Content Similarity Checker
Detects duplicate or near-duplicate content across pages using MinHash/LSH for fast similarity and cosine similarity for precision.
Install
pip install -r requirements.txtRun
python content_similarity_checker.py --urls https://a.com https://b.com https://c.com --threshold 0.7python content_similarity_checker.py --files *.html --output duplicates.xlsxExport
Add --output report.xlsx to save results as a spreadsheet.
| Flag | Description |
|---|---|
--urls | Urls. Multiple values allowed |
--files | Files. Multiple values allowed |
--threshold | Threshold (decimal) |
--method | Method. Options: minhash, cosine, both |
--output | Save as XLSX |
python content_similarity_checker.py --helpAnalyze existing content to find what needs updating, merging, or removing. Export results and create a content maintenance plan.
Run before publishing new content to ensure it meets quality thresholds. Fix issues before they go live.
Compare your content against top-ranking competitors. Identify gaps and opportunities to improve.
Combine with other tools for a complete workflow:
Requires: beautifulsoup4, numpy, pandas, requests, scikit-learn. All included in requirements.txt.
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AAIO Inc — aaioinc.com/tools/content_similarity_checker/