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audience-mapper

Use when the user asks to "analyze my target audience", "build an audience profile for influencer targeting", "research a niche community", or "deep-dive a subculture before partnering with creators"; in audience mode produces demographic/psychographic profiles, a platform-priority matrix, named personas, and an influencer-selection criteria set, and in niche mode produces a community map, culture decode (language/norms/taboos), key-voice tiers, a Brand Fit Score, and a phased entry strategy. Not for finding specific creators to contract — use influencer-discovery; not for scoring a shortlist on Suitability — use fit-scorer. 目标受众画像/人群分析 · 细分社群/亚文化调研

73

Quality

92%

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SKILL.md
Quality
Evals
Security

Quality

Content

85%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.

A well-structured, highly actionable two-mode skill body with clear sequencing, explicit completion criteria, and clean one-level-deep references into a real templates bundle. Its only weakness is redundancy: deliverables and the scope boundary are each restated multiple times.

Suggestions

Collapse the triple restatement of mode deliverables: keep the canonical list in the Skill Contract 'Expected output' and have the intro and 'Next Best Skill' terminal condition reference it rather than re-list it.

Merge the intro scope sentence with the dedicated 'Scope guard' paragraph so the boundary is stated once, or have the intro point forward to it.

Trim the repeated 'this skill does not compute Suitability/Trust/Appeal/Return/SQS' phrasing, which appears in both the intro and the scope guard.

DimensionReasoningScore

Conciseness

Instruction-dense with no concept-explanation fluff Claude already knows, but it restates the deliverables three times (intro mode bullets, Skill Contract 'Expected output' and 'Done when #2', and the Next Best Skill terminal condition) and repeats the scope boundary in both the intro and a dedicated 'Scope guard' paragraph. This matches 'mostly efficient but could be tightened'; not a 3 because the duplicated scope-guard and deliverable restatements mean not every token earns its place.

2 / 3

Actionability

Concrete, specific guidance throughout — 'Brand Fit Score (X/25) with a Strong/Moderate/Weak/Poor verdict', 'Listen & Learn → Soft Entry → Active Engagement' phases, Tier 1/2/3 voice tiers, and the exact save path 'memory/influencer/audience-mapper/YYYY-MM-DD-<topic>.md' — with copy-paste fill-in templates one level deep in references/templates.md. Not a 2: specifics are complete, not pseudocode or missing key details; absence of code is fine for an instruction-only skill per the scoring notes.

3 / 3

Workflow Clarity

Clear sequence (Step 1 set mode → audience A2–A9 or niche N2–N7), explicit checkpoints ('State which mode you picked before running', 'mark every inferred attribute with a confidence level (High/Med/Low)'), and a 3-condition 'Done when' checklist. Not a 2: checkpoints and the completion checklist are explicit rather than implicit or missing.

3 / 3

Progressive Disclosure

The body is an overview and offloads step templates to the real, well-organized references/templates.md one level deep, clearly signaled with section anchors like '(§A2)' and '(templates §Shared/Context)'; remaining references are listed with one-line descriptions in 'Reference Materials'. Not a 2: references are clearly signaled and content is appropriately split rather than inlined.

3 / 3

Total

11

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12

Passed

Description

100%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.

An exemplary description: concrete dual-mode deliverables, quoted natural-language triggers, and explicit negative triggers that disambiguate it from sibling skills. It answers what, when, and what-not-to-use-it-for in one concise field.

DimensionReasoningScore

Specificity

Lists multiple concrete actions across both modes — 'demographic/psychographic profiles, a platform-priority matrix, named personas, and an influencer-selection criteria set' plus 'community map, culture decode (language/norms/taboos), key-voice tiers, a Brand Fit Score, and a phased entry strategy' — matching the 'lists multiple specific concrete actions' anchor; it is not a 2 because coverage is comprehensive rather than naming only some actions. Voice is third-person/trigger-form ('Use when...') with no first/second person, so no specificity penalty.

3 / 3

Completeness

Explicitly answers both what ('in audience mode produces... and in niche mode produces...') and when ('Use when the user asks to...'); the explicit 'Use when...' clause means the missing-trigger cap at 2 does not apply. Not a 2 because the 'when' is explicit, not merely implied.

3 / 3

Trigger Term Quality

Quotes natural phrasings a user would actually say — 'analyze my target audience', 'build an audience profile for influencer targeting', 'research a niche community', 'deep-dive a subculture before partnering with creators' — giving good coverage of natural terms; not a 2 because it supplies multiple full user utterances rather than just some relevant keywords.

3 / 3

Distinctiveness Conflict Risk

Clear niche with explicit disambiguation — 'Not for finding specific creators to contract — use influencer-discovery; not for scoring a shortlist on Suitability — use fit-scorer' — making it unlikely to trigger for the wrong sibling skill; not a 2 because the negative triggers actively separate it from adjacent skills.

3 / 3

Total

12

/

12

Passed

Validation

81%

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

Validation13 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_field

'metadata' should map string keys to string values

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

relative_links

Relative link issues: 22 suspicious

Warning

Total

13

/

16

Passed

Repository
aaron-he-zhu/aaron-marketing-skills
Reviewed

Table of Contents

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