Skill audit report

Simons Quant Audit report.

Evaluate systematic strategy ideas through signal testing, statistical validation, decay, execution costs, and model-risk review.

REVIEWED · REVIEWNeeds reviewGenerated Aug 10, 2026Heuristic metadata audit
86
Audit
80
Trust
86
Quality
84
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

80
Strong shortlist

OpenAgentSkill Trust Score

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

GitHub adoption

INFO

76

811 GitHub stars

Stars/forks activity

WARN

60

811 stars, 0 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

27d since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

PASS

90

Metadata includes enough usage and workflow context

Dependency/runtime risk

PASS

90

no major dependency risk hints in public metadata

Install availability

PASS

92

npx -y skills add xuboyuebobb/investorskills --skill simons-quant

Install command safety

PASS

92

standard package or runtime install path

Permission surface

PASS

100

no high-risk permission surface in public metadata

Repository evidence

PASS

86

https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant

Review status

INFO

66

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

9 Passed · 8 Needs review

Install path

92

PASS

npx -y skills add xuboyuebobb/investorskills --skill simons-quant

Repository

88

PASS

https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant

License

86

PASS

MIT

Maintenance

100

PASS

27d since push

AI review

55

CHECK

Quantitative strategy research requires point-in-time data, transaction-cost assumptions, and out-of-sample validation.

README/SKILL.md completeness

90

PASS

Usable description available

Dependency risk

90

PASS

no major dependency risk hints in public metadata

Install command safety

92

PASS

standard package or runtime install path

Permission surface

100

PASS

no high-risk permission surface in public metadata

Stars/forks activity

60

CHECK

811 stars, 0 forks; issue activity unavailable in current metadata

Adoption

88

PASS

811 GitHub stars

Financial decision safety

58

CHECK

Research-only use: do not treat output as financial advice or execute a position without human approval.

Warnings

  • Financial research output is not financial advice; require human review before any live investment decision
  • Quantitative strategy research requires point-in-time data, transaction-cost assumptions, and out-of-sample validation.
  • Financial research output is not financial advice; require human review before any live investment decision.
  • Quality score needs review
  • Stars/forks activity: 811 stars, 0 forks; issue activity unavailable in current metadata

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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