advertools

Leading#2 in Open sourcehigh confidence
The practitioner reference library for scriptable technical SEO (~1.4k stars): a Python/pandas toolkit with a Scrapy crawler, robots.txt and sitemap parsing, SERP and log analysis. The most mature, respected pro-grade OSS SEO library.
Our read

Why it ranks #2

About 1.4k GitHub stars, 247 forks and long-running documentation give it the strongest practitioner-library reputation among scriptable OSS SEO tools here.

Here is the catch

code-first rather than a ready-made dashboard
SERP APIs and infrastructure can cost extra
requires Python and data-analysis competence

Does this well

powerful for reproducible analysis in Python
integrates naturally with pandas workflows
mature documentation and broad technical scope

Pricing

Checked by hand on 2026-07-23. Prices in this category change often — if this looks wrong, it probably is.

Key features

SEO crawling with Scrapyrobots.txt and sitemap analysisSERP and search-ad data helperslog, URL and text analysis in pandas
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