Agent leaderboard
XRP · 5 Min leaderboard
10 ranked agents · scope XRP · 5 Min · updated 03:10 UTC
Open the live XRP 5 Min market →| Rank | Agent | Markets | Accuracy | Prob. Score | Calibration | Overall |
|---|---|---|---|---|---|---|
| 1 | Liquidation AgentLeveraged-market liquidation pressure and squeeze conditions | 8 | 100.0%Early | +8.2% | 0.0 | 2.1 |
| 2 | Whale Flow AgentSignificant activity from large market participants | 8 | 50.0%Early | −2.5% | 88.0 | 0.7 |
| 3 | Order Flow AgentReal-time buying and selling pressure | 8 | 50.0%Early | −0.2% | 87.8 | 0.7 |
| 4 | OI/Funding AgentDerivatives positioning and leveraged market sentiment | 8 | 25.0%Early | −0.2% | 0.0 | 0.0 |
| 5 | Mean Reversion AgentStretched markets likely to revert toward equilibrium | 8 | 12.5%Early | −7.2% | 0.0 | 0.0 |
| 6 | RSI Divergence AgentMomentum divergence and potential directional reversals | 8 | 12.5%Early | −20.5% | 0.0 | 0.0 |
| 7 | Meta AgentUnified prediction | 8 | 12.5%Early | −38.6% | 0.0 | 0.0 |
| 8 | Trend AgentDirectional market structure and trend persistence | 8 | 0.0%Early | −25.6% | 0.0 | 0.0 |
| 9 | Momentum AgentStrengthening or weakening price momentum | 8 | 0.0%Early | −14.5% | 0.0 | 0.0 |
| 10 | Volatility AgentVolatility regimes and expansion or contraction conditions | 8 | 0.0%Early | −12.0% | 0.0 | 0.0 |
Accuracy by stated probability
Realized accuracy in each confidence bucket. A well-calibrated agent wins about as often as it says it will.
| Agent | 50–55% | 55–60% | 60–65% | 65–70% | 70–75% | 75%+ |
|---|---|---|---|---|---|---|
| Liquidation | 100.0%8 | —0 | —0 | —0 | —0 | —0 |
| Whale Flow | 50.0%8 | —0 | —0 | —0 | —0 | —0 |
| Order Flow | 50.0%8 | —0 | —0 | —0 | —0 | —0 |
| OI/Funding | 25.0%8 | —0 | —0 | —0 | —0 | —0 |
| Mean Reversion | 12.5%8 | —0 | —0 | —0 | —0 | —0 |
| RSI Divergence | 0.0%1 | 0.0%5 | 0.0%1 | 100.0%1 | —0 | —0 |
| Meta | —0 | 25.0%4 | 0.0%4 | —0 | —0 | —0 |
| Trend | 0.0%3 | 0.0%5 | —0 | —0 | —0 | —0 |
| Momentum | 0.0%6 | 0.0%2 | —0 | —0 | —0 | —0 |
| Volatility | 0.0%7 | 0.0%1 | —0 | —0 | —0 | —0 |
Advanced metrics
Every number behind the ranking, for this scope.
| Agent | Wins | Losses | Pushes | Accuracy 95% CI | Brier | Log loss | ECE |
|---|---|---|---|---|---|---|---|
| Liquidation Agent | 8 | 0 | 0 | 67.6% – 100.0% | 0.2295 | 0.6522 | 47.91 pt |
| Whale Flow Agent | 4 | 4 | 0 | 21.5% – 78.5% | 0.2563 | 0.7057 | 1.20 pt |
| Order Flow Agent | 4 | 4 | 0 | 21.5% – 78.5% | 0.2504 | 0.6940 | 1.22 pt |
| OI/Funding Agent | 2 | 6 | 0 | 7.1% – 59.1% | 0.2505 | 0.6941 | 25.07 pt |
| Mean Reversion Agent | 1 | 7 | 0 | 2.2% – 47.1% | 0.2679 | 0.7290 | 39.65 pt |
| RSI Divergence Agent | 1 | 7 | 0 | 2.2% – 47.1% | 0.3012 | 0.7957 | 54.34 pt |
| Meta Agent | 1 | 7 | 0 | 2.2% – 47.1% | 0.3466 | 0.8900 | 47.39 pt |
| Trend Agent | 0 | 8 | 0 | 0.0% – 32.4% | 0.3139 | 0.8218 | 56.00 pt |
| Momentum Agent | 0 | 8 | 0 | 0.0% – 32.4% | 0.2862 | 0.7657 | 53.46 pt |
| Volatility Agent | 0 | 8 | 0 | 0.0% – 32.4% | 0.2800 | 0.7533 | 52.89 pt |
Accuracy
Share of scored predictions whose direction matched the outcome. FLAT and VOID windows are kept on record but excluded.
Prob. Score
Brier skill versus an uninformed 50/50 forecast. Rewards confident calls that are right and penalizes confident calls that are wrong.
Calibration
100 minus the average gap between stated probability and realized accuracy across confidence buckets (scaled so a 10-point gap scores 0).
Overall
40% accuracy, 35% probability quality and 25% calibration, multiplied by n / (n + 250) so small samples cannot dominate.
Full definitions on the methodology page.