aeo

Check and improve your brand's visibility across AI search engines (ChatGPT, Perplexity, Gemini, Grok, Claude, DeepSeek). Set up tracking, run visibility analyses, audit your website for AI readability, and get actionable recommendations. Uses the npx goose-aeo@latest CLI.

Quality

72%

Does it follow best practices?

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Securityby

High

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tessl review fix ./skills/seo/capabilities/aeo/SKILL.md

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.

The body is highly actionable with executable CLI commands and a well-sequenced, checkpoint-gated workflow. It is slightly verbose in conversational framing and is a monolithic file that could offload reference detail to bundle files.

Dimension	Reasoning	Score
Conciseness	Mostly efficient with direct commands and a routing table, but conversational framing ('Have a natural conversation with the user', 'Show the queries in a readable numbered list') and a repeated pre-flight status block in every section could be tightened.	3 / 5
Actionability	Fully executable, copy-paste-ready commands with concrete flags (--json, --dry-run, --confirm, --limit), a node env-key detection script, and .env write examples covering the common setup/run/audit/recommend cases.	5 / 5
Workflow Clarity	Clear sequenced sections with an auto-detect routing table, pre-flight status checks, dry-run cost estimates, and explicit confirmation gates before the batch 'run'; minor gap is the lack of a validate->fix->retry feedback loop for audit failures.	4 / 5
Progressive Disclosure	Well-organized single file with clear section headers and separators, but no bundle/reference files exist and substantial inline material (6 audit dimensions, full flag set) could be offloaded, so it stops short of one-level-deep references.	4 / 5
	Total	16 / 20 Passed

Description

70%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 specific, action-oriented, and clearly distinct, but it is written in second person and lacks an explicit 'Use when' trigger clause, which caps completeness. Adding a third-person 'Use when...' sentence with the AEO synonym would lift the lower dimensions.

Suggestions

Add an explicit 'Use when...' trigger clause (e.g., 'Use when the user wants to track or improve brand visibility in AI search engines, or mentions AEO / Answer Engine Optimization') to raise completeness above 3.

Rewrite in third person ('Checks and improves brand visibility...') to avoid the second-person specificity penalty.

Include the 'AEO' / 'Answer Engine Optimization' synonym alongside 'AI search engines' to broaden natural trigger-term coverage.

Dimension	Reasoning	Score
Specificity	Lists several concrete actions ('Set up tracking, run visibility analyses, audit your website for AI readability, and get actionable recommendations') with comprehensive coverage, but the second-person voice ('your brand's') incurs the specified -1 penalty from a 5.	4 / 5
Completeness	The 'what' is clear and concrete, but there is no 'when'/'Use when' trigger clause; per the rubric guideline, a missing explicit trigger guidance caps completeness at 3.	3 / 5
Trigger Term Quality	Good natural keyword coverage ('AI search engines', named engines ChatGPT/Perplexity/Gemini/Grok/Claude/DeepSeek, 'visibility', 'audit'), but it omits the 'AEO'/'Answer Engine Optimization' synonym and any explicit 'Use when' trigger phrase, leaving a few natural terms missing.	4 / 5
Distinctiveness Conflict Risk	Occupies a clear niche (Answer Engine Optimization across named AI search engines via the specific goose-aeo CLI) with distinct triggers and minimal conflict risk with other skills.	5 / 5
	Total	16 / 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
frontmatter_unknown_keys	Unknown frontmatter key(s) found; consider removing or moving to metadata	Warning

	Total	15 / 16 Passed

Repository: gooseworks-ai/goose-skills
Path: skills/seo/capabilities/aeo/SKILL.md
Commit: 2523432

Reviewed: 5 days ago

Table of Contents

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