A three-stage Python pipeline — regex rules, fuzzy slug matching, and content embeddings — that builds site-migration redirect maps automatically and routes only the genuinely ambiguous URLs to human review.
llms.txt promised to make sites AI-readable. Eighteen months in, does anything actually fetch it? We check the log evidence, run the cost-benefit math, and build a Python generator that keeps yours current automatically.
A repeatable Python pipeline that turns the live SERP into a structured editorial brief — heading consensus, entity checklist, question targets and word-count band — with guardrails against scaled-content abuse.
I handed a real technical-SEO backlog to a constrained Claude Code agent wired to the Search Console API. A teardown of what it got right, where it hallucinated, and the guardrails that made it useful.
A teardown of Screaming Frog, Sitebulb, and JetOctopus for SEO engineers who want to run crawls headlessly on a schedule — with a working Screaming Frog CLI automation recipe.
Build a scheduled Python pipeline that reconciles your internal link graph, XML sitemap, and Search Console URLs to surface orphan pages, near-orphans, and crawl-budget leaks.
Build a Python guardrail that monitors robots.txt, meta robots, and the X-Robots-Tag header against a baseline, and alerts the moment a deploy accidentally noindexes your money pages.
Link rot is a steady drip, not a one-time event. Build a continuous Python pipeline that crawls, reconciles GSC and server logs, classifies broken links and soft 404s, and suggests redirect targets with embeddings.
Stop waiting on the sprint backlog. Use Cloudflare Workers and HTMLRewriter to ship canonical, redirect, hreflang, and JSON-LD fixes at the CDN edge — deployed from a Python CI pipeline, with the guardrails that keep you compliant.
Hreflang breaks at scale because teams edit it by hand. Build a Python pipeline that generates hreflang in your XML sitemap, validates the return-tag graph in CI, and monitors live pages for drift.