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/.cursorrulesgit 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/rules/karlng279/ai-ready-product-workflow-v2/cursorrules)<a href="https://agentmods.dev/rules/karlng279/ai-ready-product-workflow-v2/cursorrules"><img src="https://agentmods.dev/badge/rules/karlng279/ai-ready-product-workflow-v2/cursorrules.svg" alt="Measured on agentmods" 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 | $0.01291 | $0.01291 |
| Opus 5 | $0.00646 | $0.00646 |
| Sonnet 5 | $0.00258 | $0.00258 |
| Haiku 4.5 | $0.00129 | $0.00129 |
Grade A, and why
cursorrules 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 7d 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 — 133 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AI-Ready Product Workflow v2 — Cursor Rules
This repository contains a structured skill library for AI-assisted product development.
Skills are in skills/*/SKILL.md. Read the relevant SKILL.md before generating any artifact.
Framework Overview
- PM Framework (
pm-framework/): Strategy → Discovery → Research → Analytics → Growth → GTM - PO Framework (
po-framework/): 5-stage pipeline — PRD → USM → USL → USD → UAT - Design Framework (
design-framework/): 3-stage pipeline — Wireframes → Component Specs → Interactions - Codebase Framework (
codebase-framework/): Next.js 15 + ShadCN UI + TanStack Query
Skills
UI/UX
skills/ui-ux-pro-max/SKILL.md— UI/UX design intelligence. Runpython3 skills/ui-ux-pro-max/scripts/search.py "<query>"for database lookup.
PO Pipeline (in order)
skills/po-brief-to-prd/SKILL.md— Convert a feature brief to a PRD (PRD-XXX)skills/po-prd-to-usm/SKILL.md— PRD to User Story Map (USM-XXX)skills/po-usm-to-usl/SKILL.md— USM to User Story List with MoSCoW prioritization (ST-XXX)skills/po-usl-to-usd/SKILL.md— USL stories to User Story Details / Acceptance Criteria (AC-XXX)skills/po-usd-to-uat/SKILL.md— USD acceptance criteria to UAT BDD test cases (TC-XXX)
Validation
skills/validate-prd/SKILL.md— PRD quality gate checkerskills/validate-usd/SKILL.md— USD / acceptance criteria completeness checker
Design
skills/design-wireframe/SKILL.md— WF-XXX wireframe format, ASCII conventions, AC mappingskills/design-component-spec/SKILL.md— COMP-XXX component spec, ShadCN reference, TanStack Table config
PM Framework
skills/pm-product-strategy/SKILL.md— Product strategy, OKRs, SWOT, competitive analysisskills/pm-product-discovery/SKILL.md— Customer discovery, Opportunity Solution Tree, JTBDskills/pm-market-research/SKILL.md— Personas, TAM/SAM/SOM, journey maps, segmentationskills/pm-data-analytics/SKILL.md— North Star metric, HEART, A/B tests, funnel analysisskills/pm-marketing-growth/SKILL.md— Value proposition, growth loops, PLG flywheelskills/pm-go-to-market/SKILL.md— ICP, GTM motion, launch plan, pricing, battlecards
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.
- 7d ago First seen · 133 lines · 1,291 tokens per session scan A cc32cd82014a
cursorrules is a cursor rule published in the GitHub repository karlng279/ai-ready-product-workflow-v2 (6 stars, last pushed 3d ago), licensed MIT. It adds 1,291 tokens to every session, about $0.0065 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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ponytail
Ponytail, lazy senior dev mode. Always pick the simplest solution that works.
angular-20
This rule provides comprehensive best practices and coding standards for Angular development, focusing on modern TypeScript, standalone components, signals, and performance optimizations.
dev-standard
Apache Superset development standards and guidelines for Cursor IDE.
cli-error-handling
CLI command error handling patterns.
prefer-direct-imports-over-module-mocks
Prefer extracting a testable core over vi.mock / vi.resetModules when unit tests need to reach production logic entangled with config, env, or singletons.
control-plane-descriptors
Control plane descriptor and instance implementation patterns.