Topical Link Cluster Builder — Group pages into topic silos with optimal interlinking.
Install
pip install -r requirements.txtRun
python topical_link_cluster.py --helpExport
Add --output report.xlsx to save results as a spreadsheet.
| Flag | Description |
|---|---|
--urls required | Urls. Multiple values allowed |
--num-clusters | Num clusters (integer) |
--output | Output |
python topical_link_cluster.py --helpRun as part of a comprehensive site audit. Identify problems, export to XLSX, and include specific fix recommendations in your report.
Schedule monthly runs and compare XLSX exports to track changes. Catch issues before they impact rankings.
Use the output to identify link building opportunities. Export prospects and feed into your outreach pipeline.
Combine with other tools for a complete workflow:
Requires: beautifulsoup4, numpy, pandas, requests, scikit-learn, sentence-transformers. All included in requirements.txt.
Get all 154 Python SEO tools — $49
One-time payment. Lifetime access. No monthly fees.
Learn 25 tools and get 25% back. Earn from client work and get 50% back.
AAIO Inc — aaioinc.com/tools/topical_link_cluster/