shared data model with format-specific extractors and a FastAPI backend serving both API and frontend.

  • Extracts annotations from PDF/DOCX into a unified color-coded structured list
  • Gemini Flash-Lite clusters highlights into themes and writes connected summary paragraphs
  • Exports to Markdown, Word, PDF, and Anki flashcards

Generated with AI, which can make mistakes.

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