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dark-social-attributor

Use when the user asks to "figure out where our direct traffic really comes from", "measure dark social", "add a how-did-you-hear-about-us field", or "show social drives signups without click data"; produces a share-link/UTM hygiene spec for owned share surfaces, a self-reported attribution field design that replaces an existing form field (free-text first, coded later), a GA4 direct-traffic decomposition read (deep-URL directs, mobile-app skew, private-push correlation) with every derived number hard-labeled Estimated/proxy, and a branded-search-lift proxy from GSC plus Wikipedia pageviews — the declared dark-social method behind ECHO O2. Not for paid-channel attribution reconciliation (platform-claimed vs analytics conversions) — use attribution-reconciler. 暗社交归因/直接流量分解/自报来源字段/分享链路UTM

72

Quality

92%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

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, actionable methodology skill with a clearly sequenced workflow, explicit done-when verification, and good reference navigation. The main weakness is repetition of routing and handoff details across several sections that could be consolidated to tighten token use.

Suggestions

Consolidate the cross-skill routing (attribution-reconciler, email-sequence-designer, consent-registry, social-measurement-loop) into a single section — it currently appears in Scope guard, Instructions step 7, Reference Materials, and Next Best Skill.

Deduplicate the deliverable list: 'Expected output', 'Done when', and the Instructions all restate the pack contents; keep the canonical list in one place and reference it from the others.

Trim the repeated closed-platform red-line phrasing, which appears in both the Scope guard paragraph and the Data Sources section.

DimensionReasoningScore

Conciseness

Dense and free of basic-concept padding, but the cross-skill routing (attribution-reconciler, email-sequence-designer, consent-registry, social-measurement-loop) is repeated across Scope guard, Instructions step 7, Reference Materials, and Next Best Skill, and 'Expected output' / 'Done when' / Instructions overlap — mostly efficient but could be tightened, matching the score-2 anchor.

2 / 3

Actionability

Concrete and specific: named decomposition heuristics, a UTM taxonomy example ('utm_source=<surface>&utm_medium=social-share'), an executable script call ('python3 scripts/connectors/pageviews.py'), and a precise field-replacement procedure ('REPLACE the lowest-value existing form field... Free-text first... run 2-4 weeks, then code'); for an instruction-only methodology skill the guidance is copy-ready.

3 / 3

Workflow Clarity

A clear 8-step sequence (Inventory → hygiene spec → field design → decompose → branded-lift proxy → declare method → route → report) anchored by an explicit 'Done when' verification checklist and per-step labeling checks ('Label every split Estimated', 'no derived number presented as Measured') as checkpoints.

3 / 3

Progressive Disclosure

Well-organized sections with a Reference Materials list giving one-line descriptions of each one-level-deep link (echo-benchmark.md, owned-community-loop.md, CONNECTORS.md, etc.), clear cross-skill navigation, and no nested reference chains — matching the score-3 anchor of a clear overview with well-signaled one-level-deep references.

3 / 3

Total

11

/

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.

A strong description: explicit 'Use when...' triggers in natural user phrasing, multiple concrete deliverables, and a clear negative boundary against attribution-reconciler. It fully answers both what the skill does and when to invoke it, with no first/second-person voice to penalize.

DimensionReasoningScore

Specificity

Lists multiple specific concrete deliverables — 'a share-link/UTM hygiene spec', 'a self-reported attribution field design that replaces an existing form field', 'a GA4 direct-traffic decomposition read (deep-URL directs, mobile-app skew, private-push correlation)', and 'a branded-search-lift proxy from GSC plus Wikipedia pageviews' — matching the score-3 anchor of multiple specific concrete actions.

3 / 3

Completeness

Explicitly answers both what (the produced pack: hygiene spec, attribution field, decomposition read, branded-lift proxy, method doc) and when via the 'Use when the user asks to...' clause with multiple concrete scenarios; the score-3 anchor of clearly answering both what AND when with explicit triggers is met.

3 / 3

Trigger Term Quality

Quotes natural user phrases a person would actually say — 'figure out where our direct traffic really comes from', 'measure dark social', 'add a how-did-you-hear-about-us field', 'show social drives signups without click data' — giving good coverage of real trigger language rather than jargon.

3 / 3

Distinctiveness Conflict Risk

Occupies a clear niche (organic dark-social attribution) and draws an explicit negative boundary — 'Not for paid-channel attribution reconciliation ... — use attribution-reconciler' — making it unlikely to trigger for the wrong skill.

3 / 3

Total

12

/

12

Passed

Validation

75%

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

Validation12 / 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: 30 suspicious

Warning

referenced_paths_exist

Referenced path issues: 3 missing, 3 deeper-than-1-level

Warning

Total

12

/

16

Passed

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

Table of Contents

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