Core Web Vitals Estimator

Name: Core Web Vitals Estimator
Price: 49 USD
Author: AAIO Inc

v1.0 documentation

Estimates CWV signals from HTML analysis: LCP candidates, CLS risk factors, render-blocking resources, and FID/INP risk from JavaScript weight.

URL inputXLSX export

core_web_vitals_estimator.py142 lines3 paramsPython 3.8+

Quick start

terminal

pip install -r requirements.txt

terminal

python core_web_vitals_estimator.py --url https://example.com

terminal

python core_web_vitals_estimator.py --urls https://a.com https://b.com --output cwv.xlsx

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

Parameters

Flag	Description
`--url`	Single URL
`--urls`	Urls. Multiple values allowed
`--output`	Save as XLSX

help

python core_web_vitals_estimator.py --help

Use cases

Technical audit

Pre-launch check

Ongoing monitoring

Run as part of a full site audit. Export issues to XLSX, prioritize by severity, and create a fix roadmap for the dev team.

Run before launching a new site or after a migration. Catch technical issues before Google crawls the new version.

Schedule regular checks and compare outputs over time. Catch regressions early.

Works well with

Combine with other tools for a complete workflow:

Dependencies

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

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