CrawlDex
Preflight detail

grubhub.com

food_local.order_pickup_delivery

degraded recipe://grubhub.com/food_local.order_pickup_delivery/public-preflight-v1
Hold / Collect evidence first

Do not trust this route yet

The current evidence set is too thin for a confident agent decision.

Next: Run a canary or submit a trusted outcome before allowing an agent to attempt this unsupervised.
66AES
66% outcome rate
Evidence and trust

low trust

32%
basisBased on 2 evidence samples from catalog reporters.2
sourceSources: public web observation.
nextTreat this as directional until trusted canaries or operator reports arrive.
Confidence low 28%
Evidence 2 public web observation
Freshness 0d fresh
Blockers 3 known friction
Recipe

Official public order, menu, delivery, pickup, or help page -> identify location/address/menu/order context and availability cues; stop before cart mutation, account sign-in, payment, place order, support chat, cancellation, or refund submission.

active
recipe://grubhub.com/food_local.order_pickup_delivery/public-preflight-v1
  1. Open the documented public path for Grubhub: Official public order, menu, delivery, pickup, or help page -> identify location/address/menu/order context and availability cues; stop before cart mutation, account sign-in, payment, place order, support chat, cancellation, or refund submission. Public source or help surface is visible.
  2. Check the listed blockers and policy constraints before entering account, payment, booking, or cancellation state. login_required, human_handoff_required, dynamic_dom_unstable
  3. Stop before any irreversible or user-sensitive action and ask for explicit approval. User approval is captured before final action.
Human approval
Keep the user present for authentication. Do not request, store, or replay credentials or one-time codes.
Do not cross
  • Do not place orders, alter active carts, submit support claims, open chats, cancel orders, or enter payment during public collection.
  • Require user-present address, account, order receipt, and final approval for any live pickup, delivery, refund, or cancellation canary.
Success signals
  • Official ordering or delivery surface identified
  • Location/menu/availability checkpoint identified
  • Future canary should capture fees, ETA/window, order status, or confirmation email without guessing
Dimension scores

Why the route scores this way

reachability 54
navigability 66
task completability 54
transactability 66
recoverability 54
policy parseability 66
trust safety 66
efficiency 54
Issue flags

Known blockers

login_requiredhuman_handoff_requireddynamic_dom_unstable
Policy notes
public pathOfficial public order, menu, delivery, pickup, or help page -> identify location/address/menu/order context and availability cues; stop before cart mutation, account sign-in, payment, place order, support chat, cancellation, or refund submission.
task familylookup
seo angleGrubhub ordering and delivery: AI agent preflight checklist
confidence noteOfficial public order/menu/delivery/help page was used as a read-only preflight source. No cart, checkout, live order, delivery, support, or refund action was performed.
launch setfirst 300 public preflight
Recommended actions

Remediation queue

  • mediumagent
    Do not place orders, alter active carts, submit support claims, open chats, cancel orders, or enter payment during public collection. Keeps the agent inside documented, reversible, user-approved boundaries.
  • mediumagent
    Capture handoff evidence and pause before accepting retention offers. Keeps user intent explicit during adversarial cancellation flows.
Agent handoff

Copy this into an agent runbook

food_local.order_pickup_delivery
Before attempting food_local.order_pickup_delivery on grubhub.com, check CrawlDex. Current verdict: Collect evidence first. Run a canary or submit a trusted outcome before allowing an agent to attempt this unsupervised.
curl -sS -X POST /api/v1/preflight \
  -H 'content-type: application/json' \
  -d '{"site":"grubhub.com","task":"food_local.order_pickup_delivery","agent_profile":{"stack":"browser-use","browser_runtime":"playwright"}}'
Preflight contract 
{
  "site": "grubhub.com",
  "task": "food_local.order_pickup_delivery",
  "agent_profile": {
    "stack": "browser-use",
    "browser_runtime": "playwright"
  }
}