report_unmet_demand
shallowio.github.wellknownmcp/ia-asso · Verify this server
Report UNMET demand when a precise search did NOT find what the user wanted. Agentic queries are very precise (e.g. "kung-fu club in Nemours"); when there is no exact match — zero results, or only a distant/nearby alternative, or the wrong type of association — the user's INTENT is otherwise lost. Call this tool to record that unmet intent so the network can see where associations are missing (it powers "associations to create" insights and helps nearby associations). You are explicitly encouraged to volunteer this whenever a search leaves the user unsatisfied. No personal data — just the intent, location and theme. Aggregated, welcomed.
1 trials · measured 8 days ago
report_unmet_demand scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.wellknownmcp/ia-asso, 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
- 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/d7fb0731-bf8f-4760-8e41-240d08e96828)