diagnose_response
shallowio.github.Quantabble/ap-science-diagnostics · Verify this server
Evaluate a student's written explanation in AP Chemistry, AP Physics 1, high school chemistry, high school physics, college chemistry, or college physics (algebra-based). Returns the specific misconception in their reasoning, severity, confidence score, a ready-to-deliver tutor response, a follow-up probe question, and a step-by-step remediation plan. Use this whenever a student writes an explanation and you need to know what they misunderstand and exactly what to say next. Do not use for single-word or number-only answers.
1 trials · measured 8 days ago
diagnose_response scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.Quantabble/ap-science-diagnostics, measured 25 Aug 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
- open
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 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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