caio-review

/cs:caio-review <plan> — Eval-demanding Chief AI Officer interrogation of any plan that involves AI: model selection, risk classification, cost economics, or AI hiring. Use when shipping an AI feature without an eval set, choosing between API, fine-tune, and self-hosted, or classifying a use case under the EU AI Act.

Quality

81%

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Quality

Content

75%Weight 40%Scale 1-5

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

A well-structured, mostly executable CAIO review skill with a clear six-question checklist, concrete tool commands, and a copy-paste verdict template. Main weakness is reliance on external unbundled scripts and absent inter-step validation of tool output.

Suggestions

Bundle or vendor the referenced scripts (model_buildvsbuy_calculator.py, ai_risk_classifier.py, ai_cost_economics.py) locally under scripts/ so the workflow commands are executable without a sibling skill, or add a note confirming the external dependency and how to obtain it.

Add an explicit validation/verification step in the Workflow between tool runs (e.g. 'Confirm each script exited 0 and produced a JSON result before proceeding to the verdict').

Tighten editorial asides such as "you have a feature; you have a vibe" to keep the bullet guidance purely instructional and further improve token efficiency.

Dimension	Reasoning	Score
Conciseness	The body is mostly lean bullet-driven guidance that assumes Claude's competence, with only minor editorial flair (e.g. "you have a vibe") that could be trimmed.	4 / 5
Actionability	Workflow gives concrete runnable commands and the Output Format is a copy-paste template, but those commands depend on external sibling-skill scripts (../../../c-level-advisor/...) not bundled here, a real executable gap.	4 / 5
Workflow Clarity	Six sequenced questions plus a three-step tool workflow and a SHIP/SHARPEN/BLOCK verdict gate give a clear sequence; the skill is read-only analysis so the destructive-cap does not apply, but no explicit tool-output validation sits between steps.	4 / 5
Progressive Disclosure	Well-organized into clearly labeled sections with one-level-deep, clearly signaled external references (Routing, Related); over 50 lines and the referenced tool scripts live in a sibling skill rather than a local bundle, a minor organization gap.	4 / 5
	Total	16 / 20 Passed

Description

87%Weight 40%Scale 1-5

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

A strong description that explicitly answers both what it does and when to invoke it with concrete, natural trigger phrases and a distinctive CAIO niche. Minor room for improvement only in breadth of synonyms and action verbs.

Dimension	Reasoning	Score
Specificity	Names the domain and enumerates four concrete decision areas — "model selection, risk classification, cost economics, or AI hiring" — but the single core action ("interrogation") leaves minor coverage gaps versus the fully comprehensive 5-anchor.	4 / 5
Completeness	Clearly states the "what" (CAIO interrogation covering four AI decision areas) and an explicit "Use when..." clause with concrete triggers, matching the top anchor for both what and when.	5 / 5
Trigger Term Quality	Natural trigger phrases like "shipping an AI feature without an eval set", "fine-tune", and "EU AI Act" give good keyword coverage, though common synonyms (LLM, generative AI, GPT) are absent.	4 / 5
Distinctiveness Conflict Risk	It carves a clear CAIO niche with distinct triggers (EU AI Act, eval sets, fine-tune vs build) and minimal overlap with other review skills.	5 / 5
	Total	18 / 20 Passed

Validation

93%

Warnings & errors only

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

Validation — 15 / 16 Passed

Validation for skill structure

Criteria	Description	Result
relative_links	Relative link issues: 2 suspicious	Warning

	Total	15 / 16 Passed

Repository: alirezarezvani/claude-skills
Path: c-level-agents/skills/caio-review/SKILL.md
Commit: 19392f7

Reviewed: ~1 hour ago

Table of Contents

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