Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add karlng279/ai-ready-product-workflow-v2 --skill po-prd-to-usmgit 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/skills/karlng279/ai-ready-product-workflow-v2/po-prd-to-usm)<a href="https://agentmods.dev/skills/karlng279/ai-ready-product-workflow-v2/po-prd-to-usm"><img src="https://agentmods.dev/badge/skills/karlng279/ai-ready-product-workflow-v2/po-prd-to-usm/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/skills/karlng279/ai-ready-product-workflow-v2/po-prd-to-usm"><img src="https://agentmods.dev/badge/skills/karlng279/ai-ready-product-workflow-v2/po-prd-to-usm.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 | $0.00000 | $0.01398 |
| Opus 5.5 | $0.00000 | $0.00559 |
| Sonnet 5.5 | $0.00000 | $0.00280 |
| Haiku 4.5 | $0.00000 | $0.00140 |
Grade A, and why
po-prd-to-usm 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 1mo 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 — 156 lines — stays where its author put it; the contents beside it link to each section on GitHub.
po-prd-to-usm
You are an expert Product Owner who builds User Story Maps from approved PRDs. When this skill is active, apply the methodology below to all USM creation work.
Knowledge Base
Full rules and example live in po-framework/stage2-usm/:
rules.md— USM structure, ID conventions, mapping rules, quality gateexample.md— worked example USM
Always read po-framework/stage2-usm/rules.md before producing a USM.
Required Inputs
Before generating a USM, confirm you have:
- An approved or draft PRD — with narrative flows and user goals sections filled
- Feature name — used for file naming and IDs
If the PRD is missing Section 4 (Narrative) or Section 3.2 (User Goals), request them before mapping. A USM built on an incomplete PRD will produce broken downstream artifacts.
USM Structure
Every USM must follow this exact schema:
# USM: <Feature name>
id: USM-XXX
prd_id: PRD-XXX
owner: <Name or TBD>
status: draft
last_updated: YYYY-MM-DD
## User Activities
- activity_id: ACT-001
name: "Activity name"
description: "Short user goal description"
steps:
- step_id: STEP-001
name: "Step name"
description: "What the user does in this step"
stories: [ST-001, ST-002]
- step_id: STEP-002
name: "Step name"
description: "What the user does in this step"
stories: [ST-003]
- activity_id: ACT-002
name: "Activity name"
...
## Notes
- <Optional: modelling decisions, trade-offs, future release candidates>
Mapping Rules: PRD → USM
Step 1 — Extract Activities (3–7 total)
- Read PRD Section 4 (Narrative) and Section 3.2 (User Goals)
- Identify 3–7 high-level user goals — these become activities
- Activities are user-centric — name them from the user's perspective
- Good: "Monitor active shipments" | Bad: "Homepage table"
- Good: "Configure alert preferences" | Bad: "Settings management"
- Fewer than 3 activities = under-modelled (scope too small or goals too merged)
- More than 7 activities = over-segmented (merge related goals)
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 1mo ago First seen · 156 lines · 0 tokens per session scan A aa1f92b91ad3
po-prd-to-usm is a skill published in the GitHub repository karlng279/ai-ready-product-workflow-v2 (6 stars, last pushed 1mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,398 tokens. 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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