DTC AI crawler index

Per-brand data behind our research posts: which DTC brands block AI crawlers, which declare a sitemap, and which publish an llms.txt they did not write. Collected August 14, 2026. Free to cite with attribution.

Raw data: dtc-ai-crawler-index.json — every record verbatim, served with permissive CORS so it can be fetched and checked rather than transcribed from this table.

147

Brands sampled

70

Live UCP discovery endpoint

59

Publishing an agents.md

57

Whose agents.md recommends a cross-store shopping skill

69

Responding MCP checkout endpoint

108

Served robots.txt to an identified crawler

2

Blocking AI answer engines

3

Blocking model-training crawlers only

16

Declaring no sitemap in robots.txt

58

Publishing a generated llms.txt template

13

Publishing a bespoke llms.txt

36

Publishing no llms.txt

Brandrobots.txtAnswer enginesTraining crawlersSitemapllms.txtUCP / MCP
aersf.comServedAllowedAllowedDeclaredGenerated (4,100B)UCP 2026-04-08 · 13 MCP tools
allbirds.comServedAllowedAllowedDeclaredGenerated (4,280B)UCP 2026-04-08 · 13 MCP tools
alohas.comServedAllowedAllowedDeclaredGenerated (4,108B)UCP 2026-04-08 · 13 MCP tools
article.comServedAllowedAllowedDeclaredNone
athleticgreens.comRefused (429)
atoms.comServedAllowedAllowedDeclaredNoneUCP 2026-04-08 · 13 MCP tools
aurate.comServedAllowedAllowedNot declaredBespoke (0B)
avocadogreenmattress.comServedAllowedAllowedDeclaredGenerated (4,465B)UCP 2026-04-08 · 13 MCP tools
away.comNo connection
baggu.comServedAllowedAllowedNot declaredNone
barkbox.comRefused (403)
beardbrand.comServedAllowedAllowedDeclaredGenerated (4,371B)UCP 2026-04-08 · 13 MCP tools
bellroy.comServedAllowedAllowedDeclaredNone
billiehealth.comRefused (404)
birchliving.comRefused (403)
birdies.comServedAllowedAllowedDeclaredGenerated (4,248B)UCP 2026-04-08 · 13 MCP tools
blueapron.comRefused (403)
blume.comServedAllowedAllowedDeclaredGenerated (4,326B)UCP 2026-04-08 · 13 MCP tools
bombas.comRefused (429)
bonobos.comRefused (420)
brilliantearth.comRefused (403)
brooklinen.comServedAllowedAllowedDeclaredGenerated (4,296B)UCP 2026-04-08 · 13 MCP tools
bubble.comServedAllowedAllowedNot declaredNone
buffy.coServedAllowedAllowedDeclaredGenerated (9,707B)UCP 2026-04-08 · 13 MCP tools
burrow.comServedAllowedAllowedDeclaredBespoke (2,309B)UCP 2026-04-08 · 13 MCP tools
caraway.comNo connection
casper.comServedAllowedAllowedDeclaredGenerated (4,252B)UCP 2026-04-08 · 13 MCP tools
catbird.comServedOAI-SearchBot, PerplexityBot, Claude-SearchBot, DuckAssistBot, YouBotGPTBot, ClaudeBot, CCBot, Google-Extended, Applebot-Extended, Bytespider, meta-externalagentNot declaredNone
chewy.comServedAllowedAllowedDeclaredNone
chomps.comServedAllowedGPTBot, CCBot, Google-ExtendedDeclaredGenerated (4,242B)UCP 2026-04-08 · 13 MCP tools
chubbiesshorts.comServedAllowedAllowedDeclaredNoneUCP 2026-04-08 · 13 MCP tools
coterie.comServedAllowedAllowedDeclaredNone
cotopaxi.comServedAllowedAllowedDeclaredGenerated (4,353B)UCP 2026-04-08 · 13 MCP tools
curology.comServedAllowedAllowedDeclaredNone
daily-harvest.comServedAllowedAllowedDeclaredGenerated (4,370B)UCP 2026-04-08 · 13 MCP tools
deathwishcoffee.comServedAllowedAllowedDeclaredGenerated (4,340B)UCP 2026-04-08 · 13 MCP tools
diff.comServedAllowedAllowedDeclaredBespoke (3,357B)UCP 2026-04-08 · 0 MCP tools
drsquatch.comServedAllowedAllowedDeclaredNoneUCP 2026-04-08 · 13 MCP tools
drunkelephant.comServedAllowedAllowedDeclaredNone
eightsleep.comServedAllowedAllowedDeclaredNone
esembly.comNo connection
everlane.comServedAllowedAllowedDeclaredGenerated (4,280B)UCP 2026-04-08 · 13 MCP tools
everlywell.comServedAllowedAllowedDeclaredNone
eyebuydirect.comRefused (403)
factor75.comRefused (403)
faherty.comServedAllowedAllowedNot declaredNone
feals.comServedAllowedAllowedDeclaredGenerated (4,232B)UCP 2026-04-08 · 13 MCP tools
