get_grading_results
shallowio.github.thinkfiveable/fiveable-ap-teachers · Verify this server
Class results for a grading session: average, score distribution, how the class did on each rubric part, common gaps, and a table of essays (handle, short name, score, status, what to check). Filter to the ones that need review, drafts, approved or failed. Scores marked AI draft aren't approved yet.
1 trials · measured 2 days ago
get_grading_results 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/222e9f0f-8dbc-457e-a5c2-c607b1e00a7f)