unitaryai/detoxify

• highreadme#1

  Reposition the README H1 and H2 to clarify its role as a Python library with pre-trained models.

  Why:

  CURRENT

  # 🙊 Detoxify
  ## Toxic Comment Classification with ⚡ Pytorch Lightning and 🤗 Transformers

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  # 🙊 Detoxify: A Python Library for Toxic Comment Classification
  ## Ready-to-use, pre-trained models for detecting toxicity, hate speech, and identity attacks in text.

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• mediumreadme#2

  Add an introductory sentence to the README emphasizing its local and open-source nature.

  Why:

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  Detoxify is a simple, local, and open-source Python library providing ready-to-use, pre-trained models for robust toxic comment classification.

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• lowreadme#3

  Add a 'Why Detoxify?' section to explicitly state its core differentiators.

  Why:

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  ## Why Detoxify?
  
  Detoxify stands out by providing ready-to-use, pre-trained models for text toxicity classification. Specifically fine-tuned on the Jigsaw Unintended Bias in Toxicity Classification dataset, it's packaged as a simple, local, open-source Python library, offering a robust solution for content moderation and safety features.

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Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• CATEGORY QUERY

  Need a tool to automatically classify and moderate toxic language in user comments.

  you: not recommended
  AI recommended (in order):

  1. Google Cloud Perspective API
  2. OpenAI Moderation API
  3. Amazon Rekognition
  4. Hugging Face Transformers
  5. Microsoft Azure Content Moderator
  6. Body
  7. Sightengine

  AI recommended 7 alternatives but never named unitaryai/detoxify. This is the gap to close.

  Show full AI answer
• CATEGORY QUERY

  Seeking a robust machine learning model for detecting hate speech in text data.

  you: not recommended
  AI recommended (in order):

  1. BERT
  2. HateBERT
  3. RoBERTa
  4. XLM-RoBERTa
  5. DistilBERT
  6. FastText
  7. Logistic Regression
  8. TF-IDF
  9. Word2Vec
  10. GloVe

  AI recommended 10 alternatives but never named unitaryai/detoxify. This is the gap to close.

  Show full AI answer

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of unitaryai/detoxify?

  pass
  ✓AI named unitaryai/detoxify explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

• If a team adopts unitaryai/detoxify in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI named unitaryai/detoxify explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

• In one sentence, what problem does the repo unitaryai/detoxify solve, and who is the primary audience?

  pass
  ✓AI named unitaryai/detoxify explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?