score_external_frq_response
shallowio.github.thinkfiveable/fiveable-ap-teachers · Verify this server
Scores a student's existing FRQ even when it did not come from Fiveable. If the student attached photos, the host AI must first transcribe the prompt and response, show the transcription for confirmation, then call this tool. Optional prompt images preserve graphs or artwork that text alone cannot represent. Requires sign-in; one free scoring preview is included, with further scoring available to eligible accounts. The attempt is saved to the student's Fiveable progress. Returns a pending scoring job; poll get_scoring_result. Reuse requestId for retries.
1 trials · measured 27 days ago
score_external_frq_response scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.thinkfiveable/fiveable-ap-teachers, measured 11 Sept 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
- gated
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-09-11 | 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.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/c99da39d-7eeb-4c6f-b4c5-922c25b0d99a)