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ai-data-engineering
ancoleman/ai-design-componentsSkill
Data pipelines, feature stores, and embedding generation for AI/ML systems. Use when building RAG pipelines, ML feature serving, or data transformations. Covers feature stores (Feast, Tecton), embedding pipelines, chunking strategies, orchestration (Dagster, Prefect, Airflow), dbt transformations, data versioning (LakeFS), and experiment tracking (MLflow, W&B).
Why this score
This repo hosts 10 skills, so its 525 stars are split between them (about 53 each) for scoring.
Popularity score: 50/100 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 20, 2026 at commit 76551b7b19eb, with Cisco's open-source skill-scanner.
Results for this version aren't published yet.
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-data-engineering ancoleman/ai-design-components · Skill | 50 | ★ 525 | ≈96 always | 11mo ago |
| light-data-engineering Light0305/Light-skills · Skill Both about engineering | 57 | ★ 680 | ≈25 always | 4mo ago |
| ai-data-engineer luanmorenommaciel/agentspec · Subagent Same job: ai engineering | 59 | ★ 253 | ≈28 in chat | 24d ago |
| ml-engineering stas00/ml-engineering · Skill Both about engineering and ml | 88 | ★ 20k | ≈22 always | 19d ago |
| code-engineering kangarooking/system-prompt-skills · Skill Both about engineering | 46 | ★ 213 | ≈38 always | 6mo ago |
| ai-data-privacy UnitOneAI/SecuritySkills · Skill Both about ml | 52 | ★ 87 | ≈24 always | 5mo ago |