CrawlDex
Preflight detail

varsitytutors.com

education.book_tutor

degraded recipe://varsitytutors.com/education.book_tutor/public-preflight-v1
Observed verdict

Needs a human

An agent cannot complete this alone right now. A person has to step in.

Confidence: low Few runs, or results vary. Treat as a signal, not a fact. Last checked today
79AES
79% 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 1 known friction
Recipe

Browse subjects and free resources (public) -> request tutoring/membership -> match and schedule; booking requires an account.

active
recipe://varsitytutors.com/education.book_tutor/public-preflight-v1
  1. Open the documented public path for Varsity Tutors: Browse subjects and free resources (public) -> request tutoring/membership -> match and schedule; booking requires an account. 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, policy_parseable
  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
  • Keep the user present for any login, identity verification, or payment step.
  • Respect academic-integrity policies; never complete graded work or assessments on a student's behalf.
  • Provide informational workflow guidance only, not education or admissions advice.
Success signals
  • Subject/free resources located
  • Tutoring request/booking confirmation
Dimension scores

Why the route scores this way

reachability 67
navigability 79
task completability 79
transactability 79
recoverability 79
policy parseability 79
trust safety 79
efficiency 79
Issue flags

Known blockers

login_required
Policy notes
public pathBrowse subjects and free resources (public) -> request tutoring/membership -> match and schedule; booking requires an account.
task familybook
seo angleVarsity Tutors: How Matching and Booking Work
confidence noteResources and how-it-works are public; booking is account-gated.
launch setfirst 300 public preflight
Recommended actions

Remediation queue

  • mediumagent
    Keep the user present for any login, identity verification, or payment step. Keeps the agent inside documented, reversible, user-approved boundaries.
Next steps

Use this report

Watch for changes

Use this page as the watch URL. Alert subscriptions are coming next; every verdict already shows freshness so agents know when to re-check.

Cite this 
CrawlDex, "varsitytutors.com education.book_tutor", /sites/varsitytutors.com/education.book_tutor, checked with visible confidence and freshness metadata.
Report what you saw Add your own agent run to the evidence.
Agent handoff

Copy this into an agent runbook

education.book_tutor
Before attempting education.book_tutor on varsitytutors.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":"varsitytutors.com","task":"education.book_tutor","agent_profile":{"stack":"browser-use","browser_runtime":"playwright"}}'
Preflight contract 
{
  "site": "varsitytutors.com",
  "task": "education.book_tutor",
  "agent_profile": {
    "stack": "browser-use",
    "browser_runtime": "playwright"
  }
}