Skill audit report

policyengine-data Audit report.

Load for PolicyEngine's data layer — how the microdata behind population microsimulations is built, calibrated, versioned, and named. Covers the Microcosm stack (Frame kernel, microcosm-fit conditional models, microcosm-calibrate weights with L0 sparsity, build/release gates), the certified datasets that flow into policyengine bundles (populace_us_2024 sparse ~57k default, populace_us_2024_acs_local ~1.6M local-area, populace_uk_2023 private), the "one national dataset filtered by geography" local-area philosophy, the calibration diagnostics dashboard, and where data work goes now that policyengine-us-data is archived. Triggers: Microcosm (formerly Populace), Frame, microcosm-fit, microcosm-calibrate, calibration target, survey weights, reweighting, imputation, QRF, quantile loss, L0 sparsity, sparse 57k, local-area data, ACS, FRS, WAS, enhanced microdata, DEFAULT_DATASET. NOT for: running simulations (see policyengine) or diagnosing a specific score mismatch (see policyengine-calibrat

BLOCKED · BLOCKRiskyGenerated Nov 5, 2026Heuristic metadata audit
72
Audit
72
Trust
53
Quality
76
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

72
Strong shortlist

OpenAgentSkill Trust Score

The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.

GitHub adoption

WARN

48

32 GitHub stars

Stars/forks activity

WARN

43

32 stars, 6 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

2mo since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

INFO

74

network or browser surface, database surface

Install availability

PASS

92

npx skills add PolicyEngine/policyengine-claude --skill policyengine-data

Install command safety

PASS

92

standard package or runtime install path

Permission surface

WARN

60

filesystem or document access, network or browser access

Repository evidence

PASS

86

https://github.com/PolicyEngine/policyengine-claude/tree/main/skills/policyengine-data

Review status

WARN

46

AI review approval is missing

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

6 Passed · 16 Needs review

Install path

92

PASS

npx skills add PolicyEngine/policyengine-claude --skill policyengine-data

Repository

88

PASS

https://github.com/PolicyEngine/policyengine-claude/tree/main/skills/policyengine-data

License

86

PASS

MIT

Maintenance

88

PASS

2mo since push

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

74

CHECK

network or browser surface, database surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

60

CHECK

filesystem or document access, network or browser access

Stars/forks activity

43

FIX

32 stars, 6 forks; issue activity unavailable in current metadata

Adoption

42

CHECK

32 GitHub stars

Warnings

  • Permission surface may require sandboxing
  • Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required
  • Low GitHub adoption signal
  • AI review approval is missing
  • This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.
  • Quality score needs review
  • Permission surface needs review: filesystem or document access, network or browser access
  • GitHub adoption: 32 GitHub stars
  • Stars/forks activity: 32 stars, 6 forks; issue activity unavailable in current metadata
  • Permission surface: filesystem or document access, network or browser access
  • Review status: AI review approval is missing

Method

This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.

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