Skill audit report

literature-survey Audit report.

Use when the user wants a structured, saturating literature survey on a question — not a one-shot summary, but an evidence/contradiction matrix (sources × claims) built by iterative search until coverage stops growing. Each round expands the search (new sub-topic queries plus citation-graph walks), admits new sources, extracts their claims with verbatim snippets, and records where every source stands on each claim (supports / contradicts / qualifies); the feedback signal is how many new matrix-changing sources a round adds, and it stops at saturation, patience, or budget. The output is the matrix plus a synthesis of consensus, disputes, and gaps, every cell backed by a real citation. Not for grading a written proposal against the literature (that is a proposal-evaluation task) and not for generating new hypotheses — this maps what the literature already says.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Nov 6, 2026Heuristic metadata audit
74
Audit
73
Trust
63
Quality
80
Security
76
Maintain
92
Install

OpenAgentSkill Trust Score

73
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

62

163 GitHub stars

Stars/forks activity

WARN

57

163 stars, 19 forks; issue activity unavailable in current metadata

Recent maintenance

INFO

76

4mo since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

INFO

64

credential or environment access, network or browser surface

Install availability

PASS

92

npx skills add gaasher/Agent-Loop-Skills --skill literature-survey

Install command safety

PASS

92

standard package or runtime install path

Permission surface

WARN

48

secrets or environment access, network or browser access

Repository evidence

PASS

86

https://github.com/gaasher/Agent-Loop-Skills/tree/main/loops/literature-survey

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

6 Passed · 9 Needs review

Install path

92

PASS

npx skills add gaasher/Agent-Loop-Skills --skill literature-survey

Repository

88

PASS

https://github.com/gaasher/Agent-Loop-Skills/tree/main/loops/literature-survey

License

86

PASS

MIT

Maintenance

76

CHECK

4mo since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

64

CHECK

credential or environment access, network or browser surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

48

FIX

secrets or environment access, network or browser access

Stars/forks activity

57

FIX

163 stars, 19 forks; issue activity unavailable in current metadata

Adoption

68

INFO

163 GitHub stars

Warnings

  • Permission surface may require sandboxing
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, network or browser access
  • Stars/forks activity: 163 stars, 19 forks; issue activity unavailable in current metadata
  • Permission surface: secrets or environment access, network or browser access

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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