The best open source alternative to DeepL Translator is LibreTranslate. If that doesn't suit you, our users have ranked more than 100 alternatives to DeepL Translator and many of them is open source so hopefully you can find a suitable replacement. Other interesting open source alternatives to DeepL Translator are Lingva Translate, Translate You, SimplyTranslate and Apertium.
DeepL Translator alternatives are mainly Translators, but if you're looking for
Text to Speech Services or Dictionaries you can filter on that. Other popular filters include
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Truly open-source and self-hostable.