llms.txt is a proposal, now at v21. The file is Markdown: a title, a short summary, then lists of links to the pages that matter. The only required part is H1 with the project name1.
Each linked page can have a Markdown copy at the same address with .md added, so an agent reads text instead of HTML.1
How many products publish one
131 of 151 products we drove publish an llms.txt. Our agent read the docs of 151 of 151 without a browser.
How to add it
1
Put it where your docs live.
At the root, as /llms.txt, or at a path that covers the pages under it.1 It is not a /.well-known/ file.1
2
Start with the name and one line.
An H1 with the product's name, then a short summary of what it does and who it is for.
3
Link the pages an agent needs first.
Getting started, authentication, creating an API key, the API reference and pricing. One line each on what the page answers.
4
Serve Markdown copies of those pages.
Add .md to each page's address.1 The proposal also suggests a link from each page to its Markdown copy: rel=alternate type=text/markdown; rel=describedby1.
Check it yourself
Fetch it from a server.
You want a 200 and Markdown, not your HTML home page.
curl -s https://example.com/llms.txt | head -20
Follow three of its links.
Each should answer with the page's text, without a sign-in or a bot check.
Products that publish an llms.txt.
131 products we drove, by name. Each row is the product's newest drive.
ActiveCampaignEmail marketing
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
Acuity SchedulingScheduling
LearnLearn: Docs it can act on: yes: llms.txt and an OpenAPI.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 17 Oct 2026
AgentMailEmail infrastructure
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessKey by APIAccess: Key by API.
Use100% of the workUse: 100% of the work.
PayReaches the checkoutPay: Reaches the checkout: An agent payment for part of its API, none made yet.
LeaveNothing to cancel; its account staysLeave: Nothing to cancel; its account stays.
L4Runs on its ownDriven 14 Oct 2026
AirtableDatabases
LearnDocs with gapsLearn: Docs with gaps: llms.txt and an MCP server.
AccessMCP sign-in, sign-up in a browserAccess: MCP sign-in, sign-up in a browser.
Use100% of the workUse: 100% of the work.
PayReaches the checkoutPay: Reaches the checkout: Stopped at the $24 a month charge.
LeaveLeaves on its ownLeave: Leaves on its own: Nothing to cancel, deletes its account.
L4Runs on its ownDriven 15 Oct 2026
AkiflowTask management
LearnLearn: Docs with gaps: partly: llms.txt and an MCP server; no docs on signing in.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 15 Oct 2026
AmplitudeProduct analytics
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 11 Oct 2026
Anchor BrowserBrowser infrastructure
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessKey by APIAccess: Key by API.
Use90% of the workUse: 90% of the work.
PayPayment not reachedPay: Payment not reached.
LeaveNothing to cancel; what it made staysLeave: Nothing to cancel; what it made stays.
L4Runs on its ownDriven 5 Oct 2026
ApifyWeb scrapingpays per use without an account
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Signs up sometimes: partly.
UseUse: 89% of the work: yes.
PayPay: Pays on its own: yes: Paid $1 for prepaid credit (x402), 16 Oct.
LeaveLeave: Nothing to cancel: yes: What it made goes after 14 days.
Gets in 1 of 3 drives; a bot check can stop itL1Needs a personDriven 16 Oct 2026
The other 123 products
AsanaProject management
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 17 Oct 2026
AttioCRM
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessSign-up in a browserAccess: Sign-up in a browser.
Use100% of the workUse: 100% of the work.
PayReaches the checkoutPay: Reaches the checkout: Stopped at the card form.
LeaveLeaves on its ownLeave: Leaves on its own: Cancels on its own, deletes its account.
L4Runs on its ownDriven 2 Oct 2026
Backblaze B2File storage
LearnLearn: Docs with gaps: partly: llms.txt and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Nothing to cancel; its account stays: yes.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
BaserowDatabases
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
beehiivEmail marketing
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
BigCommerceE-commerce
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 12 Oct 2026
BoxFile storage
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 12 Oct 2026
Brave Search APISearch APIs
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't get a key: no.
UseUse: Work not reached: not reached.
PayPay: Tried to pay: partly: The payment failed on the seller's side.
