get_feedback
shallowai.tunnelmind/data · Verify this server
Public read of the crowd-sourced outcome aggregate for a node — how callers reported their real-world results after acting on its verdict. Advisory signal, not a trust verdict. An empty aggregate returns cleanly with `total: 0` and `signal: none`. `signal` is derived: `none` (no reports), `insufficient` (<3), `positive` / `negative` (score past ±0.3), or `mixed`.
1 trials · measured 56 days ago
get_feedback scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against ai.tunnelmind/data, measured 25 Aug 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
- open
- Category
- Developer infrastructure
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 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/e6c90adc-d058-402e-8648-213a43cb356d)