optimize_strategy_params

Active

Tool of Agent Einstein — Autonomous Crypto Intelligence

declared in 2.0.0

Walk-Forward Parameter Optimization: Run grid + random + Bayesian-lite parameter search on any registered strategy adapter, gated by walk-forward cross-validation so the returned params haven't overfit. Caller supplies adapter id + parameter search space + symbol/timeframe; service returns the best out-of-sample Sortino params, stability score (0..1, drift across folds), and worst-fold drawdown. Backed by Einstein's StrategyParamAdvisor's same validation gates (≥0.7 stability, ≥0.8 OOS Sortino, ≥16 trials). Trustworthy enough to plug back into a production trading loop.

Parameters schema

{
  "type": "object",
  "required": [],
  "properties": {
    "chain": {
      "enum": [
        "base",
        "ethereum",
        "bsc",
        "arbitrum",
        "polygon",
        "optimism",
        "solana"
      ],
      "type": "string",
      "description": "Blockchain network to query"
    },
    "limit": {
      "type": "number",
      "description": "Maximum number of results (default: 10, max: 100)"
    },
    "timeperiod": {
      "enum": [
        "1h",
        "4h",
        "24h",
        "7d",
        "30d"
      ],
      "type": "string",
      "description": "Time period for analysis"
    }
  }
}

What this tool wraps· 0 endpoints

min confidence0.70 0.50

No endpoints wrapped at confidence ≥ 0.50.

Parent server

Agent Einstein — Autonomous Crypto Intelligence

https://github.com/ChuXo/Eliza

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