LeaveLeave: Leaves on its own: yes: Nothing to cancel, deletes its account.
Can't get an API key on its ownCard required before any API keyL1Needs a personDriven 14 Oct 2026
BrevoEmail marketing
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't verify its account: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Nothing to cancel; its account stays: yes.
Can't verify its account on its ownNo confirmation mailL1Needs a personDriven 19 Oct 2026
Browse AIWeb scraping
LearnLearn: Docs it can act on: yes: llms.txt and an OpenAPI.
AccessAccess: Only a person may sign up: no: The terms don't allow automated sign-up.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its ownNot counted: the terms don't allow automated sign-upL1Needs a personDriven 6 Oct 2026
BrowserbaseBrowser infrastructure
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessPay per callAccess: Pay per call.
Use20% of the workUse: 20% of the work.
PayPays per call for part of itPay: Pays per call for part of it: Paid $0.01 a call (x402), 13 Oct.
LeaveLeaves on its ownLeave: Leaves on its own: Nothing to cancel, deletes what it made.
L2Gets inDriven 13 Oct 2026
BrowserlessBrowser infrastructure
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessSign-up in a browserAccess: Sign-up in a browser.
Use100% of the workUse: 100% of the work.
PayPayment not reachedPay: Payment not reached.
LeaveLeaves on its ownLeave: Leaves on its own: Cancels on its own, deletes its account.
L4Runs on its ownDriven 6 Oct 2026
BufferSocial media scheduling
LearnLearn: Docs with gaps: partly: llms.txt and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
ButtondownEmail marketing
LearnDocs it can act onLearn: Docs it can act on: llms.txt and an OpenAPI.
AccessSign-up in a browserAccess: Sign-up in a browser.
Use83% of the workUse: 83% of the work.
PayReaches the checkoutPay: Reaches the checkout: Stopped at the card form.
LeaveLeaves on its ownLeave: Leaves on its own: Nothing to cancel, deletes its account.
L4Runs on its ownDriven 2 Oct 2026
Cal.comScheduling
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
CalendlyScheduling
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
CanvaDesign
LearnLearn: No docs it can act on: no.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 16 Oct 2026
ChatwootCustomer support
LearnLearn: Docs it can act on: yes: llms.txt and an OpenAPI.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
ClickHouse CloudDatabases
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessMCP sign-in, sign-up in a browserAccess: MCP sign-in, sign-up in a browser.
Use100% of the workUse: 100% of the work.
PayCard checkoutPay: Card checkout.
LeaveNothing to cancel; deletes its data, but the login staysLeave: Nothing to cancel; deletes its data, but the login stays.
L4Runs on its ownDriven 19 Oct 2026
ClickUpProject management
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 16 Oct 2026
CloseCRM
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 11 Oct 2026
CloudinaryFile storage
LearnDocs with gapsLearn: Docs with gaps: llms.txt and an MCP server.
AccessSign-up in a browserAccess: Sign-up in a browser.
Use100% of the workUse: 100% of the work.
PayPayment not reachedPay: Payment not reached.
LeaveNothing to cancel; its account staysLeave: Nothing to cancel; its account stays.
L4Runs on its ownDriven 6 Oct 2026
ConvexDatabases
LearnDocs it can act onLearn: Docs it can act on: llms.txt and an MCP server.
AccessRuns locallyAccess: Runs locally.
Use100% of the workUse: 100% of the work.
PayPayment not triedPay: Payment not tried: Our agent worked without an account, so it had none to buy in.
LeaveLeaves on its ownLeave: Leaves on its own: Nothing to cancel, made nothing to delete.
L4Runs on its ownDriven 19 Oct 2026
CopperCRM
LearnLearn: Docs with gaps: partly: llms.txt.
AccessAccess: Can't sign up: no.
UseUse: 56% of the work: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its ownGoogle-only sign-up, API keys only in UIL1Needs a personDriven 2 Oct 2026
CraftDocs and workspace
LearnDocs with gapsLearn: Docs with gaps: llms.txt, an OpenAPI and an MCP server; no docs on signing in.
AccessSign-up in a browserAccess: Sign-up in a browser.
Use100% of the workUse: 100% of the work.
PayReaches the checkoutPay: Reaches the checkout: Stopped at the €9.99 a month charge.
