# Can an AI agent read your docs and act on them?

Our agent starts every drive at the docs. Most were good enough to act on; llms.txt and OpenAPI helped it most.

Agent access, step by step: [Find](https://agentdrives.com/access/find.md) · [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/docs · our drives, 1 Oct 2026 to 1 Nov 2026 · JSON: https://agentdrives.com/access/find/docs.json · CC BY 4.0

**145 of 201** products had docs our agent read and could act on. (https://agentdrives.com/data/facts?via=md#learn.yes)

## The numbers

- Publish an llms.txt: 168 of 201 (https://agentdrives.com/data/facts?via=md#surface.llms_txt)
- Publish an OpenAPI document: 103 of 201 (https://agentdrives.com/data/facts?via=md#surface.openapi)

## Docs our agent could act on

- [AgentMail](https://agentdrives.com/tools/agentmail.md?via=md): L5
- [Brave Search API](https://agentdrives.com/tools/brave.md?via=md): L5
- [Gotify](https://agentdrives.com/tools/gotify.md?via=md): L5
- [Memos](https://agentdrives.com/tools/usememos.md?via=md): L5
- [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
- [Clerk](https://agentdrives.com/tools/clerk.md?via=md): L4
- [ClickHouse Cloud](https://agentdrives.com/tools/clickhouse.md?via=md): L4
- [Constant Contact](https://agentdrives.com/tools/constantcontact.md?via=md): L4
- [Convex](https://agentdrives.com/tools/convex.md?via=md): L4
- [Couchbase](https://agentdrives.com/tools/couchbase.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
- [Hive](https://agentdrives.com/tools/hive.md?via=md): L4
- [Kit](https://agentdrives.com/tools/kit.md?via=md): L4
- [LanceDB](https://agentdrives.com/tools/lancedb.md?via=md): L4
- [Less Annoying CRM](https://agentdrives.com/tools/lessannoyingcrm.md?via=md): L4
- [monday.com](https://agentdrives.com/tools/monday.md?via=md): L4
- [MotherDuck](https://agentdrives.com/tools/motherduck.md?via=md): L4
- [Nifty](https://agentdrives.com/tools/niftypm.md?via=md): L4
- [NocoDB](https://agentdrives.com/tools/nocodb.md?via=md): L4
- [Pipedrive](https://agentdrives.com/tools/pipedrive.md?via=md): L4
- [Plane](https://agentdrives.com/tools/plane.md?via=md): L4
- [Prisma Postgres](https://agentdrives.com/tools/prisma.md?via=md): L4
- [Sentry](https://agentdrives.com/tools/sentry.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
- [Upstash](https://agentdrives.com/tools/upstash.md?via=md): L4
- [Weaviate](https://agentdrives.com/tools/weaviate.md?via=md): L4
- [Zilliz](https://agentdrives.com/tools/zilliz.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
- [Deepgram](https://agentdrives.com/tools/deepgram.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
- [Parallel](https://agentdrives.com/tools/parallel.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
- [Graphite](https://agentdrives.com/tools/graphite.md?via=md): L2
- [Netlify](https://agentdrives.com/tools/netlify.md?via=md): L2
- [PlanetScale](https://agentdrives.com/tools/planetscale.md?via=md): L2
- [Plunk](https://agentdrives.com/tools/useplunk.md?via=md): L2
- [Postiz](https://agentdrives.com/tools/postiz.md?via=md): L2
- [Telnyx](https://agentdrives.com/tools/telnyx.md?via=md): L2
- [Umami](https://agentdrives.com/tools/umami.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
- [Appwrite](https://agentdrives.com/tools/appwrite.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
- [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
- [Chargebee](https://agentdrives.com/tools/chargebee.md?via=md): L1
- [Chatwoot](https://agentdrives.com/tools/chatwoot.md?via=md): L1
- [Chroma](https://agentdrives.com/tools/trychroma.md?via=md): L1
- [ClickUp](https://agentdrives.com/tools/clickup.md?via=md): L1
- [Close](https://agentdrives.com/tools/close.md?via=md): L1
- [CockroachDB](https://agentdrives.com/tools/cockroachlabs.md?via=md): L1
- [Codeberg](https://agentdrives.com/tools/codeberg.md?via=md): L1
- [Copper](https://agentdrives.com/tools/copper.md?via=md): L1
- [Databricks](https://agentdrives.com/tools/databricks.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
- [Firebolt](https://agentdrives.com/tools/firebolt.md?via=md): L1
- [folk](https://agentdrives.com/tools/folk.md?via=md): L1
- [Framer](https://agentdrives.com/tools/framer.md?via=md): L1
- [Front](https://agentdrives.com/tools/front.md?via=md): L1
- [Gitea](https://agentdrives.com/tools/gitea.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
- [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
- [MailerSend](https://agentdrives.com/tools/mailersend.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
- [Microsoft Teams](https://agentdrives.com/tools/microsoft.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
- [MuleSoft Anypoint Platform](https://agentdrives.com/tools/mulesoft.md?via=md): L1
- [Notion](https://agentdrives.com/tools/notion.md?via=md): L1
- [Nutshell](https://agentdrives.com/tools/nutshell.md?via=md): L1
- [OpenProject](https://agentdrives.com/tools/openproject.md?via=md): L1
- [PandaDoc](https://agentdrives.com/tools/pandadoc.md?via=md): L1
- [PayPal](https://agentdrives.com/tools/paypal.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
- [Pinecone](https://agentdrives.com/tools/pinecone.md?via=md): L1
- [Plain](https://agentdrives.com/tools/plain.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
- [Railway](https://agentdrives.com/tools/railway.md?via=md): L1
- [Render](https://agentdrives.com/tools/render.md?via=md): L1
- [Resend](https://agentdrives.com/tools/resend.md?via=md): L1
- [Rocket.Chat](https://agentdrives.com/tools/rocket.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
- [Snowflake](https://agentdrives.com/tools/snowflake.md?via=md): L1
- [Square](https://agentdrives.com/tools/squareup.md?via=md): L1
- [Starburst](https://agentdrives.com/tools/starburst.md?via=md): L1
- [Streak](https://agentdrives.com/tools/streak.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
- [turbopuffer](https://agentdrives.com/tools/turbopuffer.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

