find-skills

Discovers and installs community skills from the public registry. Use when the user mentions a technology, framework, or task that could benefit from specialized skills not yet installed, asks 'how do I do X', 'find a skill for X', or starts work in a new technology area. Proactively suggest when the user's task involves tools or frameworks without existing skills.

Quality

85%

Does it follow best practices?

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Adds up to 20 points to the overall score

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Securityby

Low

Low-risk findings worth noting

Quality

Content

87%Weight 40%Scale 1-3

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

The content is concise and highly actionable with executable commands and concrete examples, and it is well-organized for a simple skill. The only gap is the absence of a verification/feedback step after the batch install.

Suggestions

Add a verification checkpoint after `caliber skills --install`, e.g. confirm each slug installed successfully and surface errors before reading the SKILL.md files.

Add a brief error-recovery note for when `--query` returns no matches or `--install` fails, giving the workflow an explicit feedback loop.

Dimension	Reasoning	Score
Conciseness	The body is lean: a one-line summary, a numbered procedure, two executable commands, compact examples, and a 'When NOT to trigger' list, with no padding or explanation of concepts Claude already knows.	3 / 3
Actionability	It gives concrete, executable commands — `caliber skills --query "<relevant terms>"` and `caliber skills --install <slug1>,<slug2>` — plus filled-in example invocations like `caliber skills --query "react frontend"`, making it copy-paste ready.	3 / 3
Workflow Clarity	The 7-step sequence is clearly ordered, but the batch `--install` step has no verification checkpoint or error-recovery loop, which caps batch-operation workflows at 2 per the rubric.	2 / 3
Progressive Disclosure	The skill is under 50 lines, single-purpose, and needs no external references; it is organized into clear Instructions / Examples / When NOT to trigger sections, satisfying the simple-skill carve-out for a top score.	3 / 3
	Total	11 / 12 Passed

Description

82%Weight 40%Scale 1-3

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 strong: it answers both 'what' and 'when' with explicit, natural trigger phrases. Its only weakness is that the capability list is limited to two high-level verbs and one proactive trigger is broad enough to risk overlap.

Suggestions

Expand the capability list beyond 'discovers and installs' to multiple concrete actions, e.g. 'searches the public registry, ranks matches by relevance, installs selected slugs, and loads them into context'.

Tighten the proactive trigger 'starts work in a new technology area' to reduce overlap, e.g. scope it to 'when no installed skill covers the technology'.

Dimension	Reasoning	Score
Specificity	It names a concrete domain and two actions — 'Discovers and installs community skills from the public registry' — but stops at two high-level verbs rather than listing multiple specific concrete actions like the score-3 anchor.	2 / 3
Completeness	It clearly states what the skill does (discover and install skills from the registry) and provides an explicit 'Use when...' clause covering multiple triggering situations.	3 / 3
Trigger Term Quality	It includes natural phrases a user would actually say — 'how do I do X', 'find a skill for X', and 'mentions a technology, framework, or task' — giving good coverage of likely triggers.	3 / 3
Distinctiveness Conflict Risk	The core niche (community skill registry search/install) is distinct, but the broad proactive trigger 'starts work in a new technology area' could overlap with other skills, matching the score-2 anchor.	2 / 3
	Total	10 / 12 Passed

Validation

100%

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 — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository: caliber-ai-org/ai-setup
Path: .agents/skills/find-skills/SKILL.md
Commit: 7950921

Reviewed: 12 days ago

Table of Contents

Discovery Implementation Validation

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