# 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.

Agent access, step by step: Find · [Get in](https://agentdrives.com/access/get-in.md) · [Use](https://agentdrives.com/access/use.md) · [Pay](https://agentdrives.com/access/pay.md) · [Leave](https://agentdrives.com/access/leave.md) · All five: https://agentdrives.com/access

Source: https://agentdrives.com/access/find · our drives, 1 Oct 2026 to 24 Oct 2026 · JSON: https://agentdrives.com/access/find.json · CC BY 4.0

**104 of 151** products had docs our agent could act on. (https://agentdrives.com/data/facts?via=md#learn.yes)

## The numbers

- Docs our agent read and could act on: 104 of 151 (https://agentdrives.com/data/facts?via=md#learn.yes)
- Publish an llms.txt: 131 of 151 (https://agentdrives.com/data/facts?via=md#surface.llms_txt)
- Publish an OpenAPI document: 104 of 151 (https://agentdrives.com/data/facts?via=md#surface.openapi)
- Have an MCP server: 133 of 151 (https://agentdrives.com/data/facts?via=md#mcp.any)

## Docs

Can an agent learn the product?

- Docs our agent read without a browser: 151 of 151 (https://agentdrives.com/data/facts?via=md#docs.own)
- Docs it could act on: 104 of 151 (https://agentdrives.com/data/facts?via=md#learn.yes)
- Docs it could act on only in part: 41 of 151 (https://agentdrives.com/data/facts?via=md#learn.part)

## What makes a product hard to find

- Docs an agent can act on only in part: 41 of 151 (https://agentdrives.com/data/facts?via=md#learn.part)
- Docs an agent can't act on: 6 of 151 (https://agentdrives.com/data/facts?via=md#learn.no)
- No MCP server: 18 of 151 (https://agentdrives.com/data/facts?via=md#mcp.none)

