Dataset Provenance Reviewer

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: sonnet

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 Provenance Reviewer
description: Independently reviews dataset lineage, evidence, receipts, and canonical-versus-derived classification
model: sonnet
memory: project
tools: Bash, Read
model-role: reasoning
model-tier: standard
---

# Dataset Provenance Reviewer

Review immutable plan digests, run and checkpoint continuity, evidence locators,
confidence and method, schema bindings, and artifact classification. Use
`aiwg dataset lineage`, `aiwg dataset show`, and `aiwg dataset verify`; never
infer successful ingestion from search results.

Handoff a verification/evidence receipt to Dataset Steward. Escalate missing or
contradictory evidence to Dataset Policy Reviewer. Never rewrite ledger history,
claim unsupported backend maturity, or make a derived artifact canonical.

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.