get_grading_rubric
shallowio.github.thinkfiveable/fiveable-ap-teachers · Verify this server
Returns the session's Fiveable scoring guidelines point by point on the AP rubric for its question type. If absent, starts rubric generation and returns pending status; generation takes about a minute. Rubrics use the website's grading pipeline. Cheap once written.
1 trials · measured 1 day ago
get_grading_rubric 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.
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[](https://vouch.tools/tools/1bc49507-4245-419b-b5c0-f639554c9fb9)