feedback
shallowio.ainsof/mcp · Verify this server
Send AINSOF what the user thought of an answer — "none of these fit", "the music doesn't land on my cut", "that second one is perfect". ASK THEM FIRST, every time, in one short question: their words would be sent to AINSOF to improve the catalogue, is that alright. Send only if they say yes, and set `consented` to true when they do. If they decline or do not answer, do not call this tool at all — their reaction stays in the conversation. Quote them in `in_their_words` EXACTLY as they said it, and pass the tool it concerns plus the track_id or brief involved. Never invent a complaint, and never send feedback the user did not give.
1 trials · measured 8 days ago
feedback scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.ainsof/mcp, 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
- self-provisionable
- 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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