ai-product-canvas SKILL.md skillA
ai-product-canvas from mohitagw15856/pm-claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mohitagw15856/pm-claude-skills/ai-product-canvas@git:20261011.d31ce81Pins git:20261011.d31ce81 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mohitagw15856/pm-claude-skills
- Path
plugins/pm-advanced/skills/ai-product-canvas/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261011.d31ce81, committed Oct 11, 2026
- First version recorded
- Mar 23, 2026
- Size
- 7,390 bytes
- Repository stars
- 1,475
- License
- MIT
Structure AI and ML product decisions with the rigour of any product decision. Use when building AI-powered features, evaluating LLM integrations, designing AI products, or assessing AI readiness. Produces a complete AI product canvas covering problem definition, model approach, data requirements, evaluation framework, UX design, responsible AI checklist, and launch monitoring plan.
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
# AI Product Canvas Skill Define AI products with the same rigour as any product decision — but with additional layers for data, model, evaluation, and responsible AI. This canvas prevents the most common AI product failure: building a technically impressive feature that doesn't solve a real problem. ## AI Product Anti-Patterns to Check First Before building, flag if any of these apply: - ❌ "We should add AI to [existing feature]" — with no user problem defined - ❌ Accuracy target undefined before build begins - ❌ No plan for what happens when the model is wrong - ❌ User-facing AI output with no human review or fallback - ❌ Training data not audited for bias or quality - ❌ No evaluation metric — "we'll know it when we see it" --- ## AI Product Canvas Output Format ### AI Product Canvas — [Feature Name] — [Date] **PM Owner:** [Name] **ML/AI Lead:** [Name] **Status:** Discovery / Design / Build / Evaluation / Live --- #### 1. Problem Definition **User problem being solved:** > [What specific situation is the user in? What job are they trying to get done?] **Why AI?** …
Read the whole file at its exact version.
How to install
mdr add mohitagw15856/pm-claude-skills/ai-product-canvas@sha256:ca601a628d2ac83cThe line at the top of this page pins the label git:20261011.d31ce81, 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_ledpnse447hxjiu2)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Mar 23, 2026 and Oct 11, 2026, about one every 51 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261011.d31ce81 latest | 2026-10-11 | d31ce81 | 7,390 B | A | view · diff |
| git:20261006.b9ea321 | 2026-10-06 | b9ea321 | 7,131 B | A | view · diff |
| git:20260608.affae03 | 2026-06-08 | affae03 | 6,991 B | A | view · diff |
| git:20260420.513e1d3 | 2026-04-20 | 513e1d3 | 6,257 B | A | view · diff |
| git:20260323.6113761 | 2026-03-23 | 6113761 | 5,567 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 (7390 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
mohitagw15856/pm-claude-skills · 1,475 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ledpnse447hxjiu2 GET https://markdownregistry.com/api/v1/resolve?ref=mohitagw15856/pm-claude-skills/ai-product-canvas GET https://markdownregistry.com/api/v1/blob/ca601a628d2ac83c32c10e5ed9d3768957374b5c57ddd89239f67770209b4fea
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.
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