Open Source Candidate

X/Twitter Recommendation Algorithm

Use only as public architecture research for transparent, explainable recommendation design.

License risk: unknownReference onlyCommercial use: needs review

Use cases

  • learn ranking architecture patterns
  • study transparent recommendation design
  • build ethical Growth Studio research notes
  • create non-manipulative content insights

Product fit

  • Growth Studio
  • Research Lab
  • Creator Studio analytics
  • Graph Builder

Recommended action

  • reference only
  • do not copy production algorithm wholesale
  • do not build spam or gaming recommendations
  • do not build engagement manipulation tools
  • do not create fake trend boosting

Safety boundaries

  • no platform-rule bypass
  • no botting
  • no scraping private data
  • no manipulation engine
  • no misinformation amplification

Review status

License note: Public repository license requires review before production use. This record does not mean SONARA has copied code, installed a dependency, formed a partnership, or approved commercial use.

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