LeaveLeaves on its ownLeave: Leaves on its own: Nothing to cancel, deletes its account.
L4Runs on its ownDriven 17 Oct 2026
DocuSealE-signature
LearnDocs it can act onLearn: Docs it can act on: llms.txt and an OpenAPI.
AccessKey by APIAccess: Key by API.
Use100% of the workUse: 100% of the work.
PayReaches the checkoutPay: Reaches the checkout: Stopped at the card form.
LeaveLeaves on its ownLeave: Leaves on its own: Nothing to cancel, deletes its account.
L4Runs on its ownDriven 6 Oct 2026
DropboxFile storage
LearnLearn: Docs it can act on: yes: llms.txt and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 18 Oct 2026
EcwidE-commerce
LearnLearn: Docs with gaps: partly: llms.txt.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 12 Oct 2026
ExaSearch APIs
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessNo key needed, pay per callAccess: No key needed, pay per call.
Use20% of the workUse: 20% of the work.
PayPays per call for part of itPay: Pays per call for part of it: Paid $0.001 to $0.012 a call (x402), 15 Oct.
LeaveLeaves on its ownLeave: Leaves on its own: Nothing to cancel, made nothing to delete.
L2Gets inDriven 15 Oct 2026
Fathom AnalyticsWeb analytics
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Needs a card to start: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its ownCredit card required to sign upL1Needs a personDriven 6 Oct 2026
FigmaDesign
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its ownrobots.txt closes sign-up to AI agentsL1Needs a personDriven 19 Oct 2026
FilloutForms
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessSign-up in a browserAccess: Sign-up in a browser.
Use90% of the workUse: 90% of the work.
PayReaches the checkoutPay: Reaches the checkout: Stopped at the $19 a month charge.
LeaveLeaves on its ownLeave: Leaves on its own: Nothing to cancel, deletes its account.
L4Runs on its ownDriven 22 Oct 2026
FirebaseDatabases
LearnNo docs it can act onLearn: No docs it can act on.
AccessRuns locallyAccess: Runs locally: Can't sign up for one.
Use70% of the workUse: 70% of the work.
PayPayment not triedPay: Payment not tried: Our agent worked without an account, so it had none to buy in.
LeaveLeaves on its ownLeave: Leaves on its own: Nothing to cancel, made nothing to delete.
L3Does the workDriven 20 Oct 2026
FirecrawlWeb scraping
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessNo key needed, MCP sign-in, sign-up in a browserAccess: No key needed, MCP sign-in, sign-up in a browser.
Use100% of the workUse: 100% of the work.
PayReaches the checkoutPay: Reaches the checkout: Stopped at the $19 a month charge.
LeaveNothing to cancel; its account staysLeave: Nothing to cancel; its account stays.
L4Runs on its ownDriven 18 Oct 2026
Fly.ioHosting and deploys
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessSign-up in a browserAccess: Sign-up in a browser.
Use30% of the workUse: 30% of the work.
PayCard checkoutPay: Card checkout.
LeaveLeaves on its ownLeave: Leaves on its own: Nothing to cancel, deletes its account.
L2Gets inDriven 6 Oct 2026
folkCRM
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't verify its account: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Nothing to cancel; its account stays: yes.
Can't verify its account on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
FormbricksForms
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessSign-up in a browserAccess: Sign-up in a browser.
Use100% of the workUse: 100% of the work.
PayReaches the checkoutPay: Reaches the checkout: Stopped at the card form.
LeaveLeaves on its ownLeave: Leaves on its own: Cancels on its own, deletes its account.
L4Runs on its ownDriven 2 Oct 2026
FormspreeForms
LearnLearn: Docs with gaps: partly: llms.txt.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
FramerWebsite builders
LearnLearn: Docs with gaps: partly: llms.txt and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 11 Oct 2026
FreshdeskCustomer support
LearnLearn: Docs with gaps: partly: llms.txt and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
FrontCustomer support
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its ownPhone number required on trial sign-up formL1Needs a personDriven 6 Oct 2026
GitHubProject management
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Only a person may sign up: no: The terms don't allow automated sign-up.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 20 Oct 2026
GitLabProject management
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 19 Oct 2026
GoCardlessPayments
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessMCP sign-in, sign-up in a browserAccess: MCP sign-in, sign-up in a browser.
