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ml-system-design-review
ML-SystemDesign/MLSystemDesignSkill
Use when reviewing ML system design docs, ML/AI project repos, design-doc PRs, RAG/LLM/foundation-model architectures, agentic AI workflows, or production ML readiness. Applies the ML System Design framework by Kravchenko and Babushkin to grade designs, compare docs with code, find critical gaps and low-hanging fruit, and give specific non-cringy praise.
Why this score
This repo hosts 3 skills, so its 886 stars are split between them (about 295 each) for scoring.
Popularity score: 68/100 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 8dd0d88852fe, 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 oneml-system-design-review ML-SystemDesign/MLSystemDesign · Skill | 68 | ★ 886 | ≈95 always | 2mo ago |
| agent-arch-system-design ruvnet/ruflo · Skill | 90 | ★ 77k | ≈25 always | 16d ago |
| ln-21-system-design-baseline-builder levnikolaevich/claude-code-skills · Skill Same job: architecture | 66 | ★ 582 | ≈36 always | 17d ago |
| design-review plugin87/ux-ui-agent-skills · Skill | 73 | ★ 2.4k | ≈71 always | 16d ago |
| frontend-design-review microsoft/skills · Skill Both about grade and production | 74 | ★ 3.1k | ≈36 always | 18d ago |
| ml-engineering stas00/ml-engineering · Skill Both about ml | 88 | ★ 20k | ≈22 always | 19d ago |