The MechAI workbench

Everything I've shipped where physics and ML share a loss function.

The full catalogue — mostly open source. A pre-modeling diagnostic for time series, an AI statistical-analysis assistant, an approval-gated research agent, and structured data-science workflows for Claude Code.

Triage before model search

Dependence-Forecastability

Open source · PyPI

A deterministic pre-modeling layer that asks whether a time series contains exploitable structure — before you spend weeks on model search.

Python
Information Theory
AMI / pAMI
Transfer Entropy

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18-endpoint API

StatmateAI

Full-stack reference build

A full-stack AI assistant that automates statistical analysis for clinical and observational research — LLM agents that select tests, run them, and explain the results.

FastAPI
LangGraph
PydanticAI
SQLAlchemy

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8 sources, 0 silent writes

SciAgent

Hosted demo · Zotero add-on

Turns a research question into a reviewed Zotero collection — a deterministic, federated literature search with explainable results and approval-gated writes.

Python
FastAPI
LLM Agents
structlog

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14 workflows

ds-crew

Claude Code plugin

Fourteen slash commands that give Claude Code structured data-science workflows — profiling, EDA, verified analysis, and model-building with leakage and CV discipline.

Python
Claude Code
Prompt Engineering

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