Topic Authority Scorer

Name: Topic Authority Scorer
Price: 49 USD
Author: AAIO Inc

v1.0 documentation

Scores a site's topical authority by analyzing content coverage depth, entity diversity, internal linking, and semantic coherence across pages.

URL inputFile inputXLSX export

topic_authority_scorer.py136 lines4 paramsPython 3.8+

Quick start

terminal

pip install -r requirements.txt

terminal

python topic_authority_scorer.py --urls https://site.com/p1 https://site.com/p2 https://site.com/p3 --topic "machine learning"

terminal

python topic_authority_scorer.py --files page1.html page2.html --topic "cloud computing" --output authority.xlsx

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

Parameters

Flag	Description
`--urls`	Site page URLs. Multiple values allowed
`--files`	HTML files. Multiple values allowed
`--topic` required	Topic to score authority for
`--output`	Save as XLSX

help

python topic_authority_scorer.py --help

How it works

This tool analyzes the following signals:

1. Coverage breadth (TF-IDF unique terms)

2. Topic relevance

3. Entity diversity

4. Semantic coherence

Use cases

Content audit

Pre-publish check

Competitive analysis

Analyze 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.

Works well with

Combine with other tools for a complete workflow:

Dependencies

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

One-time payment. Lifetime access. No monthly fees.
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AAIO Inc — aaioinc.com/tools/topic_authority_scorer/