sn-search-image

USE FOR Google-backed image discovery via Serper.dev. Returns image URLs, page URLs, titles, and source domains.

Quality

88%

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

96%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.

The content is concise, executable, and well-structured for a simple single-purpose skill, with copy-paste command examples and a real bundle script. Progressive disclosure could be marginally clearer with explicit reference links to the script.

Dimension	Reasoning	Score
Conciseness	Lean body with only essential command examples and a short 'Important' list; no padding or explanation of concepts Claude already knows.	5 / 5
Actionability	Provides fully executable, copy-paste-ready commands covering the common cases (standard, image-only, page-only, raw JSON, save-to-file) with real flags.	5 / 5
Workflow Clarity	Single-purpose skill with an unambiguous single action and clear invocation patterns; the simple-skill exception applies and the action is unambiguous.	5 / 5
Progressive Disclosure	Well-organized sections with a real referenced script file one level deep, but navigation is implicit (command paths) rather than clearly signaled reference links.	4 / 5
	Total	19 / 20 Passed

Description

80%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.

The description is clear and complete, explicitly covering both what the skill does and when to use it, with a distinct Serper.dev image-search niche. It could be strengthened by adding more natural user phrasing like 'image search' or 'find images'.

Dimension	Reasoning	Score
Specificity	Names the domain (image discovery via Serper.dev) and multiple concrete outputs (image URLs, page URLs, titles, source domains), giving comprehensive coverage of returned data.	5 / 5
Completeness	Explicitly states what it does (Google-backed image discovery returning URLs/titles/domains) and when to use it via the 'USE FOR' clause.	5 / 5
Trigger Term Quality	Has a natural 'USE FOR' trigger and terms like 'image discovery' and 'image URLs', but lacks common synonyms users would say like 'image search' or 'find images'.	3 / 5
Distinctiveness Conflict Risk	Scoped to Serper.dev image search with a clear niche and distinct trigger, minimal overlap with other skills.	5 / 5
	Total	18 / 20 Passed

Validation

87%

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 — 14 / 16 Passed

Validation for skill structure

Criteria	Description	Result
metadata_version	'metadata.version' is missing	Warning
metadata_field	'metadata' should map string keys to string values	Warning

	Total	14 / 16 Passed

Repository: OpenSenseNova/SenseNova-Skills
Path: skills/sn-search-image/SKILL.md
Commit: 61b60bb

Reviewed: 8 days ago

Table of Contents

Discovery Implementation Validation

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