fentybeauty.comServedAllowedAllowedDeclaredGenerated (4,354B)UCP 2026-04-08 · 13 MCP tools
flamingo.comNo connection
floyddetroit.comServedAllowedAllowedNot declaredNone
fly-by-jing.comNo connection
girlfriend.comServedAllowedAllowedDeclaredGenerated (4,365B)UCP 2026-04-08 · 13 MCP tools
glossier.comServedAllowedAllowedDeclaredGenerated (4,280B)UCP 2026-04-08 · 13 MCP tools
gorjana.comServedAllowedAllowedDeclaredBespoke (8,704B)UCP 2026-04-08 · 13 MCP tools
graza.coServedAllowedAllowedDeclaredGenerated (4,250B)UCP 2026-04-08 · 13 MCP tools
greatjonesgoods.comServedAllowedAllowedDeclaredGenerated (4,380B)UCP 2026-04-08 · 13 MCP tools
gymshark.comServedAllowedAllowedDeclaredGenerated (4,334B)UCP 2026-04-08 · 13 MCP tools
harrys.comServedAllowedAllowedDeclaredNoneUCP 2026-04-08 · 13 MCP tools
hatch.coServedAllowedAllowedDeclaredNone
helixsleep.comRefused (403)
hellofresh.comRefused (403)
hers.comNo connection
hims.comRefused (403)
hydrant.coServedAllowedAllowedDeclaredBespoke (566B)
hydroflask.comRefused (403)
ilia.comNo connection
imperfectfoods.comServedAllowedAllowedDeclaredNone
jenis.comServedAllowedAllowedDeclaredGenerated (4,340B)UCP 2026-04-08 · 13 MCP tools
jonesroadbeauty.comServedAllowedAllowedDeclaredGenerated (4,406B)UCP 2026-04-08 · 13 MCP tools
ka-pop.comNo connection
koio.coServedAllowedAllowedDeclaredGenerated (127,760B)UCP 2026-04-08 · 13 MCP tools
kosas.comServedAllowedAllowedDeclaredGenerated (4,318B)UCP 2026-04-08 · 13 MCP tools
kravebeauty.comServedAllowedAllowedDeclaredGenerated (4,352B)UCP 2026-04-08 · 13 MCP tools
lalo.comServedAllowedAllowedDeclaredGenerated (4,232B)UCP 2026-04-08 · 13 MCP tools
levels.comServedAllowedAllowedDeclaredNone
liquid-iv.comServedAllowedAllowedDeclaredBespoke (1,647B)UCP 2026-04-08 · 13 MCP tools
liquiddeath.comServedAllowedAllowedDeclaredGenerated (4,282B)UCP 2026-04-08 · 13 MCP tools
lolavie.comServedAllowedAllowedDeclaredGenerated (4,344B)UCP 2026-04-08 · 13 MCP tools
lovesac.comServedAllowedAllowedDeclaredNone
lumin.comServedAllowedAllowedNot declaredNone
madeincookware.comServedAllowedAllowedDeclaredBespoke (2,574B)
madeindesign.comRefused (403)
magicspoon.comServedAllowedAllowedDeclaredGenerated (4,274B)UCP 2026-04-08 · 13 MCP tools
manscaped.comRefused (403)
marinelayer.comServedAllowedAllowedDeclaredGenerated (4,382B)UCP 2026-04-08 · 13 MCP tools
materialkitchen.comServedAllowedAllowedDeclaredGenerated (4,374B)UCP 2026-04-08 · 13 MCP tools
mejuri.comServedAllowedAllowedDeclaredNoneUCP 2026-04-08 · 13 MCP tools
misen.comServedAllowedAllowedDeclaredGenerated (4,298B)UCP 2026-04-08 · 13 MCP tools
misfitsmarket.comServedAllowedAllowedDeclaredBespoke (5,067B)
monicavinader.comRefused (403)
moonjuice.comServedAllowedAllowedDeclaredGenerated (4,266B)UCP 2026-04-08 · 13 MCP tools
mouth.comServedAllowedAllowedDeclaredGenerated (4,232B)UCP 2026-04-08 · 13 MCP tools
nanit.comServedAllowedAllowedDeclaredGenerated (4,326B)UCP 2026-04-08 · 13 MCP tools
nativecos.comServedAllowedAllowedDeclaredGenerated (4,356B)UCP 2026-04-08 · 13 MCP tools
necessaire.comServedAllowedAllowedDeclaredGenerated (17,940B)UCP 2026-04-08 · 13 MCP tools
nisolo.comServedAllowedAllowedDeclaredGenerated (4,307B)UCP 2026-04-08 · 13 MCP tools
nomadgoods.comServedAllowedAllowedDeclaredBespoke (99,110B)UCP 2026-04-08 · 13 MCP tools
nurx.comServedAllowedAllowedDeclaredBespoke (1,975B)
olipop.comNo connection
ollie.comServedAllowedAllowedDeclaredNone
olukai.comRefused (403)
omsom.comServedAllowedAllowedNot declaredNone
oura.comRefused (403)
ourplace.comServedOAI-SearchBot, PerplexityBot, Claude-SearchBot, DuckAssistBot, YouBotGPTBot, ClaudeBot, CCBot, Google-Extended, Applebot-Extended, Bytespider, meta-externalagentNot declaredNone
outdoorvoices.comServedAllowedAllowedDeclaredGenerated (28,520B)UCP 2026-04-08 · 13 MCP tools
