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app-analytics

When the user wants to set up, interpret, or improve their app analytics and tracking. Also use when the user mentions "analytics", "tracking", "metrics", "KPIs", "App Store Connect analytics", "install tracking", "funnel", "attribution", or "how is my app performing". For A/B testing, see ab-test-store-listing. For retention metrics, see retention-optimization.

64

Quality

75%

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tessl review fix ./skills/app-analytics/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

50%

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

The body is a dense, useful analytics reference, but it leans monolithic and template-heavy. It would benefit from offloading detailed reference tables into separate bundle files and adding validation checkpoints to its output workflows.

Suggestions

Split the Key Metrics Framework and dashboard layouts into reference files under references/ (e.g. metrics-framework.md) and link to them one level deep, keeping SKILL.md as a concise overview.

Replace placeholder examples like '[primary_action]_started' and '[N] (+X%)' with at least one fully concrete worked example so the output is copy-paste ready.

Add an explicit validation/feedback step to the Analytics Audit and Tracking Plan workflows (e.g. 'verify every event maps to a tool before presenting the plan') to lift workflow clarity.

DimensionReasoningScore

Conciseness

Mostly token-efficient reference tables, but it explains concepts Claude already knows (e.g. '>20% is good', '< 5% monthly (subscriptions)') and could be tightened.

2 / 3

Actionability

Provides concrete event plans, metric formulas, and dashboard templates, but key examples rely on placeholders like '[primary_action]_started' and '[N] (+X%)' rather than fully executable, copy-paste-ready output.

2 / 3

Workflow Clarity

The Initial Assessment is a numbered sequence, but there are no validation checkpoints and the analytics-audit/tracking-plan generation has no verify-then-proceed loop for batch operations.

2 / 3

Progressive Disclosure

It is a single ~200-line monolithic SKILL.md with no bundle files in references/, scripts/, or assets/; the metrics and dashboard reference material that could be split out is kept inline.

2 / 3

Total

8

/

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 concise and well-constructed, pairing concrete capabilities with explicit natural-language triggers and clear disambiguation from sibling skills. It reads in third person and avoids fluff.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'set up, interpret, or improve their app analytics and tracking' — rather than vague language.

3 / 3

Completeness

Explicitly answers both what (set up, interpret, improve analytics) and when (an explicit 'Also use when the user mentions...' trigger clause).

3 / 3

Trigger Term Quality

Strong coverage of natural terms users would say: 'analytics', 'tracking', 'metrics', 'KPIs', 'funnel', 'attribution', and 'how is my app performing'.

3 / 3

Distinctiveness Conflict Risk

Has a clear mobile-app-analytics niche and explicitly disambiguates overlapping topics ('For A/B testing, see ab-test-store-listing. For retention metrics, see retention-optimization.').

3 / 3

Total

12

/

12

Passed

Validation

100%

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

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
Eronred/aso-skills
Reviewed

Table of Contents

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