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 softspark/ai-toolkit --skill prd-to-issuesgit clone --depth 1 https://github.com/softspark/ai-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/softspark/ai-toolkit/prd-to-issues)<a href="https://agentmods.dev/skills/softspark/ai-toolkit/prd-to-issues"><img src="https://agentmods.dev/badge/skills/softspark/ai-toolkit/prd-to-issues/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/softspark/ai-toolkit/prd-to-issues"><img src="https://agentmods.dev/badge/skills/softspark/ai-toolkit/prd-to-issues.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00046 | $0.01093 |
| Opus 5 | $0.00023 | $0.00547 |
| Sonnet 5 | $0.00009 | $0.00219 |
| Haiku 4.5 | $0.00005 | $0.00109 |
Grade A, and why
prd-to-issues 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 9d 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 — 125 lines — stays where its author put it; the contents beside it link to each section on GitHub.
PRD to Issues
$ARGUMENTS
Break a PRD into independently-grabbable GitHub issues using vertical slices (tracer bullets).
Usage
/prd-to-issues [PRD issue number]
What This Command Does
- Fetches PRD from GitHub issue
- Explores codebase for context
- Drafts vertical slices with HITL/AFK classification
- Quizzes user on breakdown
- Creates GitHub issues in dependency order via
gh issue create
Process
1. Locate the PRD
Fetch with gh issue view <number> (with comments). If no number provided, ask.
2. Draft Vertical Slices
Each issue is a thin vertical slice cutting through ALL layers end-to-end.
| Classification | Description |
|---|---|
| AFK | Can be implemented and merged without human interaction (prefer) |
| HITL | Requires human decision — architectural choice, design review, etc. |
3. Quiz the User
Present as numbered list. For each slice show:
- Title: short descriptive name
- Type: HITL / AFK
- Blocked by: which other slices must complete first
- User stories covered: which stories from the PRD
Ask:
- Granularity right? (too coarse / too fine)
- Dependency relationships correct?
- HITL vs AFK classification correct?
- Any slices to merge or split?
Iterate until approved.
4. Create GitHub Issues
Create in dependency order (blockers first) so real issue numbers can be referenced.
Use gh issue create with the template below for each slice.
Issue Template
Parent PRD
#{prd-issue-number}
What to build
Concise description of this vertical slice. End-to-end behavior, not layer-by-layer. Reference parent PRD sections, don't duplicate.
Acceptance criteria
- Criterion 1
- Criterion 2
- Criterion 3
Blocked by
- Blocked by #{issue-number} (if any)
Or "None — can start immediately" if no blockers.
User stories addressed
Reference by number from the parent PRD:
- User story 3
- User story 7
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.
- 9d ago First seen · 125 lines · 46 tokens per session scan A 6557e243a963
prd-to-issues is a skill published in the GitHub repository softspark/ai-toolkit (174 stars, last pushed 2d ago), licensed Apache-2.0. It adds 46 tokens to every session and 1,093 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.
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