SERP Profiler Kit: Python Tools for SERP Data Collection and Data Acquisition and Analysis Scripts
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SERP Profiler Kit
SERP Profiler Kit is a research-oriented toolkit designed to collect, process, and analyze search engine results pages (SERPs) from Google and Bing.
It helps researchers and engineers explore ranking patterns, evaluate technical and content features, and generate publication-ready visualizations.
Core features include:
- Automated SERP collection (Google & Bing APIs)
- Feature extraction (technical scores, content signals, accessibility, semantics)
- Statistical analysis (clustering, ranking layers, regression models)
- Visual and tabular outputs ready for reporting
The link to the repository below will be kept current.
git clone git@github.com:gokerDev/serp-profiler-kit.git