PRP Generator

PRP Generator is a skill for Claude Code, Codex from daffy0208/ai-dev-standards. It costs 29 tokens per session (4,096 once invoked), scanned A, original, MIT.

A requirements-writing guide that turns a product idea or feature request into a structured document for people and AI coding tools.

In plain words
What is it for?
Use it to define product features, write user stories, document functional and non-functional requirements, and prepare work for AI-assisted implementation.
Why use it?
It brings scattered or vague requirements into one place, making scope, risks, assumptions, and success measures clear before development starts.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: positional $N argument.

Good fit Use it to define product features, write user stories, document functional and non-functional requirements, and prepare work for AI-assisted implementation.

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Install with agentmods
npx agentmods add skills/daffy0208/ai-dev-standards/prp-generator
Install

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.

Any agent
npx skills add daffy0208/ai-dev-standards --skill prp-generator
Clone the repo
git clone --depth 1 https://github.com/daffy0208/ai-dev-standards

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for PRP Generator

README.md
[![agentmods](https://agentmods.dev/badge/skills/daffy0208/ai-dev-standards/prp-generator/github.svg)](https://agentmods.dev/skills/daffy0208/ai-dev-standards/prp-generator)
Your own site
<a href="https://agentmods.dev/skills/daffy0208/ai-dev-standards/prp-generator"><img src="https://agentmods.dev/badge/skills/daffy0208/ai-dev-standards/prp-generator/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.

agentmods 80×15 button for PRP Generator

Your own site · 80×15
<a href="https://agentmods.dev/skills/daffy0208/ai-dev-standards/prp-generator"><img src="https://agentmods.dev/badge/skills/daffy0208/ai-dev-standards/prp-generator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 29 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,096 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00029 $0.04096
Opus 5 $0.00015 $0.02048
Sonnet 5 $0.00006 $0.00819
Haiku 4.5 $0.00003 $0.00410

Measured 7d ago against content hash 34c8a917bb3d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

PRP Generator 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.

skills/prp-generator/SKILL.md · 697 lines

How it starts

The opening of the file, as written. The whole thing — 697 lines — stays where its author put it; the contents beside it link to each section on GitHub.

PRP Generator (Product Requirements Prompt)

Overview

The PRP Generator helps you create comprehensive Product Requirements Prompts - structured documents that capture everything needed to build a product feature or system. PRPs are optimized for AI-assisted development, providing clear requirements that both humans and AI can understand.

Core Purpose: Transform vague ideas into actionable, complete requirements.

When to Use This Skill

Use PRP Generator when:

  • Starting a new product or major feature
  • Requirements are unclear or scattered
  • Need to communicate requirements to development team
  • Using AI assistants for implementation
  • Transitioning from discovery to development
  • Onboarding new team members to a project

Key Capabilities

  • Structure requirements into 12 standardized sections
  • Identify project complexity pattern (A, B, C)
  • Extract user stories in Jobs-to-be-Done format
  • Define success criteria and metrics
  • Document functional and non-functional requirements
  • Capture constraints, risks, and assumptions
  • Clarify what's in and out of scope

Workflow

The 12-Section PRP Structure

A complete PRP contains these 12 sections:

  1. Project Overview
  2. Problem Statement
  3. Success Criteria
  4. User Stories (Jobs-to-be-Done)
  5. Functional Requirements
  6. Non-Functional Requirements
  7. Technical Constraints
  8. Data Requirements
  9. UI/UX Requirements
  10. Risks & Assumptions
  11. Out of Scope
  12. Open Questions

Let's dive into each:


1. Project Overview

Purpose: High-level context and pattern classification

What to Include:

  • Project name and one-sentence description
  • Pattern classification (A, B, or C)
  • Timeline estimate
  • Target users
  • Business context

Example:

Project: Customer Support Chatbot
Pattern: C (AI-Native System)
Timeline: 10-12 weeks
Users: Customer support agents + end customers
Context: Reduce support ticket volume by 40% while maintaining customer satisfaction

Read the full file on GitHub · 697 lines

Files

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.

Changes

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.

  1. 7d ago First seen · 697 lines · 29 tokens per session scan A 34c8a917bb3d

Subscribe to this mod's changes

PRP Generator is a skill published in the GitHub repository daffy0208/ai-dev-standards (36 stars, last pushed 8mo ago), licensed MIT. It adds 29 tokens to every session and 4,096 once invoked, about $0.0001 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.