An AI-powered document generation skill that ingests prototype descriptions and screenshots to generate scope-locked, professionally formatted Product Requirement Documents (PRDs) with built-in consistency checks.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install prd-generator-from-prototype
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install prd-generator-from-prototype using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Prototype to PRD Generator?
The Prototype to PRD Generator is a highly specialized skill designed for Openclaw Skills that transforms wireframes, screenshots, and prototype text descriptions into comprehensive, developer-ready Product Requirement Documents (PRDs). By applying strict scope enforcement, it prevents project scope creep right at the specification phase.
This tool is engineered for product managers, system analysts, and development teams who need structured specifications without the overhead of manual drafting. It supports diverse template formats including business, data analysis, forms, and transactional list layouts. It strictly adheres to rigorous, non-colloquial technical writing guidelines, completely eliminating fluff, emojis, and ambiguous language to deliver highly professional, clean documentation.
Prototype to PRD Generator Use Cases
- Accelerating Agile Sprints: Instantly turn UI mockups and whiteboard sketches into structured technical specs for development teams.
- Scope Creep Prevention: Strictly limit the generated PRD to defined boundaries, flagging any unauthorized prototype features in a self-check report.
- Standardizing Product Requirements: Ensure all product requirements across multiple modules follow the exact same structural template and formal technical language.
- Automated Consistency Audits: Self-verify completed PRDs against the source mockups to identify omissions, mismatches, or out-of-scope functional elements.
How Prototype to PRD Generator Works
- Ingest & Parse: The agent parses the provided prototype text description, annotated field lists, or OCR-processed screenshot data.
- Align Template & Scope: Based on user selection (or auto-detection), it maps the inputs to a matching template (Business, Analysis, Form, or List) and parses the specified scope constraints.
- Identify Information Gaps: If the scope is too vague or critical layout fields are missing, the agent triggers a structured feedback form requesting precise parameters before drafting.
- Structured Compilation: The agent compiles the PRD following strict technical standards—organizing business rules into standard four-part logical statements and feature descriptions into standardized lists.
- Self-Check Validation: A final automated validation pass runs to compare the output against the original layout, generating a consistency self-check report that highlights omissions or boundaries breached.
Prototype to PRD Generator Setup
Configure the Prototype to PRD Generator within your Openclaw Skills workflow environment. Define your workspace pathing to link the appropriate document templates:
# Install the skill dependencies in your AI workspace
openclaw skills install prd-generator-from-prototype
# Configure local template pathways if customizing default structures
openclaw config set prd.template.business ./templates/template_business.md
openclaw config set prd.template.analysis ./templates/template_analysis.md
Provide the following inputs within your agent prompts:
prototype_text: The text or OCR representation of your UI design.scope: The exact boundaries of pages, components, and functionalities to be described.prd_template: Set to 'business', 'analysis', 'list', 'form', or 'auto'.
Prototype to PRD Generator Data Schema & Taxonomy
The skill utilizes structured inputs to generate highly formatted Markdown outputs. The data organization is categorized as follows:
Input Metadata Schema
- prototype_text (String): Raw interface description, UI flow definitions, or button/field text.
- prd_template (String): Template selector. Supported values: business, analysis, list, form, auto.
- scope (String): Scope boundaries structured by page checklist, feature checklist, and explicit exclusions.
Output Files and Taxonomy
- Standard PRD Document ([feature-name]-prd.md): A structured Markdown file utilizing formal technical numbering (hierarchical structures depending on region configurations) and strict page layout sections.
- Consistency Self-Check Report: Appended to the PRD or returned separately, detailing:
- Omissions: Elements present in the prototype but missed in the description.
- Mismatches: Field type or flow differences.
- Out-of-Scope Flags: Prototyped items that were omitted from generation due to strict boundary parameters.
Prototype to PRD Generator Advanced Features
- Strict Scope Boundary Guardrails: Automatically rejects demand expansion. Out-of-scope prototype components are sequestered into an 'Open Issues/To-Be-Confirmed' annex rather than integrated into the PRD.
- Interactive Info-Gap Prompts: Dynamically halts execution and provides a copy-pasteable scope template if input parameters are insufficient or ambiguous.
- Structured Business Logic Parser: Automatically formats all business rules using a mandatory four-stage logical structure (Rule Name -> Trigger Time -> Execution Logic -> Exception Handling).
- Compliant Technical Layout Engine: Ensures generated PRDs completely avoid non-professional elements like emojis, ASCII art diagrams, JSON blocks in API response descriptions, or narratives wrapped inside pipe tables.
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