Borrowing it
Nothing to install: this file belongs to karlng279/ai-ready-product-workflow-v2. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/karlng279/ai-ready-product-workflow-v2/main/CLAUDE.mdgit clone --depth 1 https://github.com/karlng279/ai-ready-product-workflow-v2Wrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/karlng279/ai-ready-product-workflow-v2/claude-md)<a href="https://agentmods.dev/instructions/karlng279/ai-ready-product-workflow-v2/claude-md"><img src="https://agentmods.dev/badge/instructions/karlng279/ai-ready-product-workflow-v2/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/karlng279/ai-ready-product-workflow-v2/claude-md"><img src="https://agentmods.dev/badge/instructions/karlng279/ai-ready-product-workflow-v2/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.01526 | $0.01526 |
| Opus 5 | $0.00763 | $0.00763 |
| Sonnet 5 | $0.00305 | $0.00305 |
| Haiku 4.5 | $0.00153 | $0.00153 |
Grade A, and why
ai-ready-product-workflow-v2 CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 165 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AI-Ready Product Workflow v2
A structured, multi-framework knowledge base for AI-assisted product development. Contains 4 frameworks, 16+ skills, and 5 pipeline slash commands.
Frameworks
| Framework | Directory | Stages |
|---|---|---|
| PO Framework | po-framework/ |
PRD → USM → USL → USD → UAT |
| Design Framework | design-framework/ |
Wireframes → Component Specs → Interactions |
| Codebase Framework | codebase-framework/ |
Next.js 15 + ShadCN + TanStack Query |
| PM Framework | pm-framework/ |
Strategy → Discovery → Research → Analytics → Growth → GTM |
Skills Registry
Skills live in skills/*/SKILL.md (agent-agnostic source of truth). Claude Code loads them via .agent/skills/*/SKILL.md.
UI/UX
| Skill | Triggers |
|---|---|
ui-ux-pro-max |
UI design, color palette, typography, chart type, design system, wireframe style |
PO Pipeline
| Skill | Triggers |
|---|---|
po-brief-to-prd |
feature brief, PRD, product requirements, create PRD |
po-prd-to-usm |
user story map, USM, story mapping from PRD |
po-usm-to-usl |
user story list, USL, MoSCoW prioritization, story list |
po-usl-to-usd |
user story details, acceptance criteria, AC-XXX, USD |
po-usd-to-uat |
UAT, test cases, BDD, given-when-then, test scenarios |
Validation & Sync
| Skill | Triggers |
|---|---|
validate-prd |
validate PRD, PRD quality gate, PRD completeness check |
validate-usd |
validate USD, acceptance criteria check, AC completeness |
artifact-sync |
sync check, artifact sync, stale artifacts, ripple impact, upstream changed, downstream stale, artifact drift, check dependencies, propagate changes |
Design
| Skill | Triggers |
|---|---|
design-wireframe |
wireframe, WF-XXX, ASCII wireframe, screen layout |
design-component-spec |
component spec, COMP-XXX, ShadCN component, design to code |
PM Framework
| Skill | Triggers |
|---|---|
pm-product-strategy |
product strategy, vision, OKRs, SWOT, competitive analysis, positioning |
pm-product-discovery |
customer discovery, Jobs-to-be-Done, opportunity tree, assumption mapping |
pm-market-research |
market research, persona, TAM SAM SOM, journey map, segmentation |
pm-data-analytics |
metrics, KPIs, A/B test, North Star, funnel analysis, cohort, HEART |
pm-marketing-growth |
growth, value proposition, growth loop, PLG, activation, retention |
pm-go-to-market |
go-to-market, GTM, launch plan, ICP, pricing, battlecard |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 6d ago Changed · +2 lines · +53 tokens per session 49ecb2ac9f22
- 11d ago First seen · 163 lines · 1,473 tokens per session scan A d09e40e8f734
ai-ready-product-workflow-v2 CLAUDE.md is an instructions file published in the GitHub repository karlng279/ai-ready-product-workflow-v2 (6 stars, last pushed 6d ago), licensed MIT. It adds 1,526 tokens to every session, about $0.0076 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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