Paraphrase Quality & Fluency Scorer
Score paraphrased text for fluency, meaning preservation, and naturalness. Catch bad rewrites that hurt readability.
Install
pip install -r requirements.txtRun
python paraphrase_quality_scorer.py --original original.txt --paraphrase rewrite.txtpython paraphrase_quality_scorer.py --original-text "Original..." --paraphrase-text "Rewrite..."Export
Add --output report.xlsx to save results as a spreadsheet.
| Flag | Description |
|---|---|
--original | Original text file |
--paraphrase | Paraphrased text file |
--original-text | Original text |
--paraphrase-text | Paraphrase text |
--output | Output |
python paraphrase_quality_scorer.py --helpRun across all your blog posts to score quality. Sort by score in the XLSX export, then prioritize rewrites for the lowest-scoring pages.
Before publishing freelance content, run this tool to check quality signals. Use specific metrics as concrete feedback for writers.
Include the analysis in your SEO audit report. Clients appreciate data-backed recommendations over subjective opinions.
Combine with other tools for a complete workflow:
Requires: numpy, pandas, scikit-learn, sentence-transformers. All included in requirements.txt.
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