Automated technical SEO: crawl monitoring, broken link detection, sitemap generation, Core Web Vitals alerts — all via n8n.
A 1,200-post site lost 99.6% of its traffic in a single day despite averaging 1,250+ words per post. The reason is not depth — it is signature similarity at scale. Here is what Google’s classifier is actually reading.
Build a Python pipeline that turns a target keyword into a data-grounded SEO content brief in under a minute: scrape the SERP, count what ranks, and let an LLM draft the outline from real evidence.
Stop writing a new script for every SEO question. Build a Model Context Protocol (MCP) server that exposes Google Search Console as tools an agent can drive live — with working Python code.
Build a pipeline that finds CTR-decayed pages in Search Console, rewrites their title tags and meta descriptions with an LLM, QA-gates the output, and ships the winners.
Choosing an embedding model for SEO isn’t a leaderboard question. A practitioner’s framework for OpenAI vs Voyage vs Cohere vs BGE, with a reproducible AUC benchmark, the dimension trade-off, and the cost math at scale.
Build an automated SEO regression testing pipeline in GitHub Actions that crawls a preview deployment, asserts SEO invariants with pytest, and fails the build before titles, canonicals, robots directives, or schema break in production.
Build an automated 301 redirect mapper that matches old URLs to new ones by meaning with sentence embeddings, confidence thresholds, and post-launch validation.
Raw-HTML crawlers miss the JavaScript-rendered web. A hands-on comparison of Playwright, Puppeteer, and Selenium for SEO automation — rendering JS pages, capturing Core Web Vitals, and crawling at scale, with working code.
Missing alt text starves Google Image Search and multimodal AI of the one signal they need. Here is a working Python + n8n pipeline that inventories, generates with a vision LLM, quality-gates, and writes back image alt text at scale.
Catch crawled-not-indexed and deindexed pages before they cost you traffic. A read-only Python + n8n pipeline that inspects your whole sitemap on the free Search Console quota and alerts on Slack.