DocuTranslate is a lightweight document translation tool built on large language models. It processes multiple file formats including PDF, DOCX, XLSX, MD, TXT, JSON, EPUB, SRT, and ASS, extracting content and translating it via LLMs. The tool includes specialized PDF parsing using mineru to handle tables, formulas, and code blocks common in academic papers, and supports automatic glossary generation to maintain terminology consistency across translations.