agent-ready-product-data SKILL.md skillA
agent-ready-product-data from deciqai/knowledge-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add deciqai/knowledge-skills/agent-ready-product-data@git:20261025.cb4e537Pins git:20261025.cb4e537 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- deciqai/knowledge-skills
- Path
agent-ready-product-data/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261025.cb4e537, committed Oct 25, 2026
- Size
- 8,511 bytes
- Repository stars
- 13
- License
- MIT
"Activate when: user says 'make our products buyable by AI shopping agents', 'is our product data agent-ready?', 'agentic commerce', 'the agent failed to place the order', asks 'why doesn't ChatGPT / a shopping agent recommend or buy our products?', is preparing a product feed for an AI assistant or an agent checkout protocol, or wants a catalog that AI agents can read, compare and purchase from.
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
# Agent-Ready Product Data ## Overview An AI shopping agent does not respond to photography, mood or persuasive copy. It reads **structured attributes, unambiguous variants, and machine-readable price, stock, shipping and returns**. What it cannot parse, it skips; what it parses wrongly, it buys wrongly — and the merchant pays for the return and the complaint. The core mechanism: **the agent funnel is Seen (retrieved) → Understood (attributes and variants are unambiguous) → Bought (price, stock, policies and checkout have no blockers), and each layer is measured and repaired separately.** A product that is perfectly described but invisible, or visible but uncheckoutable, loses the sale to the competitor whose data is more complete. Compose with [geo-generative-engine-optimization](../geo-generative-engine-optimization/SKILL.md) (getting recommended) · [checklist](../checklist/SKILL.md) (field completeness as a hard checklist) · [theory-of-constraints](../theory-of-constraints/SKILL.md) (fix the narrowest funnel layer first). ## When to Use - Products appear in AI answers, but with stale information, the wrong variant, or the wrong price …
Read the whole file at its exact version.
How to install
mdr add deciqai/knowledge-skills/agent-ready-product-data@sha256:2887b2b498aedb60The line at the top of this page pins the label git:20261025.cb4e537, 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_rlfzdl6iosrd76lr)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 25, 2026.
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 (8511 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
deciqai/knowledge-skills · 13 stars · license MIT · pushed 2026-10-25 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_rlfzdl6iosrd76lr GET https://markdownregistry.com/api/v1/resolve?ref=deciqai/knowledge-skills/agent-ready-product-data GET https://markdownregistry.com/api/v1/blob/2887b2b498aedb60a235d2aca83c3f382af94980e3c0383e0c019533b13265ac
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.