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Tool · Python · SEO

SEO Internal Linker

Semantic internal-linking engine

A Python tool that crawls a site, understands what each page is actually about using sentence-transformer embeddings, and proposes internal links based on semantic similarity rather than keyword matching — exported as a reviewable spreadsheet.

Per-site engagement · quote on request
SEO Internal Linker

What you get

  • Crawls and parses a full site (requests + BeautifulSoup + lxml)
  • Semantic page understanding via sentence-transformers
  • Similarity scoring with scikit-learn
  • Link-graph analysis with networkx
  • JavaScript-rendered pages handled via Playwright
  • Excel export for review before anything is published
  • Auto-installs its own dependencies on first run

Built with

Python sentence-transformers PyTorch scikit-learn Playwright pandas networkx

Licensing

Delivered as a service, priced per site or per engagement.

Every deployment we hand over keeps its credentials in encrypted environment variables — never in source code.

How is this better than a keyword-based linker?

Keyword tools link pages that share a phrase. This one embeds each page and links by meaning, so it finds relevant targets that never happen to use the same wording.

Does it edit my site?

No. It produces a spreadsheet of proposed links for a human to review. Publishing is a separate, deliberate step.

Does it handle JavaScript-heavy sites?

Yes — pages that need rendering are fetched through Playwright rather than raw HTML.

Interested in SEO Internal Linker?

Tell us how you'd like it deployed or tailored — we'll come back with a quote and a timeline within one business day.

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