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Occam

by occam.fit in Other

MCP serverPassing, checked 10 h ago

Finds the simplest equation consistent with your data. SINDy and PySR symbolic regression via MCP.

https://occam.fit/mcp/
Tools
4
open to any client
Uptime
100%
last 30 days
Response time
370 ms
428 ms slowest 5%
Last check
Passed
10 h ago, next any minute now

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How to connect

Add it to any MCP client that supports remote servers.

{
  "mcpServers": {
    "occam": {
      "type": "http",
      "url": "https://occam.fit/mcp/"
    }
  }
}

4 tools

  • feature_request

    Request a feature that Occam doesn't support yet. Use this when you need a capability that Occam doesn't currently offer. Requests are logged and used to prioritize development. Rate limit: 5 requests/hour per IP, 50/hour global — stricter than the compute…

  • sindy_run

    Sparse Identification of Nonlinear Dynamics (SINDy). Recovers governing differential equations (dx/dt = f(x)) from time series data. Returns human-readable sparse expressions. Fast (seconds). For algebraic y = f(x) relationships without time structure, use…

  • pysr_run

    Evolutionary Symbolic Regression (PySR). Discovers algebraic equations y = f(x1, x2, ...) from feature/target data. Returns a Pareto front ranked by the complexity/accuracy tradeoff. Slower than SINDy (10-60s); searches often terminate early on convergence. For…

  • pysr_uncertainty

    Bootstrap confidence intervals for the numeric constants of a frozen expression, plus optional prediction bands on an x-grid. Typical flow: call pysr_run, pick an expression from the response (best_expression or a pareto_front entry), pass it back here with the…

Security scan

1 finding

  • Unusually long description in tool:pysr_run
    pysr_run (pysr run) Evolutionary Symbolic Regression (PySR). Discovers alge…

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