Occam
fit.occam/occamFinds the simplest equation consistent with your data. SINDy and PySR symbolic regression via MCP.
Tools · 4
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 lim…
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).…
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. Slow…
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…
Resources · 4
Occam's data handling policy. Describes what is logged, what is not stored, and permitted use of results.
occam://privacy-policy
Citation information for Occam and the methods it uses (SINDy, PySINDy, PySR). Includes BibTeX entries.
occam://citation-info
Full JSON Schemas for sindy_run, pysr_run, pysr_uncertainty, and the shared payment_required response. Auto-derived from the Pydantic response models used by the server itself.
occam://tool-schemas
Structured pricing and limits for all compute tools (JSON). Free-tier thresholds, per-tool formula parameters, advisory warn thresholds, rate limits.
occam://pricing
Prompts · 2
Guide for choosing between SINDy and PySR based on your data and goals.
List of operators available for PySR evolutionary search.
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How to use
Add to your Claude Desktop / Cursor / Cline MCP config:
{
"mcpServers": {
"occam": {
"url": "https://occam.fit/mcp/",
"transport": "streamable-http"
}
}
}