Aeo
Obaron AEO is an MCP server that scans any website and returns a 100-point AI-readiness score across six AEO categories in seconds.
About
Obaron AEO is an MCP server that runs fast AI-readiness scans on URLs your project depends on—marketing site, docs, changelog, or pricing page. Instead of guessing whether structure, clarity, and machine-readable signals are good enough for ChatGPT Search or Perplexity citations, you ask your agent to score the page on a 100-point scale split across six AEO categories. It suits Launch and ongoing Grow iterations when you tweak copy weekly and want a repeatable checklist inside Claude Code or Cursor. The remote HTTP endpoint keeps setup minimal for developers who already juggle hosting and distribution. Pair it with content edits in the same session: run a scan, fix gaps, rescan. It measures readiness; it does not rewrite your site for you.
- Scans any website URL for AI readiness in seconds
- Returns a 100-point score summarized for quick triage
- Evaluates six distinct AEO categories in one pass
- Remote streamable-http MCP at api.obaron.ai/aeo/mcp
- Server version 1.0.0
Aeo by the numbers
- Data as of Jul 7, 2026 (Skillselion catalog sync)
claude mcp add --transport http aeo https://api.obaron.ai/aeo/mcpAdd your badge
Show developers this MCP server is listed on Skillselion. Paste this into your README.
| Transport | HTTP |
|---|---|
| Auth | None |
What it does
Scan any site URL for AI readiness and get a 100-point AEO score across six categories before you ship landing pages or docs.
Who is it for?
Best when you're shipping or refreshing marketing sites and docs and want agent-driven AEO scans without a separate SaaS tab.
Skip if: Skip if you only need classic Google rank tracking with no interest in answer-engine or LLM citation readiness.
What you get
You get a six-category, 100-point AEO report per URL so you can prioritize fixes before distribution and GEO campaigns.
- 100-point AEO score per submitted URL
- Breakdown across six AEO categories for prioritization
- Repeatable scan results inside agent chat for before/after comparisons
By the numbers
- 100-point scoring scale
- 6 AEO categories per scan
- Server version 1.0.0
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On-demand AEO site scanner MCP, not multi-model brand tracking like Nudg3 or agentic-web discovery search.
FAQ
Who is Obaron AEO for?
founders and marketers using Claude Code, Cursor, or Codex who need fast AI-readiness scores on their own URLs during launch prep.
When should I use Obaron AEO?
Use it before and after Launch when you publish or refactor pages you want cited in AI search, or when you audit docs and pricing for GEO gaps.
How do I add Obaron AEO to my agent?
Add https://api.obaron.ai/aeo/mcp as streamable-http in your MCP configuration, then pass target URLs to the scan tools from your agent session.