Anchor Diversity Scorer
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☍ Link Analysis

Anchor Text Diversity Scorer

v1.0 documentation

Score naturalness of anchor profile per page. Flag over-optimized exact-match ratios that look manipulative to Google.

CSV/XLSX inputXLSX export
anchor_diversity_scorer.py100 lines6 paramsPython 3.8+
Quick start
1

Install

terminal
pip install -r requirements.txt
2

Run

terminal
python anchor_diversity_scorer.py --input backlinks.csv --output diversity.xlsx
3

Export

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

Parameters
FlagDescription
--input requiredInput
--anchor-colAnchor text column
--target-colTarget URL column
--brandBrand name
--keywordTarget keyword
--outputOutput
help
python anchor_diversity_scorer.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: pandas. All included in requirements.txt.

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