get_ml_signal
shallowing.crank/crank · Verify this server
ML ensemble directional forecast for a Solana asset (read-only). Trains the ported Bybit ensemble (XGBoost + RandomForest + NeuralNet + GradientBoost + a candle flow proxy) walk-forward on the last lookback_candles of OHLCV, then returns the blended P(up move) for the latest candle: score in [0,1], confidence (distance from 0.5), direction (long/short/neutral via buy_threshold/sell_threshold), per-model contributions and top feature importances. asset is a token mint; timeframe one of 1m/5m/15m/1h/4h/1d; horizon is the forward-return label horizon in candles. On spot, 'short' = exit-to-flat (no native short). Heuristic forecast from price history only -- not financial advice. No wallet, no fee, no on-chain action. Workflow: INTELLIGENCE step -- a directional forecast that complements detect_regime; low confidence -> cut size or stay flat. See get_trading_workflow.
1 trials · measured 8 days ago
get_ml_signal scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against ing.crank/crank, 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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