Transition & Flow Analyzer

Name: Transition & Flow Analyzer
Price: 49 USD
Author: AAIO Inc

v1.0 documentation

Score logical flow between paragraphs. Detect abrupt topic shifts, missing transitions, and incoherent structure.

URL inputFile inputXLSX export

transition_flow_analyzer.py159 lines4 paramsPython 3.8+

Quick start

terminal

pip install -r requirements.txt

terminal

python transition_flow_analyzer.py --url https://example.com/post --output flow.xlsx

terminal

python transition_flow_analyzer.py --file article.html

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

Parameters

Flag	Description
`--url`	Url
`--file`	File
`--use-embeddings`	Enable use embeddings mode (flag, no value needed)
`--output`	Output

help

python transition_flow_analyzer.py --help

Use cases

Content quality audit

Writer evaluation

Client deliverable

Run across all your blog posts to score quality. Sort by score in the XLSX export, then prioritize rewrites for the lowest-scoring pages.

Before publishing freelance content, run this tool to check quality signals. Use specific metrics as concrete feedback for writers.

Include the analysis in your SEO audit report. Clients appreciate data-backed recommendations over subjective opinions.

Works well with

Combine with other tools for a complete workflow:

Dependencies

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

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