tengu_v3_intel_ml_drivers
shallowio.github.Hlobo-dev/tengu-firm · Verify this server
Top-N SHAP feature attributions for the ML ensemble score on a ticker: drivers[] ranked by |SHAP| with feature (e.g. beta_cma, vol_21d), signed shap_value, direction (bullish/bearish/neutral). PRIMARY tool for 'why is the model bullish/bearish on X?'. Nightly run; default top=5, max 20; available:false outside the ML universe. 5min cache.
1 trials · measured 8 days ago
tengu_v3_intel_ml_drivers scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.Hlobo-dev/tengu-firm, 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
- unreachable
- Category
- Finance & compliance
- 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/f35ed25c-49bc-41b9-832d-8d94098eab7e)