ask
shallowio.github.jake-zaiba/deai-research · Verify this server
When to call: you have a question or a payload and want the cheapest verified step. MATCH lists program classes and pages (free without input). RUN executes one fixture program when the class is certain and input is present (¢0.1). Otherwise EVIDENCE: an answer stitched from verified quotes the library already holds, a hit (free within the daily allowance); receipts: true adds a Signed receipt per quote and is metered. Set allow_escalate only to send YOUR ask to YOUR engine. A miss names research/deposit with prices.
1 trials · measured today
ask scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.jake-zaiba/deai-research, measured 20 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
- self-provisionable
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-10-20 | 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/4bd2e24c-79a0-4acd-906c-487bcb3f876b)