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debug-gradient-flow
Diagnose gradient flow issues in training, especially for compiled models (torch.compile/make_fx). Systematically isolates which loss components (energy, force, virial) contribute gradients to which parameters, and identifies where the gradient chain breaks.
Why this score
This repo hosts 8 skills, so its 2,062 stars are split between them (about 258 each) for scoring.
Popularity score: 75/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 21, 2026 at commit 4f78c2d0de34, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This onedebug-gradient-flow deepmodeling/deepmd-kit · Skill | 75 | ★ 2.1k | ≈70 always | 16d ago |
| debug-issue tirth8205/code-review-graph · Skill Both about debug and systematically | 87 | ★ 32k | ≈19 always | 19d ago |
| debug-helper athola/skrills · Skill Both about debug and issue | 60 | ★ 69 | ≈19 always | 18d ago |
| mkl-debug-ml-training 00200200/maintainer-skills-lab · Skill Both about gradient and debug | 55 | ★ 48 | ≈63 always | 18d ago |
| debug-cli tailcallhq/forgecode · Skill Both about debug and issue | 79 | ★ 7.6k | ≈63 always | 16d ago |
| debug-live-issue hoangsonww/Claude-Code-Agent-Monitor · Skill Both about debug and issue | 70 | ★ 1.1k | ≈58 always | 17d ago |