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CD 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

aaron-he-zhu/aaron-marketing-skills Hermes author: aaron-he-zhu 1 file body ≈ 2 921 tokens Open the sourcegithub.com↗ analyzed 5 d ago

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…

As a process D 45/100 · Unfinished process — References files that are not bundled: ../../../references/echo-benchmark.md, ../../../ad/scale/attribution-reconciler/SKILL.md, ../../../email/nurture/email-sequence-designer/SKILL.md

ProcedureGoogle AnalyticsData and analyticsFinanceSoftware developmenttype and topics are labelled automatically from the skill text
Runs in: Hermes Agent
JSON
Technical rating
C
89/100
safety, quality, tests
Safety 60%
100
Quality 40%
73
Run on models
none yet
Process rating
D
45/100
Unfinished process
References files that are not bundled: ../../../references/echo-benchmark.md, ../../../ad/scale/attribution-reconciler/SKILL.md, ../../../email/nurture/email-sequence-designer/SKILL.md
Tools and files w 18
0
Inputs and preconditions w 11
0
Failures and branches w 10
0
the three weakest of ten parameters · all ten

How to improve

  1. For Hermes the description must be one sentence under 60 characters; move the conditions to a "When to Use" section.
  2. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 0

✓ No critical or high findings

Files scanned: 1. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-long-hermes description is 797 chars; the Hermes authoring standard requires ≤ 60 (one sentence, ending with a period)
  • warning missing-ref reference to a missing file: ../../../references/echo-benchmark.md
  • warning missing-ref reference to a missing file: ../../../ad/scale/attribution-reconciler/SKILL.md
  • warning missing-ref reference to a missing file: ../../../email/nurture/email-sequence-designer/SKILL.md
  • warning missing-ref reference to a missing file: ../../../protocol/consent-registry/SKILL.md
  • warning missing-ref reference to a missing file: ../../host/social-quality-auditor/SKILL.md
  • warning missing-ref reference to a missing file: ../social-measurement-loop/SKILL.md
  • warning missing-ref reference to a missing file: ../../../references/social/owned-community-loop.md
  • warning missing-ref reference to a missing file: ../../../protocol/channel-registry/SKILL.md
  • warning missing-ref reference to a missing file: ../../../references/skill-contract.md
  • warning missing-ref reference to a missing file: ../../../CONNECTORS.md
  • warning missing-ref reference to a missing file: ../../../SECURITY.md
  • warning missing-ref reference to a missing file: ../social-pulse-monitor/SKILL.md
  • warning missing-ref reference to a missing file: scripts/connectors/pageviews.py
  • note frontmatter-key unknown frontmatter key "slug"
  • note frontmatter-key unknown frontmatter key "displayName"
  • note frontmatter-key unknown frontmatter key "summary"
  • note frontmatter-key unknown frontmatter key "homepage"

Process rating: all ten parameters 45/100

Will not run. References files that are not bundled: ../../../references/echo-benchmark.md, ../../../ad/scale/attribution-reconciler/SKILL.md, ../../../email/nurture/email-sequence-designer/SKILL.md
  • 0Tools and files. 13 referenced file(s) missing: ../../../references/echo-benchmark.md, ../../../ad/scale/attribution-reconciler/SKILL.md, ../../../email/nurture/email-sequence-designer/SKILL.md
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 30Running it twice. 5 mutating operations with no state check
  • 40Result and completion. Does not say what the result is
  • 60Consistency. The Hermes dialect needs category and tags
  • 100Steps. 25 steps
  • 100When it triggers. States when to use and when not to
  • 100Execution cost. Instruction body is 2921 tokens
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +3Output format is not stated: the model decides each time
  • +2Single-language instructions
  • +5Description quotes 4 example trigger phrases
  • +4Description says when NOT to use the skill
  • +3Description length 797: enough signal without eating the budget
  • +4Structure: 11 headings
  • +3Step-by-step instructions: 25 items
  • +4Has examples (3 code blocks)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 73.