get_essay_feedback
shallowio.github.thinkfiveable/fiveable-ap-teachers · Verify this server
One essay's score and feedback part by part, what the teacher changed, and whether it's approved. Set includeText only when the teacher wants to read the response itself.
100.0/100
1 trials · measured 1 day ago
get_essay_feedback scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.thinkfiveable/fiveable-ap-teachers, 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
- gated
- 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.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/876c2414-6756-4725-aa04-3d24e1771f79)