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 hoangatg/ai-agent-toolkit --skill product-manager-toolkitgit clone --depth 1 https://github.com/hoangatg/ai-agent-toolkitWrote 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/hoangatg/ai-agent-toolkit/product-manager-toolkit)<a href="https://agentmods.dev/skills/hoangatg/ai-agent-toolkit/product-manager-toolkit"><img src="https://agentmods.dev/badge/skills/hoangatg/ai-agent-toolkit/product-manager-toolkit/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/hoangatg/ai-agent-toolkit/product-manager-toolkit"><img src="https://agentmods.dev/badge/skills/hoangatg/ai-agent-toolkit/product-manager-toolkit.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 | $0.00038 | $0.00801 |
| Opus 5 | $0.00019 | $0.00400 |
| Sonnet 5 | $0.00008 | $0.00160 |
| Haiku 4.5 | $0.00004 | $0.00080 |
Grade A, and why
product-manager-toolkit 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 8d 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 — 129 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Product Manager Toolkit
Build the right thing, not just build things right.
1. Product Discovery
Framework Selection
| Framework | Best For |
|---|---|
| Jobs to Be Done | Understanding true user needs |
| Design Thinking | Innovative solutions |
| Lean Startup | Validating assumptions fast |
| User Story Mapping | Feature prioritization |
Discovery Questions
| Question | Purpose |
|---|---|
| Who is the user? | Target audience clarity |
| What problem are we solving? | Problem validation |
| How do they solve it today? | Competitive landscape |
| What does success look like? | Measurable outcomes |
| What's the smallest useful version? | MVP scoping |
2. Prioritization Frameworks
RICE Scoring
| Factor | Calculation |
|---|---|
| Reach | How many users affected per quarter |
| Impact | Massive (3x), High (2x), Medium (1x), Low (0.5x), Minimal (0.25x) |
| Confidence | High (100%), Medium (80%), Low (50%) |
| Effort | Person-months |
| Score | (Reach × Impact × Confidence) / Effort |
MoSCoW
| Category | Definition |
|---|---|
| Must have | Launch blocker |
| Should have | Important, not critical |
| Could have | Nice to have |
| Won't have | Out of scope (this release) |
3. PRD Structure
| Section | Content |
|---|---|
| Problem | What pain point, for whom |
| Hypothesis | What we believe will happen |
| Success metrics | How we'll measure |
| User stories | As a..., I want..., So that... |
| Requirements | Functional + non-functional |
| Design | Wireframes, flows |
| Technical notes | Constraints, dependencies |
| Timeline | Milestones and deadlines |
4. User Stories
Format
As a [persona]
I want to [action]
So that [benefit]
Acceptance Criteria (Given-When-Then)
Given [context]
When [action]
Then [expected result]
5. Metrics & KPIs
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.
- 8d ago First seen · 129 lines · 38 tokens per session scan A 7ae89e591e24
product-manager-toolkit is a skill published in the GitHub repository hoangatg/ai-agent-toolkit (1 stars, last pushed 5mo ago), licensed MIT. It adds 38 tokens to every session and 801 once invoked, about $0.0002 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 2026-09-03.
Other skills, from other repositories
issue-creation
Trigger: issue creation, bug reports, feature requests, or issue approval. Create and triage GitHub issues from repository evidence.
sdd-tasks
Break an SDD change into implementation tasks. Trigger: orchestrator launches task planning for a change.
systemic-issue-triage
Trigger: new issue, bug report, triage, backlog, issue flood, community report, root cause, dead-end, blocked user. Attack issues by root class, never one-by-one; fixes must shrink the system, not grow it.
jira
Unified Jira entry point. Routes to preview (default), create, or review subcommands.
revert
Git-aware revert that understands Draft tracks, phases, and tasks. Safely undo work at task, phase, or track level. Use when the user asks to 'revert this track', 'undo a phase', 'revert task X', or says 'roll back the last task', 'undo this work'.
standup
Generate standup summary from git history, track progress, and Jira/GitHub activity. Read-only — makes no changes to the codebase.