pairoptics.comServedAllowedAllowedNot declaredNone
pangaia.comServedAllowedAllowedDeclaredGenerated (4,316B)UCP 2026-04-08 · 13 MCP tools
parachutehome.comServedAllowedAllowedDeclaredGenerated (4,298B)UCP 2026-04-08 · 13 MCP tools
partakefoods.comServedAllowedAllowedDeclaredGenerated (4,290B)UCP 2026-04-08 · 13 MCP tools
peakdesign.comServedAllowedAllowedDeclaredNoneUCP 2026-04-08 · 13 MCP tools
peloton.comServedAllowedAllowedDeclaredNone
poppi.comNo connection
purple.comServedAllowedAllowedDeclaredBespoke (23,267B)
quayaustralia.comServedAllowedAllowedDeclaredGenerated (4,248B)UCP 2026-04-08 · 13 MCP tools
quince.comServedAllowedAllowedDeclaredNone
quip.comServedAllowedAllowedNot declaredNone
ritual.comServedAllowedAllowedDeclaredGenerated (4,240B)UCP 2026-04-08 · 13 MCP tools
ro.coRefused (403)
rothys.comServedAllowedAllowedDeclaredGenerated (4,242B)UCP 2026-04-08 · 13 MCP tools
rumpl.comServedAllowedAllowedDeclaredGenerated (4,326B)UCP 2026-04-08 · 13 MCP tools
saatva.comRefused (403)
saie.comServedAllowedAllowedNot declaredNone
sakara.comServedAllowedAllowedDeclaredNone
seedhealth.comRefused (403)
seedlip.comServedAllowedAllowedNot declaredNone
skims.comServedAllowedAllowedDeclaredNoneUCP 2026-04-08 · 13 MCP tools
spindrift.comServedAllowedAllowedNot declaredNone
starface.worldServedAllowedAllowedDeclaredGenerated (4,280B)UCP 2026-04-08 · 13 MCP tools
summerfridays.comServedAllowedAllowedDeclaredGenerated (4,372B)UCP 2026-04-08 · 13 MCP tools
tatcha.comServedAllowedAllowedDeclaredGenerated (16,559B)UCP 2026-04-08 · 13 MCP tools
thefarmersdog.comRefused (403)
therabody.comServedAllowedAllowedDeclaredGenerated (4,012B)UCP 2026-04-08 · 13 MCP tools
thrivemarket.comRefused (403)
thursdayboots.comServedAllowedAllowedDeclaredGenerated (4,386B)UCP 2026-04-08 · 13 MCP tools
tomboyx.comServedAllowedAllowedNot declaredGenerated (4,248B)UCP 2026-04-08 · 13 MCP tools
topicals.comNo connection
tracksmith.comServedAllowedAllowedDeclaredNone
trueclassictees.comServedAllowedAllowedNot declaredGenerated (4,410B)UCP 2026-04-08 · 13 MCP tools
tushy.comRefused (403)
untuckit.comServedAllowedAllowedDeclaredGenerated (4,280B)UCP 2026-04-08 · 13 MCP tools
versedskin.comServedAllowedAllowedDeclaredGenerated (4,345B)UCP 2026-04-08 · 13 MCP tools
vuoriclothing.comServedAllowedAllowedDeclaredBespoke (7,281B)
warbyparker.comRefused (403)
wildone.comServedAllowedAllowedDeclaredGenerated (4,318B)UCP 2026-04-08 · 13 MCP tools
yeti.comRefused (403)
youthtothepeople.comRefused (403)
zennioptical.comServedAllowedAllowedDeclaredBespoke (12,634B)

Method and limits

One HTTPS GET each to /robots.txt and /llms.txt per domain, redirects followed, user-agent PlatformDTC-AgentReadiness/1.0 with a contact URL, no JavaScript executed, no retries. Rules are resolved per agent with the agent-specific group taking precedence over the wildcard group, and consecutive User-agent lines treated as one shared rule block. An llms.txt counts only if it returns 200 with more than 20 bytes and a non-HTML content type; “generated” means it matches the fixed # Agent Instructions — <Brand> opening that Shopify emits.

Two limits worth carrying into any citation. Our user-agent is unrecognised by every bot-management vendor, so a refusal shows a site declines unknown crawlers — not that it declines OAI-SearchBot, which vendors commonly allowlist. And this is a convenience sample of well-known US DTC brands that skews heavily to Shopify, which is precisely the platform generating those llms.txt files; a sample of enterprise retailers would look very different.

This is a dated snapshot, not a live crawl. That is deliberate — a page that re-crawls 147 third-party domains on demand is a bad neighbour, and a number that silently changes underneath a citation is worse than one that is openly out of date.

The write-ups