shopify-refunds-and-returns-report SKILL.md skillA
shopify-refunds-and-returns-report from coupler-io/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add coupler-io/skills/shopify-refunds-and-returns-report@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- coupler-io/skills
- Path
ecommerce/shopify/shopify-refunds-and-returns-report/SKILL.md- Versions recorded
- 2
- Latest version
- v1.0.0, committed Oct 28, 2026
- First version recorded
- Oct 27, 2026
- Size
- 15,434 bytes
- Repository stars
- 40
- License
- MIT
Use for "what's our store's return rate", "which products get returned most in the shop", "which size gets sent back", "how much are refunds costing the store", "are returned items going back on the shelf", "why are our Shopify refunds up", "refunds vs returns for our store", or "how much stock do we write off from returns" — even when the user never says "returns". Use when the decision is which products, variants or policies to fix because of what comes back, and whether returned goods are…
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
# Shopify Refunds and Returns Report Shows which products and sizes your store gets back, how much of it goes back on the shelf, and what refunds cost you. Shopify Refunds and Returns Report is a Coupler.io AI agent skill that works with live data from Shopify. **Tells you what comes back, whether you get the goods back with it, and which product or size is causing it.** A refund and a return are not the same event. Money can go back without goods (a damaged item the customer keeps, a goodwill refund, a shipping refund), and goods can come back without money (an exchange). A cancellation on an unshipped order is also a refund, and it has nothing to do with product fit. Shopify folds all of this into one "sales reversals" figure. This skill takes it apart. **What you get back** - **Return rate and refund rate as separate figures**, on orders grouped by the date they were placed, with orders still inside the return window kept out of the comparison. - **Cancellations separated from returns**, using Shopify's own restock classification. - **Restocked versus not restocked**: of the units refunded, how many went back into sellable stock and how many were lost. …
Read the whole file at its exact version.
How to install
mdr add coupler-io/skills/shopify-refunds-and-returns-report@sha256:8bc3fdce3920d149The line at the top of this page pins the label v1.0.0, 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_mqq4deaxgo3nytp6)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Oct 27, 2026 and Oct 28, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.0 latest | 2026-10-28 | 090eac7 | 15,434 B | A | view · diff |
| v1.0.0 | 2026-10-27 | 6b25723 | 15,172 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 (15434 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
coupler-io/skills · 40 stars · license MIT · pushed 2026-10-30 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_mqq4deaxgo3nytp6 GET https://markdownregistry.com/api/v1/resolve?ref=coupler-io/skills/shopify-refunds-and-returns-report GET https://markdownregistry.com/api/v1/blob/8bc3fdce3920d149e3e18992d7b995c043ad7fb6a610ce0241a8f33bc5bbede1
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.