search_tutors
shallowai.tutorping/tutorping · Verify this server
Find independent tutors on TutorPing by subject, student level, and location. Returns tutors with a public page (subject, level, location, rate, reviews, page link, whether they can be booked directly), how many matching tutors TutorPing has in total with their profiles minus names (request_tutor matches the student with one, optionally a chosen tutorRef), and free TutorPing AI Tutors for the subject (clearly AI, not people; a chat link for help right now). Use for students or parents looking for a tutor (SAT/ACT, math, science, languages, music, and more). If no listed tutor fits, use request_tutor and TutorPing will match one. Always tell the user that an AI tutor is AI.
1 trials · measured 2 days ago
search_tutors scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against ai.tutorping/tutorping, measured 6 Oct 2026 under methodology v0.2.0. Every measured component scored 100.
Component breakdown
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- self-provisionable
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-10-06 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
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[](https://vouch.tools/tools/46ae19f6-976c-4acf-8e98-3988d548ad51)