discover_shadow_ai
shallowio.github.aristiun/aribot · Verify this server
Shadow-AI posture (part of Code Security): unsanctioned / unknown AI-service usage discovered in code — totals, risk score, provider/type breakdown, hardcoded-key count, and top discoveries. Company latest, or one scan with `scan_id`. Reads code_review ShadowAIReport/ShadowAIDiscovery.
1 trials · measured 8 days ago
discover_shadow_ai scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.aristiun/aribot, 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
- gated
- Category
- Legal & government
- 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.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/bb79fecd-6087-46b7-b9cb-655e2a3444fd)