AI agents are no longer just “search tools for documentation.”
Something more interesting is happening: they’re starting to actually interact with documentation systems, not just pull answers out of them.
MCP (Model Context Protocol) is what makes this possible. It gives AI agents a structured way to connect to a documentation portal — so they can use context, access information more intelligently, and work with the content instead of just reading it.
That shifts the whole idea of documentation. It’s no longer just a place where information lives. It becomes something closer to an environment where AI can operate.
And by the way, ClickHelp already supports MCP, which makes this kind of integration much easier to implement in real documentation workflows.
We’re getting closer to documentation that behaves less like “pages” and more like a system that can be worked with.
Worth a read if you’re into AI, developer experience, or technical writing.
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2June 8, 2026 202 1