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MCP server · Developer Tools

TrainTools

by · github.com/AparajeetS/Traintools

Recommend paper-backed diagnostics for PyTorch and Hugging Face training problems.

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Scored 3 months ago · breakdown

About TrainTools

TrainTools is an MCP server published by AparajeetS in the Developer Tools category: recommend paper-backed diagnostics for PyTorch and Hugging Face training problems.

Recent commit activity is the strongest signal that reported issues will get attention.

Install

uvx
uvx traintools
pip
pip install traintools

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

Tools (11)

**AUMTracker**Which examples look mislabeled by margin dynamics?

Parameters not published.

**BatchInspector**Is this batch broken, imbalanced, or out of scale?

Parameters not published.

**EL2NTracker**Which examples are important or pruneable early in training?

Parameters not published.

**ExampleDynamicsTracker**Which examples are forgotten, hard, ambiguous, or likely mislabeled?

Parameters not published.

**Gradient Noise Scale (GNS)**Is my batch size wasting compute?

Parameters not published.

**GradientAccumulationGNS**Can I get GNS for free during gradient accumulation?

Parameters not published.

**GradientConfusionMonitor**Are micro-batch gradients fighting each other and slowing SGD?

Parameters not published.

**GradientHealthMonitor**Are gradients finite, clipped, vanished, exploded, or too large for the weights?

Parameters not published.

**NeuralCollapseMonitor**Has the classifier entered neural-collapse geometry?

Parameters not published.

**PlasticityProbe**Is my network losing the ability to learn?

Parameters not published.

**TrainGuard**Should I stop training yet?

Parameters not published.

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Questions

About TrainTools

How do I install TrainTools?

Run uvx traintools, then add the server to your MCP client's configuration.

Is TrainTools safe to use with an AI agent?

Its trust score is 37 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is TrainTools still maintained?

Yes — the last commit was 3 months ago. The repository has 0 stars and 0 forks.