# PyTorch Lightning

> Use this tool when you need to train and inspect machine learning models remotely, leveraging standardized JSON-RPC interfaces for programmatic control and analysis. It solves problems in development workflows where conversational interfaces are required, supporting both stdio and HTTP server modes for flexible integration. With PyTorch Lightning, inputs include configurable model parameters and outputs include model metadata, hyperparameters, and runtime environment details.

Canonical page: https://skillsregistry.net/skills/prat24-pytorch-lightning  
JSON: https://api.skillsregistry.net/v1/skills/prat24-pytorch-lightning

## Description

Provides a server for PyTorch Lightning that enables remote training and inspection of machine learning models through standardized JSON-RPC interfaces. Supports both stdio and HTTP server modes, allowing programmatic training of Lightning models with configurable parameters, inspection of model metadata and hyperparameters, and querying of runtime environment details including CUDA availability. Designed for integration with development workflows where models need to be trained and analyzed through conversational interfaces.

## Trust

- **Trust score (0–1):** 0.50
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-04-25

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/prat24-pytorch-lightning)
- **Repository:** <https://github.com/prat24/pytorch-lightning-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "prat24-pytorch-lightning"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/prat24-pytorch-lightning` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/prat24-pytorch-lightning/pull`

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