paid-measurement-loop SKILL.md skillA
paid-measurement-loop from aaron-he-zhu/aaron-marketing-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add aaron-he-zhu/aaron-marketing-skills/paid-measurement-loop@v20.2.0Pins v20.2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- aaron-he-zhu/aaron-marketing-skills
- Path
ad/scale/paid-measurement-loop/SKILL.md- Versions recorded
- 6
- Latest version
- v20.2.0, committed Oct 29, 2026
- First version recorded
- Jul 24, 2026
- Size
- 11,547 bytes
- Repository stars
- 3,102
- License
- Apache-2.0
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 readback decision with the math delegated to roi-calculator. Not for RQS scoring or veto adjudication — use ad-account-auditor; not for the ROI ratio math — use roi-calculator; not for cross-channel rollups — use performance-analyzer.…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Paid Measurement Loop 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), `ad-account-auditor` (RQS score/veto adjudication), and `performance-analyzer` (cross-channel rollup); it owns only the readback decision, window, and control. ## Quick Start ```text Read back the budget increase I made on Campaign X two weeks ago — did ROAS hold vs the control? I rotated in new creative on the prospecting set on the 10th — promote, keep testing, or roll back? Compare ROAS on my Meta vs Google search campaigns (I have both CSV exports) ``` ## Skill Contract …
Read the whole file at its exact version.
How to install
mdr add aaron-he-zhu/aaron-marketing-skills/paid-measurement-loop@sha256:57720e412d7c0377The line at the top of this page pins the label v20.2.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_7e52mylecgstr3rl)
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Versions
The registry has recorded 6 versions of this file, between Jul 24, 2026 and Oct 29, 2026, about one every 19 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v20.2.0 latest | 2026-10-29 | 0d0dabf | 11,547 B | A | view · diff |
| v20.1.0 | 2026-09-01 | 0c914b1 | 11,547 B | A | view · diff |
| v20.0.0 | 2026-08-20 | 879002a | 10,613 B | A | view · diff |
| v19.2.0 | 2026-08-10 | d09dd90 | 10,613 B | A | view · diff |
| v19.1.0 | 2026-08-01 | f744424 | 10,613 B | A | view · diff |
| v19.0.0 | 2026-07-24 | 407137c | 10,613 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (11547 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
aaron-he-zhu/aaron-marketing-skills · 3,102 stars · license Apache-2.0 · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7e52mylecgstr3rl GET https://markdownregistry.com/api/v1/resolve?ref=aaron-he-zhu/aaron-marketing-skills/paid-measurement-loop GET https://markdownregistry.com/api/v1/blob/57720e412d7c037779a964f139bdc531787e44b38694c54c2050e90361eab38b
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.