Paid Measurement Loop includes pricing or quota commentary; at least one code block. The SKILL.md runs to about 1,094 words, in the catalog's typical mid-range.
Paid Measurement Loop sits in the Engineering category under the testing sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.
These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.
Reads a paid-ads change back against a control over a fixed readback window and returns Promote / Keep-testing / Rollback / Unproven. This is the paid readback loop — distinct from roi-calculator (the ROI/CPA math, which this delegates to) and performance-analyzer (cross-channel rollup); it owns the decision, the window, and the control.
Paid Measurement Loop is a community-contributed Claude Code skill in the testing sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/paid-measurement-loop/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when the user asks to "read back" a paid campaign change, "did this ad change work", or "compare ROAS/CPA before and after"; reads ROAS/CPA against a control over a fixed readback window and returns a Promote / Keep-testing / Rollback / Unproven decision with the math delegated to roi-calculator. Not for the ROI ratio math itself — use roi-calculator; not for cross-channel rollups — use performance-analyzer.
The Paid Measurement Loop Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 158,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/paid-measurement-loop curl -L https://claudskills.com/skills/paid-measurement-loop/SKILL.md \ -o ~/.claude/skills/paid-measurement-loop/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/paid-measurement-loop/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/paid-measurement-loop/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\paid-measurement-loop\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
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SKILL.md from the source repository to ~/.claude/skills/paid-measurement-loop/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Paid Measurement Loop is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.If you reference this skill in a blog post, paper, or documentation, you can cite it as:
@misc{paid-measurement-loop-2026,
author = {aaron-he-zhu},
title = {Paid Measurement Loop [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/paid-measurement-loop/}
}Grade A · scanned 2026-07-23 — free static scan against the OWASP Agentic Skills Top 10.
The scan flagged 1 of 10 categories (filesystem), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.
Browse all Engineering skills in the ClaudSkills registry, or explore these other picks from the same category:
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SKILL.md files, not affiliated with, endorsed by, or sponsored by Anthropic.