Text Summarizer Seo
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❖ NLP & Text Analysis

SEO-Aware Text Summarizer

v1.0 documentation

Generate summaries optimized for featured snippets and meta descriptions. Keeps target keywords, maintains factual accuracy, hits ideal length.

URL inputFile inputText inputXLSX export
text_summarizer_seo.py104 lines6 paramsPython 3.8+
Quick start
1

Install

terminal
pip install -r requirements.txt
2

Run

terminal
python text_summarizer_seo.py --url https://example.com/post --keyword "cloud hosting" --type snippet
terminal
python text_summarizer_seo.py --file article.html --keyword "best crm" --type meta --output summary.txt
3

Export

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

Parameters
FlagDescription
--urlUrl
--fileFile
--textText
--keywordTarget keyword to preserve
--typeType. Options: snippet, meta, paragraph, abstract
--outputOutput
help
python text_summarizer_seo.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.

Dependencies

Requires: beautifulsoup4, pandas, requests. All included in requirements.txt.

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AAIO Inc — aaioinc.com/tools/text_summarizer_seo/