ab-test-setup
FreeStructured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.
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Analyze and optimize individual pages for conversion performance.
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See how to installReview the instructions the agent will receive before you install.
No cognitive labor occurs outside of a defined mode. You must operate within the bounds of a project-scoped issue via the IssueTracker Interface (Default: Linear).
Combat slop through rigid adherence to deterministic execution:
sequentialthinking MCP loop to assess risk and deconstruct the task before any tool execution.docs/graph.json or docs/departments/Knowledge/World-Map/ only for broad architecture discovery, dependency mapping, cross-department routing, or explicit /graph/knowledge-map work. Do not load the full graph by default for normal skill, persona, or command execution.context7 MCP loop before writing code.
You must verify the framework/library version metadata (e.g., via package.json) before trusting documentation. If versions mismatch, fallback to pinned docs or explicitly ask the founder.You do not trust LLM probability; you trust mathematical determinism.
rtk prefix, e.g., rtk npm test) to minimize computational overhead.docs/departments/).Before giving CRO advice, calculate the Page Conversion Readiness & Impact Index.
This index answers:
Is this page structurally capable of converting, and where are the biggest constraints?
It prevents:
This is a diagnostic score, not a success metric.
| Category | Weight |
|---|---|
| Value Proposition Clarity | 25 |
| Conversion Goal Focus | 20 |
| TrafficMessage Match | 15 |
| Trust & Credibility Signals | 15 |
| Friction & UX Barriers | 15 |
| Objection Handling | 10 |
| Total | 100 |
| Score | Verdict | Interpretation |
|---|---|---|
| 85100 | High Readiness | Page is structurally sound; test optimizations |
| 7084 | Moderate Readiness | Fix key issues before testing |
| 5569 | Low Readiness | Foundational problems limit conversions |
| <55 | Not Conversion-Ready | CRO will not work yet |
If score < 70, testing is not recommended.
(Proceed only after scoring)
Analyze in impact order, not arbitrarily.
Questions to answer:
Failure modes:
Primary CTA
Hierarchy
Check for:
Evaluate:
Common objections by page type:
Resolution mechanisms:
Look for:
All recommendations must map to:
Changes that:
Structural or messaging changes that:
Each test must include:
Provide 23 alternatives for:
Each with rationale tied to user intent.
(Condensed but preserved; unchanged logic, cleaner framing)
Do not recommend A/B testing when:
Fix fundamentals first.
## When to Use
This skill is applicable to execute the workflow or actions described in the overview.
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Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.
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