## Docs it could act on only in part

- [listmonk](https://agentdrives.com/tools/listmonk.md?via=md): L5
- [Airtable](https://agentdrives.com/tools/airtable.md?via=md): L4
- [BookStack](https://agentdrives.com/tools/bookstackapp.md?via=md): L4
- [Cloudinary](https://agentdrives.com/tools/cloudinary.md?via=md): L4
- [Craft](https://agentdrives.com/tools/craft.md?via=md): L4
- [Penpot](https://agentdrives.com/tools/penpot.md?via=md): L4
- [Pipedream](https://agentdrives.com/tools/pipedream.md?via=md): L4
- [SurveyMonkey](https://agentdrives.com/tools/surveymonkey.md?via=md): L4
- [TickTick](https://agentdrives.com/tools/ticktick.md?via=md): L4
- [Twist](https://agentdrives.com/tools/twist.md?via=md): L4
- [Mattermost](https://agentdrives.com/tools/mattermost.md?via=md): L3
- [Plausible Analytics](https://agentdrives.com/tools/plausible.md?via=md): L3
- [Gumroad](https://agentdrives.com/tools/gumroad.md?via=md): L2
- [Invoice Simple](https://agentdrives.com/tools/invoicesimple.md?via=md): L2
- [Akiflow](https://agentdrives.com/tools/akiflow.md?via=md): L1
- [Autodesk (Autodesk Platform Services)](https://agentdrives.com/tools/autodesk.md?via=md): L1
- [Backblaze B2](https://agentdrives.com/tools/backblaze.md?via=md): L1
- [Basecamp](https://agentdrives.com/tools/basecamp.md?via=md): L1
- [Buffer](https://agentdrives.com/tools/buffer.md?via=md): L1
- [Canva](https://agentdrives.com/tools/canva.md?via=md): L1
- [Coda](https://agentdrives.com/tools/coda.md?via=md): L1
- [Crisp](https://agentdrives.com/tools/crisp.md?via=md): L1
- [DocuSign](https://agentdrives.com/tools/docusign.md?via=md): L1
- [Ecwid](https://agentdrives.com/tools/ecwid.md?via=md): L1
- [Element](https://agentdrives.com/tools/element.md?via=md): L1
- [Formspree](https://agentdrives.com/tools/formspree.md?via=md): L1
- [FreshBooks](https://agentdrives.com/tools/freshbooks.md?via=md): L1
- [Freshdesk](https://agentdrives.com/tools/freshdesk.md?via=md): L1
- [Jotform](https://agentdrives.com/tools/jotform.md?via=md): L1
- [Lemon Squeezy](https://agentdrives.com/tools/lemonsqueezy.md?via=md): L1
- [MailerLite](https://agentdrives.com/tools/mailerlite.md?via=md): L1
- [Oracle Cloud Infrastructure (OCI)](https://agentdrives.com/tools/oracle.md?via=md): L1
- [Pirsch](https://agentdrives.com/tools/pirsch.md?via=md): L1
- [Pumble](https://agentdrives.com/tools/pumble.md?via=md): L1
- [QuickBooks Online](https://agentdrives.com/tools/quickbooks-intuit.md?via=md): L1
- [SavvyCal](https://agentdrives.com/tools/savvycal.md?via=md): L1
- [ScrapingBee](https://agentdrives.com/tools/scrapingbee.md?via=md): L1
- [SerpApi](https://agentdrives.com/tools/serpapi.md?via=md): L1
- [Squarespace](https://agentdrives.com/tools/squarespace.md?via=md): L1
- [tawk.to](https://agentdrives.com/tools/tawk.md?via=md): L1
- [Teamwork.com](https://agentdrives.com/tools/teamwork.md?via=md): L1
- [Todoist](https://agentdrives.com/tools/todoist.md?via=md): L1
- [Trello](https://agentdrives.com/tools/trello.md?via=md): L1
- [Typeform](https://agentdrives.com/tools/typeform.md?via=md): L1
- [Wix](https://agentdrives.com/tools/wix.md?via=md): L1
- [Xero](https://agentdrives.com/tools/xero.md?via=md): L1
- [Zoho CRM](https://agentdrives.com/tools/zoho.md?via=md): L1
- [Carrd](https://agentdrives.com/tools/carrd.md?via=md): L0
- [Later](https://agentdrives.com/tools/later.md?via=md): L0
- [zcal](https://agentdrives.com/tools/zcal.md?via=md): L0

