similar_use_cases
shallowcom.airsidelabs/aviation-tools · Verify this server
What else in the catalogue is like this use case? Nearest neighbours by meaning. Returns up to 20 use cases closest in embedding space (bge-base cosine over the use-case text), as summaries with a `similarity`. Good for "what else is like the one we picked", for finding the same idea stated for a different role or organisation type, and for spotting near-duplicates before counting them as two. Similarities are compressed into roughly 0.5-0.95: rank within one result, never threshold across the catalogue, and do not read 0.9 as "the same". The neighbours were computed at build time as the top 20 for each use case; an `org_type` or `screened_only` filter narrows within those 20 and does not search further out, so a tight filter can return few or none -- that is honest, not broken. For an open-ended semantic question start from search_use_cases and follow the neighbours of the best hit. Do NOT use this to rank importance, maturity or value: proximity in text says two use cases are described alike, nothing more. Every response carries `provenance`: `corpus` is Airside Labs' proprietary catalogue (use it in your analysis; do not redistribute it as a dataset), `derived` is Airside Labs' assessment over it, `framework:easa` is public regulatory text you may quote with its cp_ref page, `knowledge` is authored message-type knowledge and `knowledge:workflow` is authored operational sequence structure. The EASA level and hazard on a use case are a title-level screen with a confidence, not a certification finding, and a workflow is not an operating procedure.
1 trials · measured 27 days ago
similar_use_cases scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.airsidelabs/aviation-tools, measured 11 Sept 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 |
|---|---|---|---|
| 2026-09-11 | 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/b65c1849-73e5-4a54-9187-8a463ccceb0e)