Library
PyTorch Lightning agent skills for Claude Code, Codex and other agents.
- skills
- 7
- official
- 1
- Type
- Library
- Website
- lightning.ai
- Official GitHub
- Lightning-AI
PyTorch Lightning skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
Official (1 skill)
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Convert existing PyTorch Lightning training code into an NVFLARE federated job using the Lightning Client API patch, local validation, and job export; use only when the request names… | NVIDIA/ | 3.5k | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | today |
Community
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 2 | Shows how to organize PyTorch training with Lightning's LightningModule and Trainer, covering validation, DDP, callbacks and learning-rate scheduling. | Orchestra-Research/ | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 3 | Organizes PyTorch training code into LightningModules, DataModules and Trainers, with multi-GPU strategies, callbacks and logging configured. | davila7/ | 32k | 14 repos | ~1.7k | Automated safety check: Pass | MIT | today |
| 4 | Explains RWKV, a hybrid that trains in parallel like a GPT and runs inference like an RNN with constant memory per token, plus usage, fine-tuning and troubleshooting. | Orchestra-Research/ | 13k | 3 repos | ~1.8k | Automated safety check: Pass | MIT | 3 mo ago |
| 5 | Tracks ML experiments, versions models in the MLflow registry and covers deployment and reproducibility, with autologging for common frameworks. | Orchestra-Research/ | 13k | 2 repos | ~3.9k | Automated safety check: Pass | MIT | 3 mo ago |
| 6 | Shows how to log ML runs, configs, metrics and media with SwanLab and view them in cloud, local or self-hosted dashboards. | Orchestra-Research/ | 13k | 1 repo | ~2.4k | Automated safety check: Pass | MIT | 3 mo ago |
| 7 | PyTorch Lightning framework for scalable model training and research | wentorai/ | 298 | 1 repo | ~2k | Automated safety check: Pass | MIT | 3 mo ago |
Questions, answered from the data.
What is the best PyTorch Lightning skill?
Nvflare Convert Lightning (official) from NVIDIA/skills ranks first of the 7 PyTorch Lightning skills listed here, with the highest score: its repository has 3.5k GitHub stars, its SKILL.md loads about 3.3k tokens and it passes the automated safety check with no findings. Next come PyTorch Lightning Training and PyTorch Lightning Training Setup.
Is there an official PyTorch Lightning skill?
1 of the 7 PyTorch Lightning skills are official, published by the vendor's own GitHub organization: Nvflare Convert Lightning.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.