## Docs our agent could act on

- [AgentMail](https://agentdrives.com/tools/agentmail.md?via=md): L4
- [Anchor Browser](https://agentdrives.com/tools/anchorbrowser.md?via=md): L4
- [Attio](https://agentdrives.com/tools/attio.md?via=md): L4
- [Browserless](https://agentdrives.com/tools/browserless.md?via=md): L4
- [Buttondown](https://agentdrives.com/tools/buttondown.md?via=md): L4
- [ClickHouse Cloud](https://agentdrives.com/tools/clickhouse.md?via=md): L4
- [Convex](https://agentdrives.com/tools/convex.md?via=md): L4
- [DocuSeal](https://agentdrives.com/tools/docuseal.md?via=md): L4
- [Fillout](https://agentdrives.com/tools/fillout.md?via=md): L4
- [Firecrawl](https://agentdrives.com/tools/firecrawl.md?via=md): L4
- [Formbricks](https://agentdrives.com/tools/formbricks.md?via=md): L4
- [GoCardless](https://agentdrives.com/tools/gocardless.md?via=md): L4
- [monday.com](https://agentdrives.com/tools/monday.md?via=md): L4
- [Nifty](https://agentdrives.com/tools/niftypm.md?via=md): L4
- [NocoDB](https://agentdrives.com/tools/nocodb.md?via=md): L4
- [Parallel](https://agentdrives.com/tools/parallel.md?via=md): L4
- [Pipedream](https://agentdrives.com/tools/pipedream.md?via=md): L4
- [Pipedrive](https://agentdrives.com/tools/pipedrive.md?via=md): L4
- [Plane](https://agentdrives.com/tools/plane.md?via=md): L4
- [Shortcut](https://agentdrives.com/tools/shortcut.md?via=md): L4
- [SignWell](https://agentdrives.com/tools/signwell.md?via=md): L4
- [Steel](https://agentdrives.com/tools/steel.md?via=md): L4
- [Tally](https://agentdrives.com/tools/tally.md?via=md): L4
- [Twenty](https://agentdrives.com/tools/twenty.md?via=md): L4
- [Zulip](https://agentdrives.com/tools/zulip.md?via=md): L4
- [Browse AI](https://agentdrives.com/tools/browse.md?via=md): L3
- [Intercom](https://agentdrives.com/tools/intercom.md?via=md): L3
- [Mixpanel](https://agentdrives.com/tools/mixpanel.md?via=md): L3
- [Neon](https://agentdrives.com/tools/neon.md?via=md): L3
- [Railway](https://agentdrives.com/tools/railway.md?via=md): L3
- [Shopify](https://agentdrives.com/tools/shopify.md?via=md): L3
- [Stripe](https://agentdrives.com/tools/stripe.md?via=md): L3
- [Tavily](https://agentdrives.com/tools/tavily.md?via=md): L3
- [TidyCal](https://agentdrives.com/tools/tidycal.md?via=md): L3
- [Browserbase](https://agentdrives.com/tools/browserbase.md?via=md): L2
- [Exa](https://agentdrives.com/tools/exa.md?via=md): L2
- [Fly.io](https://agentdrives.com/tools/fly.md?via=md): L2
- [Netlify](https://agentdrives.com/tools/netlify.md?via=md): L2
- [PlanetScale](https://agentdrives.com/tools/planetscale.md?via=md): L2
- [Postiz](https://agentdrives.com/tools/postiz.md?via=md): L2
- [Vercel](https://agentdrives.com/tools/vercel.md?via=md): L2
- [Webflow](https://agentdrives.com/tools/webflow.md?via=md): L2
- [ActiveCampaign](https://agentdrives.com/tools/activecampaign.md?via=md): L1
- [Acuity Scheduling](https://agentdrives.com/tools/acuityscheduling.md?via=md): L1
- [Amplitude](https://agentdrives.com/tools/amplitude.md?via=md): L1
- [Apify](https://agentdrives.com/tools/apify.md?via=md): L1
- [Asana](https://agentdrives.com/tools/asana.md?via=md): L1
- [Baserow](https://agentdrives.com/tools/baserow.md?via=md): L1
- [beehiiv](https://agentdrives.com/tools/beehiiv.md?via=md): L1
- [BigCommerce](https://agentdrives.com/tools/bigcommerce.md?via=md): L1
- [Box](https://agentdrives.com/tools/box.md?via=md): L1
- [Brave Search API](https://agentdrives.com/tools/brave.md?via=md): L1
- [Brevo](https://agentdrives.com/tools/brevo.md?via=md): L1
- [Cal.com](https://agentdrives.com/tools/cal.md?via=md): L1
- [Calendly](https://agentdrives.com/tools/calendly.md?via=md): L1
- [Chatwoot](https://agentdrives.com/tools/chatwoot.md?via=md): L1
- [ClickUp](https://agentdrives.com/tools/clickup.md?via=md): L1
- [Close](https://agentdrives.com/tools/close.md?via=md): L1
- [Dropbox](https://agentdrives.com/tools/dropbox.md?via=md): L1
- [Fathom Analytics](https://agentdrives.com/tools/usefathom.md?via=md): L1
- [Figma](https://agentdrives.com/tools/figma.md?via=md): L1
