How to Make Your Documentation AI-Ready

An agent does not read your documentation the way a patient person does. It receives a handful of passages. If the steps are two headings below the introduction, the introduction is what it may quote, and the steps never arrive.

Documentation is ready for that when one section answers one task, the heading uses the words people type, and the rule or the steps are in the first lines. The same pages still serve human readers. You are not maintaining a second site for agents.

What AI-ready means

It is an editing pass, not a new product. One question, one heading, the answer in the opening lines. What a docs MCP is, and why a section that stands alone matters, is What is a docs MCP server?. Designing a whole server around one task is Ship a docs MCP built around one real task. This post is the edit.

Choosing the right context is why the passage, not the page view, is the thing you are fixing.

Why the heading has to match the question

People ask: "How do I rotate an API key without dropping webhooks?"

The page is titled "Credential lifecycle." The webhook sentence sits two headings lower, under delivery retries. The agent cites the lifecycle page and misses the 24 hour overlap, because that sentence was not in the passage it received.

Rename the section to the question. "Rotate an API key without interrupting webhooks."

Move the overlap into the first paragraph, next to the steps. Background can follow. A screenshot the indexer cannot read does not replace the sentence.

Keep one task in the section. A second procedure in the same block is how the wrong paragraph comes back.

You do not rewrite the site first. Connect the current docs, see which of your questions miss, and change those pages.

Make the server in MCP Studio

The edit is proven on a server, not in a preview of the heading. MCP Studio is the no-code builder on Appa Tools. Open the wizard. You do not write any code.

1. Name it for the docs you are testing. API docs, key rotation is enough.
2. Add the site URL that contains the page you edited.
3. Select search and question answering.
4. Deploy and wait until indexing finishes. A refresh after you publish the heading change is part of the test. An old index will cite the old heading.

https://appatools.com/mcp-studio/api/mcp/your-server-name

Connect a client with Connect to AI tools before you score the edit.

Check that it works

Ask the original question. Do not hint at the new heading.

How do I rotate an API key without dropping webhooks?

The citation should be the section you just edited, and the reply should include the 24 hour overlap. Open the page and confirm the sentence is in the first lines.

Then ask something the docs still do not answer.

You: What is our incident escalation policy?

Assistant: Nothing in this server's content covers incident escalation. The closest material is key rotation, which is a different subject. You would need to add that document as a source.

Write the question, the URL, and whether it matched. That list is the start of Test an MCP server for accuracy.

If the reply is not what you expected

If a neighboring page still wins, the other page is using the reader's words and yours is not, or both pages answer the same task. Prefer the canonical one with a retrieval rule, or fold the duplicate into the page you want cited.

Questions that match nothing, once the headings are honest, are missing pages. Those are documentation gaps.

A PDF handbook follows the same rule. The heading above the refund table has to say refund. Upload limits are in Turn a PDF into an MCP server.

Make one page AI-ready today

Make one page AI-ready today. Pick the key rotation page, rename the heading, put the overlap in the first paragraph, and deploy that site in MCP Studio. Ask the question without naming the heading. Keep the edit when the citation is that section.

Where to go next

• Make your documentation searchable by AI agents
• What is a docs MCP server?
• Ship a docs MCP built around one real task
• Retrieval rules