Paa Scraper Clusterer
Home/Tools/Keyword Research & SERP/Paa Scraper Clusterer
⚲ Keyword Research & SERP

PAA Question Scraper & Clusterer — Extract questions from content and cluster by topic.

v1.0 documentation

URL inputXLSX export
paa_scraper_clusterer.py70 lines3 paramsPython 3.8+
Quick start
1

Install

terminal
pip install -r requirements.txt
2

Run

terminal
python paa_scraper_clusterer.py --help
3

Export

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

Parameters
FlagDescription
--urls requiredUrls. Multiple values allowed
--keywordKeyword
--outputOutput
help
python paa_scraper_clusterer.py --help
Use cases
Keyword strategy
Client research
Competitor intelligence

Run before creating content. Use the output to plan which terms to target, group into clusters, and prioritize by difficulty. Export to XLSX and share with your content team.

Deliver keyword research as a paid service. Run the tool on a client's niche, export results, and present clusters as a content roadmap. Charge $100-300 per research package.

Analyze what keywords competitors rank for that you're missing. Feed the output into your content calendar to close gaps systematically.

Works well with

Combine with other tools for a complete workflow:

Brand Serp Auditor

Competitor Analysis

Fetches and analyzes multiple competitor pages using NLP to find content gaps, c

Competitor Strategy Analyzer

Reverse-engineers a competitor's content strategy by analyzing their sitemap or

Content Brief Generator

Generates data-driven content briefs by analyzing top-ranking competitor pages.

Content Gap Mapper

Maps content gaps across topic clusters. Identifies which subtopics are covered

Featured Snippet Optimizer
Dependencies

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

Get all 154 Python SEO tools — $49

One-time payment. Lifetime access. No monthly fees.
Learn 25 tools and get 25% back. Earn from client work and get 50% back.

Get the full toolkit

AAIO Inc — aaioinc.com/tools/paa_scraper_clusterer/