7 SEO Workflows You Can Run From Cursor With MCP
Stop exporting CSVs into a chat window. Connect SEO Perception MCP in Cursor and run seven evidence-backed SEO workflows on stored Search Console and crawl data—without calling Google live.
SEO Perception blog
Technical SEO, AI-search clarity, and practical workflows you can apply this week.
Find Keyword Cannibalization With an AI Agent and MCP
Keyword cannibalization is not a Google penalty—it is split ownership. Use an AI agent with SEO Perception MCP to find competing URLs, pick a preferred page, and fix the conflict on purpose.
GSC MCP: live API access vs stored SEO evidence
Not all “GSC MCP” servers work the same. Live API MCPs query Google on demand. SEO Perception MCP reads stored weekly Search Console facts and crawl evidence, never live Google.
PDF SEO reports: what to include and leave out
A PDF SEO report should be a brief, not a dump. Include prioritized issues, weekly Search Console context, and enough URL evidence to act—leave out vanity volume and unresolved noise.
SEO site overlays: what they show and when useful
An SEO site overlay keeps stored Search Console and crawl context on the live URL you are viewing—useful for reviews and QA, not a replacement for crawl, GSC, or prioritization.
Turn Google Search Console Queries Into Content Briefs With MCP
A content brief should start from queries your site already earns—not from a brainstorm. Use SEO Perception MCP to turn stored GSC evidence into update-or-create decisions without inventing demand.
What is an SEO MCP server? Cursor and Claude guide
An SEO MCP server lets AI tools like Cursor and Claude call structured SEO tools—sites, queries, opportunities, diagnostics—using real stored evidence instead of guesses.
SEO report that gets worked: humans prioritize, AI implements
An SEO report that is a brief, not a dump. Same PDF for human prioritization and AI implementation.
Article schema without the spam
Article schema is useful when the URL is clearly editorial. It becomes noise when it is forced onto homepages, categories, products, and thin pages.
Common JSON-LD mistakes crawlers find
JSON-LD mistakes are usually boring, but they matter. A crawler can catch the patterns that plugins, templates, and rushed migrations leave behind.
FAQ JSON-LD in 2026: visible answers first
FAQ JSON-LD is no longer a rich-result shortcut for most sites. The value is in useful visible answers, clean structure, and matching markup.
Organization schema: the minimum that helps
Organization schema is not a brand shortcut. It is a compact way to tell machines who runs the site, where the canonical homepage is, and which public profiles identify the same entity.
Structured data for AI discoverability
AI discoverability is not won by adding random schema. The practical value of structured data is entity clarity: who you are, what the page is, and how the content connects.
What JSON-LD does, and does not do
JSON-LD is useful because it gives machines a clearer map of what a page is about. It is not magic SEO dust, and more markup is not automatically better.
FAQ rich snippets after Google’s change — what to do next
The FAQ dropdowns in Google Search are gone. That does not mean FAQ content stopped being useful. The real value of FAQs was never the dropdown itself.
Fix site structure before chasing more keywords
When a website starts feeling chaotic, the answer is usually not another keyword spreadsheet. It is structure: cleaner internal links, fewer overlapping pages, better crawl paths, and clearer priorities.
GEO is not just SEO. It is not magic either.
AI search changes how visibility is assembled, but it does not replace SEO fundamentals. What actually changes with GEO, what does not, and where most businesses are getting distracted.
Google Search Console is not a technical SEO audit
Google Search Console helps you understand how Google interacts with your site. A technical SEO audit checks the site itself: structure, crawlability, metadata, internal links, duplication, canonicals, and content quality.
High impressions, no clicks: what Search Console means
Impressions are useful. They show where Google is testing or showing your site. But high impressions without clicks can also mean weak snippets, poor intent match, AI summaries, low rankings, or pages that do not deserve the click yet.
Internal links are how your site explains itself
Internal links do more than move users from one page to another. They explain your site’s structure, priorities, relationships, and next steps to both people and search engines.
Query fan-out reveals gaps beyond keyword lists
AI search does not always behave like one keyword matching one page. Google says AI Overviews and AI Mode may use query fan-out, issuing multiple related searches across subtopics and data sources. That means your content gaps are often bigger than your keyword list suggests.
Search Console shows what happened, not what to fix
Google Search Console shows clicks, impressions, CTR, position, indexing signals, and crawl data. That is valuable. But SEO work begins when you connect those signals to the actual page problems worth fixing first.
SEO for non-experts: know what your site needs
Most business owners do not need to become technical SEO experts. They need to understand what is wrong, why it matters, and what should be fixed first.
SEO progress comes from weekly execution
SEO does not usually improve because someone runs a giant audit once a quarter and panics. It improves through regular attention, small useful fixes, and a clear weekly rhythm that turns data into progress.
Revive old content before publishing another weak article
Publishing more content is not always the right SEO move. Sometimes the faster win is reviving pages that already have impressions, links, rankings, or useful history but no longer deserve the clicks they used to get.
You will find practical guidance on technical SEO diagnostics, Search Console interpretation, internal linking strategy, content refresh priorities, and how AI search changes execution without replacing fundamentals.
Use these articles as weekly working material, not theory. Start with your current bottleneck, then connect it to the next action.