Skill audit report

context-optimization Audit report.

Improve context efficiency through context budgeting, observation masking, prefix or KV-cache strategy, partitioning, token-cost reduction, retrieval scoping, and extending effective context capacity without lowering answer quality. Use when token costs or context budgets constrain a task, tool outputs are verbose, cache hit rate is low, or context must be partitioned across agents.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Nov 4, 2026Heuristic metadata audit
72
Audit
71
Trust
54
Quality
76
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

71
Manual review

OpenAgentSkill Trust Score

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

GitHub adoption

WARN

48

33 GitHub stars

Stars/forks activity

WARN

43

33 stars, 3 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

3mo since push

License clarity

WARN

42

Unknown

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

INFO

72

credential or environment access

Install availability

PASS

92

npx skills add shipshitdev/skills --skill context-optimization

Install command safety

PASS

92

standard package or runtime install path

Permission surface

INFO

74

secrets or environment access

Repository evidence

PASS

86

https://github.com/shipshitdev/skills/tree/master/bundles/ai-agents/skills/context-optimization

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 · 11 Needs review

Install path

92

PASS

npx skills add shipshitdev/skills --skill context-optimization

Repository

88

PASS

https://github.com/shipshitdev/skills/tree/master/bundles/ai-agents/skills/context-optimization

License

45

CHECK

Unknown

Maintenance

88

PASS

3mo since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

72

CHECK

credential or environment access

Install command safety

92

PASS

standard package or runtime install path

Permission surface

74

CHECK

secrets or environment access

Stars/forks activity

43

FIX

33 stars, 3 forks; issue activity unavailable in current metadata

Adoption

42

CHECK

33 GitHub stars

Warnings

  • License is unclear
  • Low GitHub adoption signal
  • Quality score needs review
  • GitHub adoption: 33 GitHub stars
  • Stars/forks activity: 33 stars, 3 forks; issue activity unavailable in current metadata
  • License clarity: Unknown

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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