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agent-readiness-audit

Audit a documentation site for agent-friendliness: discovery, markdown delivery, crawlability, semantic structure, machine-readable surfaces, and content legibility. Use when asked to assess docs.docker.com or any docs site for AI/agent readiness, produce a scored report, compare with external scanners, or generate a remediation list. Triggers on: "audit docs for agent readiness", "how agent-friendly is docs.docker.com", "score our docs for AI agents", "review llms.txt / markdown / crawlability", "create an agent-readiness remediation plan".

74

Quality

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Advisory

Suggest reviewing before use

SKILL.md
Quality
Evals
Security

Quality

Content

85%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The content is a well-structured, actionable audit workflow with executable commands, real bundled references, and clear sequencing with verification checkpoints. Its only meaningful weakness is mild redundancy across the markdown-delivery guidance and repeated 'Do not...' guardrails, which keeps conciseness just below the top anchor.

Suggestions

Consolidate the markdown-delivery guidance: sections 4, 5, and the Notes each restate markdown/parity concerns — fold the Notes restatements into the relevant sections to remove redundancy.

Tighten the repeated 'Do not...' guardrails (e.g. the homepage-scan and manifest warnings appear more than once) into a single concise guardrail per topic.

DimensionReasoningScore

Conciseness

The body is mostly lean and action-oriented with no over-explanation of concepts Claude already knows, but it carries some redundancy — markdown deliverability is revisited across sections 4, 5, and Notes, and several 'Do not...' guardrails restate the same guidance, so it could be tightened. It sits above the verbose level-1 anchor but short of the fully lean level-3 anchor.

2 / 3

Actionability

Provides copy-paste-ready executable commands ('bash .agents/skills/agent-readiness-audit/scripts/baseline-probes.sh "$ARGUMENTS"' with a CHECK_TOOL_MANIFESTS=0 variant), exact resource paths to probe (/llms.txt, /robots.txt, /.well-known/ai-plugin.json), and specific per-page checks, matching the level-3 fully-executable anchor for an instruction skill.

3 / 3

Workflow Clarity

Presents a clear 9-step sequence (scope, sitewide signals, sampling, per-page checks, judging, scoring, comparison, remediation, report) with explicit verification checkpoints ('score only what you verified', 'trust the live fetch', 'report the mismatch explicitly') and confidence/normalization rules, matching the level-3 anchor.

3 / 3

Progressive Disclosure

The overview body signals one-level-deep references to verified bundle files ([references/rubric.md], [references/report-template.md], scripts/baseline-probes.sh), keeping the scoring rubric and report template externalized rather than inlined, matching the level-3 clear-overview-with-well-signaled-references anchor.

3 / 3

Total

11

/

12

Passed

Description

100%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description is specific, complete, and distinctive: it states concrete capability areas and deliverables, gives an explicit 'Use when' clause with natural-language trigger phrases, and occupies a clear niche unlikely to conflict with other skills. No verbosity, buzzwords, or voice issues are present.

DimensionReasoningScore

Specificity

Lists multiple concrete capability areas ('discovery, markdown delivery, crawlability, semantic structure, machine-readable surfaces, and content legibility') plus concrete deliverables ('produce a scored report, compare with external scanners, or generate a remediation list'), matching the level-3 anchor of multiple specific actions.

3 / 3

Completeness

Explicitly answers both what ('Audit a documentation site for agent-friendliness...') and when ('Use when asked to assess docs.docker.com or any docs site for AI/agent readiness...') with an explicit 'Use when' trigger clause, matching the level-3 anchor.

3 / 3

Trigger Term Quality

Provides quoted natural-language triggers users would actually say ('audit docs for agent readiness', 'how agent-friendly is docs.docker.com', 'score our docs for AI agents', 'review llms.txt / markdown / crawlability', 'create an agent-readiness remediation plan'), giving good coverage of likely phrasings.

3 / 3

Distinctiveness Conflict Risk

Targets a clear niche (agent-readiness auditing of documentation sites) with distinct triggers unlikely to overlap with other skills, matching the level-3 'clear niche with distinct triggers' anchor.

3 / 3

Total

12

/

12

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

15

/

16

Passed

Repository
docker/docs
Reviewed

Table of Contents

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