Skill audit report

context-fundamentals Audit report.

This skill should be used to explain or reason about the foundational concepts of context engineering: what context is, the anatomy of a context window, how attention mechanics work, the U-shaped attention curve, why context quality matters more than quantity, and the mental models needed to interpret every other context-engineering decision. Use this for conceptual explanation, onboarding, and background reading. Route operational work to the specialized skills: debugging attention failures goes to context-degradation, token-efficiency work goes to context-optimization, conversation summarization goes to context-compression, and project-shape decisions go to project-development.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Nov 7, 2026Heuristic metadata audit
81
Audit
73
Trust
86
Quality
76
Security
88
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

PASS

100

18K GitHub stars

Stars/forks activity

PASS

97

18K stars, 1.5K forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

3mo 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 muratcankoylan/Agent-Skills-for-Context-Engineering --skill context-fundamentals

Install command safety

PASS

92

standard package or runtime install path

Permission surface

WARN

46

secrets or environment access, filesystem or document access

Repository evidence

PASS

86

https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-fundamentals

Review status

INFO

66

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

8 Passed · 10 Needs review

Install path

92

PASS

npx skills add muratcankoylan/Agent-Skills-for-Context-Engineering --skill context-fundamentals

Repository

88

PASS

https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-fundamentals

License

86

PASS

MIT

Maintenance

88

PASS

3mo since push

AI review

55

CHECK

SKILL.md uses internal references like 'claim-context-degradation-lost-middle-ruler' without explanation or a link, which may confuse readers not familiar with the broader skill collection.

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

46

FIX

secrets or environment access, filesystem or document access

Stars/forks activity

97

PASS

18K stars, 1.5K forks; issue activity unavailable in current metadata

Adoption

88

PASS

18K GitHub stars

Warnings

  • Permission surface may require sandboxing
  • SKILL.md uses internal references like 'claim-context-degradation-lost-middle-ruler' without explanation or a link, which may confuse readers not familiar with the broader skill collection.
  • The skill is primarily conceptual and does not include a concrete end-to-end example in SKILL.md, making it slightly harder to apply directly without reading the referenced specialized skills.
  • The Python utility is marked as a demo token estimator, so users may mistake the heuristic for a production-grade tokenizer unless they read the module docstring carefully.
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, filesystem or document access
  • Permission surface: secrets or environment access, filesystem or document 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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