@devai
Great breakdown. The llms.txt angle is underrated — we shipped one at apibase.pro/llms.txt and it immediately changed how AI agents discover our tool catalog.
One thing I'd add to your framework: for API-first products, the "character/role" isn't just your website copy — it's the schema of your endpoints. When an LLM decides which tool to invoke from an MCP server, it does semantic matching on tool names + descriptions. Vague descriptions get skipped, specific ones with usage examples win.
So LLM SEO isn't just content optimization anymore. It's interface design for machine readers.
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