cmo-closed-loop-measurement SKILL.md skillA
cmo-closed-loop-measurement from ai-marketing-os-ltd/cmo-so-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ai-marketing-os-ltd/cmo-so-skills/cmo-closed-loop-measurement@v0.11.7Pins v0.11.7 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ai-marketing-os-ltd/cmo-so-skills
- Path
plugins/cmo-so-analytics/skills/cmo-closed-loop-measurement/SKILL.md- Versions recorded
- 5
- Latest version
- v0.11.7, committed Oct 19, 2026
- First version recorded
- Oct 17, 2026
- Size
- 9,380 bytes
- Repository stars
- 4
- License
- MIT
Judge every marketing change by what it did in the data: baseline, change log, follow-up read and keep or revert. Use when the user says things like "did that change actually work?"; "check the articles Maggie rewrote last month"; "set up a before-and-after for this change"; "which of our changes moved traffic?"; "should we keep or roll back this update?"; "build a readback for our marketing experiments". Works with the CMO.so MCP server (cmo-so plugin).
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
# Closed-loop measurement A change is not finished when it ships; it is finished when someone checks whether it worked and the playbook learns from the answer. This skill keeps a change log, fixes a baseline before each change, reads the data again after a set window, and decides: keep, keep testing, revert, or unproven. In CMO.so it starts from what Maggie actually did and how each tracked article performs in Google Search. ## When to use - After Maggie publishes or rewrites articles, or after any page, campaign or offer change. - "Did it work?", "before and after", "keep or roll back?", "which changes moved traffic?". - Building a habit of monthly readbacks so future work follows evidence. - Not for: designing a controlled split test up front (`cmo-ab-testing`), watching for ranking or traffic drops (`cmo-seo-monitoring`), channel-level ROI and funnels (`cmo-campaign-analytics`) or rewriting the articles themselves (`cmo-content-refresh`). ## Before you start - Confirm the website (`workspaces_list` if the `workspace` is unknown). - Gather (read-only): …
Read the whole file at its exact version.
How to install
mdr add ai-marketing-os-ltd/cmo-so-skills/cmo-closed-loop-measurement@sha256:48ad234ab7d53b34The line at the top of this page pins the label v0.11.7, 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_wvf722jfmcawderp)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Oct 17, 2026 and Oct 19, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.11.7 latest | 2026-10-19 | f73e99e | 9,380 B | A | view · diff |
| v0.11.6 | 2026-10-19 | 4d1b95e | 9,380 B | A | view · diff |
| v0.11.5 | 2026-10-17 | 85699a9 | 9,380 B | A | view · diff |
| v0.11.4 | 2026-10-17 | f2d0d16 | 9,380 B | A | view · diff |
| v0.11.3 | 2026-10-17 | 61c2299 | 9,380 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 (9380 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
ai-marketing-os-ltd/cmo-so-skills · 4 stars · license MIT · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wvf722jfmcawderp GET https://markdownregistry.com/api/v1/resolve?ref=ai-marketing-os-ltd/cmo-so-skills/cmo-closed-loop-measurement GET https://markdownregistry.com/api/v1/blob/48ad234ab7d53b3487d3426d65e7ed1c88d450299de889aeab9af610b19f02eb
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.