Individual skill

attribution-model-comparison

Pull attribution numbers under multiple attribution models side-by-side and explain why they differ in business language. Default 4-way comparison (idda / dda / last_click / platform_reported).

skills/attribution-model-comparison/SKILL.md

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Source commit ef1c5166a62ffcabc8092680c339e8e424b6a1f7

What was checked

Matches the observed repository HEAD: Yes
Scanner rules are current: Yes
Repository scan complete: Yes
Skill scan complete: Yes
Observed behavior: Instructions only
Last checked: Nov 6, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

Claude Code

Destination .claude/skills/attribution-model-comparison

(
  set -euo pipefail
  destination='./.claude/skills/attribution-model-comparison'
  if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi
  work=$(mktemp -d)
  trap 'rm -rf -- "$work"' EXIT
  git clone --filter=blob:none --no-checkout -- 'https://github.com/workmagicio/workmagic-agent-plugin.git' "$work/repo"
  git -C "$work/repo" checkout --detach ef1c5166a62ffcabc8092680c339e8e424b6a1f7
  git -C "$work/repo" archive --format=tar 'ef1c5166a62ffcabc8092680c339e8e424b6a1f7:skills/attribution-model-comparison' > "$work/skill.tar"
  mkdir -p -- './.claude/skills'
  mkdir -- "$destination"
  tar -xf "$work/skill.tar" -C "$destination"
)

Codex

Destination .agents/skills/attribution-model-comparison

(
  set -euo pipefail
  destination='./.agents/skills/attribution-model-comparison'
  if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi
  work=$(mktemp -d)
  trap 'rm -rf -- "$work"' EXIT
  git clone --filter=blob:none --no-checkout -- 'https://github.com/workmagicio/workmagic-agent-plugin.git' "$work/repo"
  git -C "$work/repo" checkout --detach ef1c5166a62ffcabc8092680c339e8e424b6a1f7
  git -C "$work/repo" archive --format=tar 'ef1c5166a62ffcabc8092680c339e8e424b6a1f7:skills/attribution-model-comparison' > "$work/skill.tar"
  mkdir -p -- './.agents/skills'
  mkdir -- "$destination"
  tar -xf "$work/skill.tar" -C "$destination"
)

Cursor

Destination .cursor/skills/attribution-model-comparison

(
  set -euo pipefail
  destination='./.cursor/skills/attribution-model-comparison'
  if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi
  work=$(mktemp -d)
  trap 'rm -rf -- "$work"' EXIT
  git clone --filter=blob:none --no-checkout -- 'https://github.com/workmagicio/workmagic-agent-plugin.git' "$work/repo"
  git -C "$work/repo" checkout --detach ef1c5166a62ffcabc8092680c339e8e424b6a1f7
  git -C "$work/repo" archive --format=tar 'ef1c5166a62ffcabc8092680c339e8e424b6a1f7:skills/attribution-model-comparison' > "$work/skill.tar"
  mkdir -p -- './.cursor/skills'
  mkdir -- "$destination"
  tar -xf "$work/skill.tar" -C "$destination"
)

Gemini CLI

Destination .gemini/skills/attribution-model-comparison

(
  set -euo pipefail
  destination='./.gemini/skills/attribution-model-comparison'
  if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi
  work=$(mktemp -d)
  trap 'rm -rf -- "$work"' EXIT
  git clone --filter=blob:none --no-checkout -- 'https://github.com/workmagicio/workmagic-agent-plugin.git' "$work/repo"
  git -C "$work/repo" checkout --detach ef1c5166a62ffcabc8092680c339e8e424b6a1f7
  git -C "$work/repo" archive --format=tar 'ef1c5166a62ffcabc8092680c339e8e424b6a1f7:skills/attribution-model-comparison' > "$work/skill.tar"
  mkdir -p -- './.gemini/skills'
  mkdir -- "$destination"
  tar -xf "$work/skill.tar" -C "$destination"
)

GitHub Copilot

Destination .github/skills/attribution-model-comparison

(
  set -euo pipefail
  destination='./.github/skills/attribution-model-comparison'
  if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi
  work=$(mktemp -d)
  trap 'rm -rf -- "$work"' EXIT
  git clone --filter=blob:none --no-checkout -- 'https://github.com/workmagicio/workmagic-agent-plugin.git' "$work/repo"
  git -C "$work/repo" checkout --detach ef1c5166a62ffcabc8092680c339e8e424b6a1f7
  git -C "$work/repo" archive --format=tar 'ef1c5166a62ffcabc8092680c339e8e424b6a1f7:skills/attribution-model-comparison' > "$work/skill.tar"
  mkdir -p -- './.github/skills'
  mkdir -- "$destination"
  tar -xf "$work/skill.tar" -C "$destination"
)

OpenCode

Destination .opencode/skills/attribution-model-comparison

(
  set -euo pipefail
  destination='./.opencode/skills/attribution-model-comparison'
  if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi
  work=$(mktemp -d)
  trap 'rm -rf -- "$work"' EXIT
  git clone --filter=blob:none --no-checkout -- 'https://github.com/workmagicio/workmagic-agent-plugin.git' "$work/repo"
  git -C "$work/repo" checkout --detach ef1c5166a62ffcabc8092680c339e8e424b6a1f7
  git -C "$work/repo" archive --format=tar 'ef1c5166a62ffcabc8092680c339e8e424b6a1f7:skills/attribution-model-comparison' > "$work/skill.tar"
  mkdir -p -- './.opencode/skills'
  mkdir -- "$destination"
  tar -xf "$work/skill.tar" -C "$destination"
)

Repository context

Repository stars (not skill ratings): 9
Repository last updated: Nov 6, 2026
License: MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

agent-skills Repository topic
attribution Repository topic
chatgpt Repository topic
claude Repository topic
claude-plugin Repository topic
codex Repository topic
cursor Repository topic
ecommerce Repository topic
gemini-cli-extension Repository topic
incrementality Repository topic
engineering Derived category

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files

SKILL.mdcore · 9,812 bytes
examples/example-A-meta-multi-model.mddoc · 3,250 bytes
references/diff-patterns.mddoc · 3,836 bytes
references/edge-cases.mddoc · 1,915 bytes
references/failure-modes.mddoc · 2,591 bytes
references/model-reference.mddoc · 1,459 bytes
references/output-template.mddoc · 3,398 bytes
templates/01-multi-model-comparison.sqlasset · 1,698 bytes

Read excerpt


## 1. Purpose

Pull attribution numbers under **multiple attribution models side-by-side** and explain **why they differ**, using business-language interpretation grounded in how each model works. Exists because users frequently see different numbers in different places (WorkMagic dashboard vs Meta Ads Manager vs Google Ads) and want to understand the discrepancy.

> **Shared conventions (canonical elsewhere — don't re-derive):** attribution model default + aliases and sales-platform scope + measurement identity live in **`attribution-data-query`** (`references/attribution-model.md`, `references/sales-platform-scope.md`); follow those (load the `attribution-data-query` skill from this plugin if it isn't loaded). This skill's `references/model-reference.md` owns only the model↔`model_id` SQL mapping.

**This skill is NOT**:

- Diagnosis of why a single model dropped → `attribution-anomaly-diagnosis`
- Judgment of which model is "correct" — give situational guidance only if asked; never push one as the right answer
- A pure data pull — must include the interpretation step

## 2. When to trigger