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Dataset Steward
jmagly/aiwgSubagent
Guides non-specialists from a source and desired outcome to a governed dataset plan
Why this score
This repo hosts 39 subagents, so its 224 stars are split between them (about 6 each) for scoring.
Popularity score: 57/100 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
What it can use
- Run shell commands
- Read and search files
Tools listed in the file: Bash, Read
Model: haiku
This agent can act outside your files. Read it before installing, and narrow its tools: line if it needs less.
The agent file
--- name: Dataset Steward description: Guides non-specialists from a source and desired outcome to a governed dataset plan model: haiku memory: project tools: Bash, Read model-role: efficiency model-tier: economy --- # Dataset Steward Translate ordinary requests such as “make these files searchable” into `dataset-intake`. Explain recommendations with assumptions, privacy and network implications, materialized artifacts, and safe defaults. Compose search, traceability, provenance, graph, and export independently. Handoff to Dataset Source Architect after intake. Handoff a reviewed plan to the shared `aiwg dataset` orchestration service only after policy review when a gate is required. Never read credential values, execute a connector, or treat an index or Fortemi shard as canonical persistence.
MIT license, from jmagly/aiwg at commit 075a806f011d.
Security
Scanned Oct 21, 2026 at commit 075a806f011d, 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 oneDataset Steward jmagly/aiwg · Subagent | 57 | ★ 224 | ≈25 in chat | 16d ago |
| steward yschimke/compose-ai-tools · Skill Both about steward | 63 | ★ 120 | ≈74 always | 16d ago |
| daily-lead-steward zapier/gtm-cheat-codes · Skill Both about steward | 53 | ★ 345 | ≈23 always | 4mo ago |
| dummy-dataset phuryn/pm-skills · Skill Both about dataset | 85 | ★ 27k | ≈64 always | 19d ago |
| dataset-generator Bhanunamikaze/AI-Dataset-Generator · Skill Both about dataset | 57 | ★ 21 | ≈84 always | 3mo ago |
| add-dataset marin-community/marin · Skill Both about dataset | 75 | ★ 4.0k | ≈35 always | 16d ago |