- [folk](https://agentdrives.com/tools/folk.md?via=md): L1
- [Front](https://agentdrives.com/tools/front.md?via=md): L1
- [GitHub](https://agentdrives.com/tools/github.md?via=md): L1
- [GitLab](https://agentdrives.com/tools/gitlab.md?via=md): L1
- [Gorgias](https://agentdrives.com/tools/gorgias.md?via=md): L1
- [Heap](https://agentdrives.com/tools/heap.md?via=md): L1
- [Help Scout](https://agentdrives.com/tools/helpscout.md?via=md): L1
- [HubSpot](https://agentdrives.com/tools/hubspot.md?via=md): L1
- [Jira](https://agentdrives.com/tools/atlassian.md?via=md): L1
- [Kit](https://agentdrives.com/tools/kit.md?via=md): L1
- [Klaviyo](https://agentdrives.com/tools/klaviyo.md?via=md): L1
- [Linear](https://agentdrives.com/tools/linear.md?via=md): L1
- [Mailchimp](https://agentdrives.com/tools/mailchimp.md?via=md): L1
- [Mailgun](https://agentdrives.com/tools/mailgun.md?via=md): L1
- [Mailtrap](https://agentdrives.com/tools/mailtrap.md?via=md): L1
- [Make](https://agentdrives.com/tools/make.md?via=md): L1
- [Mollie](https://agentdrives.com/tools/mollie.md?via=md): L1
- [Moneybird](https://agentdrives.com/tools/moneybird.md?via=md): L1
- [MongoDB Atlas](https://agentdrives.com/tools/mongodb.md?via=md): L1
- [n8n](https://agentdrives.com/tools/n8n.md?via=md): L1
- [Notion](https://agentdrives.com/tools/notion.md?via=md): L1
- [PandaDoc](https://agentdrives.com/tools/pandadoc.md?via=md): L1
- [Perplexity API](https://agentdrives.com/tools/perplexity.md?via=md): L1
- [Pinata](https://agentdrives.com/tools/pinata.md?via=md): L1
- [Polar](https://agentdrives.com/tools/polar.md?via=md): L1
- [PostHog](https://agentdrives.com/tools/posthog.md?via=md): L1
- [Postmark](https://agentdrives.com/tools/postmarkapp.md?via=md): L1
- [Publer](https://agentdrives.com/tools/publer.md?via=md): L1
- [Render](https://agentdrives.com/tools/render.md?via=md): L1
- [Resend](https://agentdrives.com/tools/resend.md?via=md): L1
- [Salesforce](https://agentdrives.com/tools/salesforce.md?via=md): L1
- [SendGrid](https://agentdrives.com/tools/sendgrid.md?via=md): L1
- [Slack](https://agentdrives.com/tools/slack.md?via=md): L1
- [Smartsheet](https://agentdrives.com/tools/smartsheet.md?via=md): L1
- [Supabase](https://agentdrives.com/tools/supabase.md?via=md): L1
- [Taskade](https://agentdrives.com/tools/taskade.md?via=md): L1
- [Tinybird](https://agentdrives.com/tools/tinybird.md?via=md): L1
- [Turso](https://agentdrives.com/tools/turso.md?via=md): L1
- [Typefully](https://agentdrives.com/tools/typefully.md?via=md): L1
- [UploadThing](https://agentdrives.com/tools/uploadthing.md?via=md): L1
- [Wrike](https://agentdrives.com/tools/wrike.md?via=md): L1
- [Zapier](https://agentdrives.com/tools/zapier.md?via=md): L1
- [Zendesk](https://agentdrives.com/tools/zendesk.md?via=md): L1

## What a product can publish for agents

- [llms.txt](https://agentdrives.com/standards/llms-txt.md): A Markdown map of a product's docs, written for language models. 131 of 151 products we drove offer it (https://agentdrives.com/data/facts?via=md#surface.llms_txt).
- [OpenAPI](https://agentdrives.com/standards/openapi.md): A machine-readable description of every route of an API. 104 of 151 products we drove offer it (https://agentdrives.com/data/facts?via=md#surface.openapi).
- [MCP](https://agentdrives.com/standards/mcp.md): A server that turns a product's actions into tools an agent can call. 133 of 151 products we drove offer it (https://agentdrives.com/data/facts?via=md#mcp.any).

## Studies and data

- [How far does an AI agent get in SaaS on its own? 148 tested](https://agentdrives.com/reports/how-far-a-real-agent-got-2026-10.md?via=md)
- [Does an MCP server mean an AI agent can use your product?](https://agentdrives.com/blog/why-we-drive-software-with-agents.md?via=md)
- What software sites publish for agents, month by month: https://agentdrives.com/research/adoption?via=md

## Fix guides

- [Docs AI agents can read: llms.txt, Markdown, OpenAPI](https://agentdrives.com/guides/docs-agents-can-read.md?via=md)