## 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. 168 of 201 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. 103 of 201 products we drove offer it (https://agentdrives.com/data/facts?via=md#surface.openapi).

## Everything on Docs and llms.txt

### Research and data

- 1 Nov 2026: [Can an AI agent find its way through your docs?](https://agentdrives.com/lab/docs-structure.md). 44 of 143 products' docs give an AI agent all four things it needs to find its way. The pages themselves hold up best. The code samples and the index are where docs fall short.
- 1 Nov 2026: [Can an AI agent reach the API docs from a product's home page?](https://agentdrives.com/findings/docs-from-home.md?via=md). 101 of 119 products (85%) link their docs in the home page's HTML, one link from home for an AI agent. At 8 of 119, an agent that follows links finds no way to the docs: no link on the home page and no llms.txt that lists them.
- 1 Nov 2026: [Content Signals and AI rules in SaaS robots.txt](https://agentdrives.com/findings/content-signals.md?via=md). 42 of the 200 SaaS products we checked (21%) tell AI what it may do with their content in robots.txt, all with Cloudflare's Content-Signal line. None uses the IETF's Content-Usage line.
- 25 Oct 2026: [Do AI agents read llms.txt and Markdown?](https://agentdrives.com/research/do-ai-agents-read-llms-txt.md?via=md). AI crawlers fetched our Markdown pages 1,428 times in one week and our llms.txt 7 times. AI assistants working for a person asked for Markdown 15 times, and for llms.txt not once.
- 25 Oct 2026: [Does your llms.txt help an AI agent?](https://agentdrives.com/research/llms-txt.md?via=md). 168 of 204 products we drive publish an llms.txt, and 30 of them meet the bar: a title, a summary, sections of working links, under 50,000 characters.

### Protocols and specs

- 1 Nov 2026: [llms.txt](https://agentdrives.com/standards/llms-txt.md). A Markdown map of a product's docs, written for language models.
- 1 Nov 2026: [OpenAPI](https://agentdrives.com/standards/openapi.md). A machine-readable description of every route of an API.
- 1 Nov 2026: [robots.txt for AI agents](https://agentdrives.com/standards/robots-txt-ai.md). The file that tells crawlers and agents which pages to leave alone.

### Fix guides

- 1 Nov 2026: [Docs AI agents can read: llms.txt, Markdown, OpenAPI](https://agentdrives.com/guides/docs-agents-can-read.md?via=md). An llms.txt, Markdown twins of your pages, an OpenAPI spec and an MCP server card.

What software sites publish for agents, in the monthly report: https://agentdrives.com/research/state-of-agent-access?via=md#adoption

## Fix guides

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