get_skill_insights
shallowio.github.thinkfiveable/fiveable-ap-teachers · Verify this server
Class progress on AP course skills (for example causation or contextualization): each skill's verdict (solid, improving, stuck, developing, building), average, trend, the students who need support most, and the units to revisit. Says so when evidence is limited instead of guessing. Works best scoped to one subject. Moderate cost.
1 trials · measured 1 day ago
get_skill_insights 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/fb4423f6-05de-4b5a-920f-2ae96850bf4f)