AgentDrives
For ownersFree check

Can an AI agent find your product and read its docs?

Before an agent signs up, it reads. Our agent starts every drive at the docs: what the product does, how to get in and what to call.

Our drives 1 Oct 2026 to 24 Oct 2026What software sites publish for agents, month by monthJSONMarkdown

Agent access, Find: 104 of 151 products had docs our agent could act on.

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The numbers

Of the 151 products we drove, 1 Oct 2026 to 24 Oct 2026.

  1. Docs our agent read and could act on104 of 151
  2. Publish an llms.txt131 of 151
  3. Publish an OpenAPI document104 of 151
  4. Have an MCP server133 of 151

The checkpoints: docs.

Docs

Can an agent learn the product?

  1. Docs our agent read without a browser151 of 151
  2. Docs it could act on104 of 151
  3. Docs it could act on only in part41 of 151

What makes a product hard to find.

Where the docs fall short

  1. Docs an agent can act on only in part41 of 151
  2. Docs an agent can't act on6 of 151
  3. No MCP server18 of 151
What products offer an agent. Public API: 146 of 151, OpenAPI spec: 104 of 151, MCP server: 133 of 151, SDK: 88 of 151, CLI: 76 of 151, llms.txt: 131 of 151, Webhooks: 115 of 151, Sandbox or test mode: 28 of 151.

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Products with an MCP server. Official: 127 of 151, Third-party only: 6 of 151, None: 18 of 151.

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Docs our agent could act on.

Every product

What a product can publish for agents.

llms.txt

A Markdown map of a product's docs, written for language models.

131 of 151 products we drove offer it.

OpenAPI

A machine-readable description of every route of an API.

104 of 151 products we drove offer it.

MCP

A server that turns a product's actions into tools an agent can call.

133 of 151 products we drove offer it.

Studies and data.

Report · 23 Oct 2026 · 148 products, 1–22 Oct 2026How far does an AI agent get in SaaS on its own? 148 testedNo product reached Autonomous: 27 run on their own, and five took our side's payment with no card.Read Blog · 20 Oct 2026 · 147 products, 1–20 Oct 2026Does an MCP server mean an AI agent can use your product?An MCP server, OpenAPI spec or llms.txt shows an agent what a product offers; sign-up, verification and the key decide whether it gets to use it.Read

What software sites publish for agents, month by month

Fix guides.

The other steps of the journey.

See where an agent stops in yours.

Free: what an agent finds on your site, any wall in its way and how many things to fix.