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BF attribution-reconciler

Use when platform-reported conversions disagree with GA4/ecommerce, when you suspect Meta and Google are double-counting the same sales, or for a standing (monthly) reconciliation workbook that de-dups stacked credit against an order-ID truth set, normalizes attribution windows and currency, compares attribution models, and reads incrementality from a geo/holdout test. Not for the point-in-time R2 veto or RQS gate — use ad-account-auditor; not for the ROI/ROAS ratio math itself — use roi-calculator; not for organic dark-social share attribution or GA4 direct-traffic decomposition — use dark-social-attributor. 付费广告归因对账/去重/增量

ClawHub Hermes author: Aaron Zhu v19.0.0 MIT-0 3 files body ≈ 2 347 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

Use when platform-reported conversions disagree with GA4/ecommerce, when you suspect Meta and Google are double-counting the same sales, or for a standing…

As a process F 52/100 · Will not run — References files that are not bundled: ../../../references/roas-benchmark.md, ../../../influencer/report/roi-calculator/SKILL.md, ../../activate/ad-account-auditor/SKILL.md

AnalyzerGoogle AnalyticsFinancetype and topics are labelled automatically from the skill text
Runs in: OpenClaw Hermes Agent
JSON
Technical rating
B
87/100
safety, quality, tests
Safety 60%
100
Quality 40%
68
Run on models
none yet
Process rating
F
52/100
Will not run
References files that are not bundled: ../../../references/roas-benchmark.md, ../../../influencer/report/roi-calculator/SKILL.md, ../../activate/ad-account-auditor/SKILL.md
Tools and files w 18
0
Progress reporting w 2
0
Inputs and preconditions w 11
30
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: 3. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-long-hermes description is 631 chars; the Hermes authoring standard requires ≤ 60 (one sentence, ending with a period)
  • warning missing-ref reference to a missing file: ../../../references/roas-benchmark.md
  • warning missing-ref reference to a missing file: ../../../influencer/report/roi-calculator/SKILL.md
  • warning missing-ref reference to a missing file: ../../activate/ad-account-auditor/SKILL.md
  • warning missing-ref reference to a missing file: ../../activate/conversion-signal-qa/SKILL.md
  • warning missing-ref reference to a missing file: ../../../social/observe/dark-social-attributor/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: ../../../references/measurement-protocol.md
  • warning missing-ref reference to a missing file: ../../../influencer/report/report-generator/SKILL.md
  • 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 52/100

Will not run. References files that are not bundled: ../../../references/roas-benchmark.md, ../../../influencer/report/roi-calculator/SKILL.md, ../../activate/ad-account-auditor/SKILL.md
  • 0Tools and files. 10 referenced file(s) missing: ../../../references/roas-benchmark.md, ../../../influencer/report/roi-calculator/SKILL.md, ../../activate/ad-account-auditor/SKILL.md
  • 0Progress reporting. Says nothing while it works
  • 30Inputs and preconditions. Does not say what the process needs to start
  • 30Running it twice. 1 mutating operations with no state check
  • 40Result and completion. Does not say what the result is
  • 50When it triggers. No condition that starts the skill
  • 60Consistency. The Hermes dialect needs category and tags
  • 100Steps. 19 steps
  • 100Failures and branches. 1 branches, has a failure section
  • 100Execution cost. Instruction body is 2347 tokens

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

  • +5Description has no quoted example phrases that should trigger the skill
  • +3Output format is not stated: the model decides each time
  • +2Single-language instructions
  • +4Description says when NOT to use the skill
  • +3Description length 631: enough signal without eating the budget
  • +4Structure: 9 headings
  • +3Step-by-step instructions: 19 items
  • +4Has examples (3 code blocks)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 68.

External checks

ClawHub: clean
This skill is a disclosed paid-ad attribution reconciliation workflow that uses the user's exported order and conversion data and only saves results after asking.
LLM: benign (high) · VirusTotal: · 24 Jul 2026