import_essays_from_files
shallowio.github.thinkfiveable/fiveable-ap-teachers · Verify this server
Splits teacher-supplied PDFs or Word stacks into one essay per student, including AP Classroom 'FRQ Response PDFs, By Student Page Break' exports. Photos support one essay per image and are read by Fiveable. Accepts up to three ChatGPT attached uploads of 25 MB each, or up to three base64 files totaling about 3 MB. Returns counts and warnings only. Long PDFs can take up to a minute.
1 trials · measured 1 day ago
import_essays_from_files 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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