Topical Link Cluster
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☍ Link Analysis

Topical Link Cluster Builder — Group pages into topic silos with optimal interlinking.

v1.0 documentation

URL inputXLSX export
topical_link_cluster.py30 lines3 paramsPython 3.8+
Quick start
1

Install

terminal
pip install -r requirements.txt
2

Run

terminal
python topical_link_cluster.py --help
3

Export

Add --output report.xlsx to save results as a spreadsheet.

Parameters
FlagDescription
--urls requiredUrls. Multiple values allowed
--num-clustersNum clusters (integer)
--outputOutput
help
python topical_link_cluster.py --help
Use cases
Link audit
Monthly monitoring
Outreach prep

Run 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.

Dependencies

Requires: beautifulsoup4, numpy, pandas, requests, scikit-learn, sentence-transformers. All included in requirements.txt.

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AAIO Inc — aaioinc.com/tools/topical_link_cluster/