Use89% of the workUse: 89% of the work.
PayReady to payPay: Ready to pay: Payment not yet proven; stopped at the pay button.
LeaveNothing to cancel; deletes its data, but the login staysLeave: Nothing to cancel; deletes its data, but the login stays.
L4Runs on its ownDriven 21 Oct 2026
GorgiasCustomer support
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 11 Oct 2026
GumroadE-commerce
LearnDocs with gapsLearn: Docs with gaps: llms.txt and an MCP server.
AccessSign-up in a browserAccess: Sign-up in a browser.
Use10% of the workUse: 10% of the work.
PayNo plan to buyPay: No plan to buy.
LeaveLeaves on its ownLeave: Leaves on its own: Nothing to cancel, deletes its account.
L2Gets inDriven 6 Oct 2026
HeapProduct analytics
LearnLearn: Docs it can act on: yes: llms.txt and an OpenAPI.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 12 Oct 2026
Help ScoutCustomer support
LearnLearn: Docs it can act on: yes: llms.txt.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its ownPhone SMS verification at sign-upL1Needs a personDriven 15 Oct 2026
HubSpotCRM
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 16 Oct 2026
IntercomCustomer support
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessMCP sign-in, sign-up in a browserAccess: MCP sign-in, sign-up in a browser.
Use50% of the workUse: 50% of the work.
PayReaches the checkoutPay: Reaches the checkout: Stopped at the $39 a month charge.
LeaveNothing to cancel; deletes its data, but the login staysLeave: Nothing to cancel; deletes its data, but the login stays.
L3Does the workDriven 20 Oct 2026
Invoice SimpleInvoicing
LearnLearn: No docs it can act on: no.
AccessAccess: Signs up sometimes: partly.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL0Read-onlyDriven 19 Oct 2026
JiraProject management
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 14 Oct 2026
KitEmail marketing
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
KlaviyoEmail marketing
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its ownPhone number required on sign-up formL1Needs a personDriven 6 Oct 2026
LinearProject management
LearnLearn: Docs it can act on: yes: llms.txt and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 16 Oct 2026
MailchimpEmail marketing
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
MailerLiteEmail marketing
LearnLearn: Docs with gaps: partly: llms.txt and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
MailgunEmail infrastructure
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Reaches the checkout: partly: Stopped at the $35 a month charge.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 18 Oct 2026
MailtrapEmail infrastructure
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
MakeAutomation
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
MemosDocs and workspace
LearnLearn: No docs it can act on: no.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: No plan to buy: nothing to do.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 23 Oct 2026
MixpanelProduct analytics
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessSign-up in a browserAccess: Sign-up in a browser.
Use50% of the workUse: 50% of the work.
PayReaches the checkoutPay: Reaches the checkout: Stopped at the card form.
LeaveNothing to cancel; its account staysLeave: Nothing to cancel; its account stays.
L3Does the workDriven 6 Oct 2026
MolliePayments
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 17 Oct 2026
monday.comProject management
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.
AccessMCP sign-in, sign-up in a browserAccess: MCP sign-in, sign-up in a browser.
Use89% of the workUse: 89% of the work.
PayReaches the checkoutPay: Reaches the checkout: Stopped at the €642.60 a year charge.
LeaveNothing to cancel; its account staysLeave: Nothing to cancel; its account stays.
L4Runs on its ownDriven 17 Oct 2026
MoneybirdInvoicing
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 6 Oct 2026
MongoDB AtlasDatabases
LearnLearn: Docs it can act on: yes: llms.txt, an OpenAPI and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 11 Oct 2026
n8nAutomation
LearnLearn: Docs it can act on: yes: llms.txt and an MCP server.
AccessAccess: Can't sign up: no.
UseUse: Work not reached: not reached.
PayPay: Payment not reached: not reached.
LeaveLeave: Leaving not reached: not reached.
Can't sign up on its own: a bot check stops itL1Needs a personDriven 17 Oct 2026
NeonDatabases
LearnDocs it can act onLearn: Docs it can act on: llms.txt, an OpenAPI and an MCP server.