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AF attribution

When the user wants to figure out which marketing actually drives conversions and revenue, choose or interpret an attribution model, or reconcile conflicting numbers across tools. Also use when the user mentions "attribution," "attribution model," "first-touch vs last-touch," "multi-touch," "which channel drives revenue," "what's my real CAC," "my dashboards disagree," "Google/Meta says X but GA says Y," "media mix model," "MMM," "incrementality," "geo lift," "holdout test," "how did you hear about us," "self-reported attribution," "dark social," or wants to instrument attribution themselves — "stitch my bookings to their source," "SavvyCal/Calendly attribution," "close the identify gap," "track conversions on a third-party domain," "first-party / self-hosted attribution." For event tracking setup and UTMs, see analytics. For ad-platform pixels/CAPI, see ads. For pipeline and CRM revenue reporting, see revops. For the AI-search attribution blind spot, see ai-seo.

ClawHub Agent Skills author: Corey Haines v1.0.0 MIT-0 7 files body ≈ 4 710 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

When the user wants to figure out which marketing actually drives conversions and revenue, choose or interpret an attribution model, or reconcile conflicting…

As a process F 47/100 · Will not run — References files that are not bundled: ../../tools/REGISTRY.md, ../../tools/integrations/posthog.md, ../../tools/integrations/ga4.md

ProcedureGoogle AnalyticsSalesforceHubSpotData and analyticstype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
A
92/100
safety, quality, tests
Safety 60%
100
Quality 40%
81
Run on models
none yet
Process rating
F
47/100
Will not run
References files that are not bundled: ../../tools/REGISTRY.md, ../../tools/integrations/posthog.md, ../../tools/integrations/ga4.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. The text references files that are not there: add them or drop the references.
For the model run — optional
  • 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: 6. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: ../../tools/REGISTRY.md
  • warning missing-ref reference to a missing file: ../../tools/integrations/posthog.md
  • warning missing-ref reference to a missing file: ../../tools/integrations/ga4.md
  • warning missing-ref reference to a missing file: ../../tools/integrations/dub-co.md
  • warning missing-ref reference to a missing file: ../../tools/integrations/segment.md
  • warning missing-ref reference to a missing file: ../../tools/integrations/hubspot.md
  • warning missing-ref reference to a missing file: ../../tools/integrations/salesforce.md
  • warning missing-ref reference to a missing file: ../../tools/integrations/supermetrics.md
  • warning missing-ref reference to a missing file: ../../tools/integrations/rb2b.md
  • warning missing-ref reference to a missing file: references/conversion-tracking.md

Process rating: all ten parameters 47/100

Will not run. References files that are not bundled: ../../tools/REGISTRY.md, ../../tools/integrations/posthog.md, ../../tools/integrations/ga4.md
  • 0Tools and files. 10 referenced file(s) missing: ../../tools/REGISTRY.md, ../../tools/integrations/posthog.md, ../../tools/integrations/ga4.md
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 30Running it twice. 8 mutating operations with no state check
  • 60Result and completion. Output format stated, no completion criterion
  • 70When it triggers. States when to use, but not when not to
  • 70Execution cost. Instruction body is 4710 tokens
  • 100Steps. 43 steps
  • 100Consistency. Name and required fields are in place
  • 100Progress reporting. Reports progress
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
  • low No test case covers injection arriving through data

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

  • +4Description does not say when NOT to use the skill (false activations)
  • +3Description length 977: 120–800 characters recommended
  • +1No license
  • +2Single-language instructions
  • +5Description quotes 20 example trigger phrases
  • +4Structure: 19 headings
  • +3Step-by-step instructions: 43 items
  • +3Output format is stated explicitly
  • +4Has examples (1 code blocks)
  • +4Reference files are cited in the instructions (4 of 4)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 81.

External checks

ClawHub: clean
This skill gives attribution and tracking guidance with disclosed privacy-sensitive analytics patterns, but no hidden execution or unrelated access.
LLM: benign (high) · VirusTotal: · 30 Jul 2026