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.
git clone --depth 1 https://github.com/noizu-labs-ml/NoizuPromptLingoWrote 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/commands/noizu-labs-ml/noizupromptlingo/generate-personas-and-stories)<a href="https://agentmods.dev/commands/noizu-labs-ml/noizupromptlingo/generate-personas-and-stories"><img src="https://agentmods.dev/badge/commands/noizu-labs-ml/noizupromptlingo/generate-personas-and-stories/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/commands/noizu-labs-ml/noizupromptlingo/generate-personas-and-stories"><img src="https://agentmods.dev/badge/commands/noizu-labs-ml/noizupromptlingo/generate-personas-and-stories.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 | $0.00046 | $0.02425 |
| Opus 5 | $0.00023 | $0.01213 |
| Sonnet 5 | $0.00009 | $0.00485 |
| Haiku 4.5 | $0.00005 | $0.00243 |
Grade A, and why
generate-personas-and-stories 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 — 268 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Generate User Personas & User Stories
You are running inside a project directory. Your job is to deeply understand this project and produce two deliverables:
- User personas →
project-management/personas/(one file per persona) - 100 user stories →
project-management/user-stories/(one file per story)
Phase 0: Understand the Project
- Read
README.md(ordocs/if README is thin) to understand the product vision, target users, features, and domain - Read any existing
project-management/artifacts if they exist - Read any existing
design/ordocs/directories for additional context - If you cannot determine what the product does, STOP and ask the user
Phase 0.5: Normalize Directory Structure
Before generating anything, check for existing personas and user stories in non-standard locations and migrate them to project-management/.
Detection
Check all of these alternative locations for existing persona or user-story files:
| What to look for | Alternative locations to check |
|---|---|
| Personas | docs/personas/, projects/personas/, personas/ |
| User stories | docs/user-stories/, docs/stories/, projects/user-stories/, projects/stories/, user-stories/, stories/ |
| Mixed artifacts | docs/project-management/, projects/project-management/ |
Migration Rules
- If
project-management/already exists with content → use it as-is, skip migration - If personas or stories exist in an alternative location → move (rename) the directory into
project-management/usinggit mv(preserves history). For example:docs/personas/→project-management/personas/docs/user-stories/→project-management/user-stories/projects/stories/→project-management/user-stories/(also normalize the name)
- If a
docs/project-management/orprojects/project-management/directory exists → move the whole thing toproject-management/at the project root - If nothing exists anywhere → create
project-management/personas/andproject-management/user-stories/fresh - After migration, verify no broken references remain (grep for old paths in any
index.yamlor markdown cross-references and update them)
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 · 268 lines · 46 tokens per session scan A a852d2837864
generate-personas-and-stories is a command published in the GitHub repository noizu-labs-ml/NoizuPromptLingo (13 stars, last pushed 2d ago), licensed MIT. It adds 46 tokens to every session and 2,425 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 2026-09-04.
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