metrics-expert

Growth Studio metrics pipeline expert. Use when: adding channels, metrics, stages, or groups to the analytics module; modifying the progressive loading architecture; changing channel-to-group mappings; debugging missing channels in the dashboard. Triggers: 'nuevo canal', 'nueva metrica', 'agregar metrica', 'canal no aparece', 'growth studio metrics', 'stage service', 'channel registry', 'group mapping'.

Quality

97%

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Securityby

Passed

No findings from the security scan

Quality

Content

100%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 an exceptionally well-structured skill body: lean, fully actionable with executable code and commands, clearly sequenced SOPs with mandatory validation checkpoints, and a clean progressive-disclosure design pointing to real reference files. It avoids over-explaining concepts Claude already knows.

Dimension	Reasoning	Score
Conciseness	The body is lean and dense with actionable detail — architecture tables, code snippets, and checklists — with no padding or explanation of concepts Claude already knows; every section earns its place, matching the score-5 anchor.	5 / 5
Actionability	Fully executable guidance throughout: copy-paste-ready Python/TypeScript snippets, specific make/pytest commands, exact redis-cli invocations, and concrete file paths for each SOP, matching the score-5 anchor.	5 / 5
Workflow Clarity	SOPs are clearly sequenced with numbered steps and explicit validation checkpoints ('Both must pass', the mandatory extraction-contract regeneration + test step), plus a debugging checklist with error-recovery guidance, matching the score-5 anchor.	5 / 5
Progressive Disclosure	SKILL.md is a concise overview with a dedicated 'Project invariants (read on demand)' section pointing one level deep to three verified real reference files (etl-extraction-contract.md, analytics-metrics.md, data-reliability.md), matching the score-5 anchor of clear overview with well-signaled one-level-deep references.	5 / 5
	Total	20 / 20 Passed

Description

95%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 highly specific, clearly niched to the Growth Studio metrics pipeline, and explicitly answers both what it does and when to use it with concrete trigger phrases in both English and Spanish. It is a strong, well-constructed description.

Dimension	Reasoning	Score
Specificity	Lists several concrete actions ('adding channels, metrics, stages, or groups', 'modifying the progressive loading architecture', 'changing channel-to-group mappings', 'debugging missing channels') with only minor coverage gaps, fitting the score-4 anchor of several specific actions.	4 / 5
Completeness	Explicitly answers both 'what' (Growth Studio metrics pipeline expert with concrete actions) and 'when' via the 'Use when:' clause with concrete trigger phrases, matching the score-5 anchor.	5 / 5
Trigger Term Quality	Comprehensive natural triggers including both English and Spanish phrases users would say ('nuevo canal', 'agregar metrica', 'canal no aparece', 'growth studio metrics') plus technical signals, matching the score-5 anchor of comprehensive coverage with synonyms.	5 / 5
Distinctiveness Conflict Risk	Tightly scoped to the Growth Studio analytics module with niche-specific triggers ('stage service', 'channel registry', 'group mapping') that minimize conflict with other skills, matching the score-5 anchor.	5 / 5
	Total	19 / 20 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: alpacapurpura/ap_sales_agent
Path: .claude/skills/metrics-expert/SKILL.md
Commit: d31f7bc

Reviewed: ~19 hours ago

Table of Contents

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