ai-stage-gate
ML-SystemDesign/MLSystemDesignSkill
Use when running a stage-gate or gate review for an AI product, deciding Go/Kill/Pivot at a gate, judging whether an AI initiative is ready to advance to the next stage, triaging a portfolio of AI ideas, or choosing between a full and a fast-track path. Applies a Stage-Gate process built for AI products — incremental investment, dual value-and-technical validation, alignment/ethics/data checks at every gate — to reach an evidence-based gate decision.
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 oneai-stage-gate ML-SystemDesign/MLSystemDesign · Skill | 68 | ★ 886 | ≈117 always | 2mo ago |
| commit-gate arbiterForge/codeArbiter · Skill Both about gate and apply | 55 | ★ 149 | ≈57 always | 16d ago |
| spec-direction-gate chenweil/skillcaddy · Skill Both about gate | 53 | ★ 29 | ≈41 always | 1mo ago |
| pre-push-gate modelcontextprotocol/inspector · Skill Both about gate and stage | 71 | ★ 11k | ≈82 always | 21d ago |
| geekx-gate geekjourneyx/geekx-skills · Skill Both about gate | 52 | ★ 23 | ≈48 always | 2mo ago |
| vibe-acceptance-gate ash1794/vibe-engineering · Skill Both about gate | 62 | ★ 164 | ≈48 always | 28d ago |