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Embeddings And Semantic Search

2 min read

Find notes by meaning rather than exact keywords with SystemSculpt's embeddings feature. This Pro feature enables intelligent note discovery.

Setting Up Embeddings

  1. Enable in Settings

    • Go to Embeddings tab
    • Toggle "Enable Embeddings" (requires Pro license)
    • Processing starts automatically
  2. Processing

    • Runs in background
    • Progress shown in settings
    • New/modified files processed automatically
  3. Provider

    • SystemSculpt uses OpenAI embeddings for privacy-first semantic search
    • Privacy-first by default: Data sent via the API is not used to train OpenAI models
    • Model: text-embedding-3-small
    • Requires SystemSculpt credits

Using Similar Notes

Once embeddings are enabled:

  1. Open Similar Notes Panel

    • Use Command Palette: "Open Similar Notes Panel"
    • Shows notes similar to current file
    • Updates automatically as you navigate
  2. How It Works

    • Calculates semantic similarity between notes
    • Shows most related content
    • Based on meaning, not just keywords

Embeddings Settings

Exclusions

  • Exclude chat history (default: enabled)
  • Respect Obsidian exclusions (default: enabled)
  • Add custom folder exclusions
  • Add specific file exclusions

Management

  • View processing progress
  • Clear embeddings data
  • Check database statistics (debug command)

Performance Notes

  • Large files (>5MB) are automatically excluded
  • Binary files are skipped
  • Processing is adaptive to device performance
  • Uses 1 credit per embedding request

Best Practices

  1. Let initial processing complete
  2. Exclude large/irrelevant folders
  3. Use Similar Notes panel for discovery
  4. Monitor credit usage

Troubleshooting

Embeddings not processing?

  • Verify Pro license active
  • Check credits available
  • Look for errors in settings
  • Try clearing and reprocessing

Similar Notes not updating?

  • Ensure embeddings enabled
  • Check current file is processed
  • Verify not in excluded folder
  • Try reopening panel

Next Steps