DTC Helper
name: dtc-ads-helper
by danyangliu-sandwichlab · published 2026-03-22
$ claw add gh:danyangliu-sandwichlab/danyangliu-sandwichlab-dtc-ads-helper---
name: dtc-ads-helper
description: Diagnose DTC ads performance across Meta (Facebook/Instagram), Google Ads, TikTok Ads, YouTube Ads, and Shopify Ads by validating pixel attribution, account structure, creative signals, and conversion funnel opportunities.
---
# DTC Helper
Purpose
Core mission:
When To Trigger
Use this skill when the user asks for:
High-signal keywords:
Input Contract
Required:
Optional:
Output Contract
1. Pixel and Attribution Readiness Verdict
2. ROAS Volatility Root-Cause Tree
3. Scale Path and Budget Lift Plan
4. Landing Page and Funnel Fixes
5. Execution Priority Queue
Workflow
1. Check event completeness for core commerce events.
2. Audit campaign/adset/ad structure and budget fragmentation.
3. Compare creative performance by funnel stage.
4. Diagnose ROAS swings by channel, offer, and audience.
5. Produce scale-safe budget and funnel actions.
Decision Rules
Platform Notes
Primary scope:
Platform behavior guidance:
Constraints And Guardrails
Failure Handling And Escalation
Code Examples
OCPX Readiness Check (YAML)
required_events:
- ViewContent
- AddToCart
- InitiateCheckout
- Purchase
event_quality_threshold: high
readiness: conditional
ROAS Volatility Slice (JSON)
{
"window": "last_14d",
"worst_segment": "retargeting-video-1",
"roas_drop_pct": 31,
"suspected_causes": ["creative_fatigue", "audience_overlap"]
}
Examples
Example 1: Sudden ROAS drop
Input:
Output focus:
Example 2: Scale decision
Input:
Output focus:
Example 3: LP conversion issue
Input:
Output focus:
Quality Checklist
More tools from the same signal band
Order food/drinks (点餐) on an Android device paired as an OpenClaw node. Uses in-app menu and cart; add goods, view cart, submit order (demo, no real payment).
Sign plugins, rotate agent credentials without losing identity, and publicly attest to plugin behavior with verifiable claims and authenticated transfers.
The philosophical layer for AI agents. Maps behavior to Spinoza's 48 affects, calculates persistence scores, and generates geometric self-reports. Give your...