product-intake-processor

Convert broad user requests into build-ready specifications with runtime and security details.

Updated Apr 19, 2026
One-click install
npx skills add https://github.com/saranskumar/anti-slop --skill product-intake-processor
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: product-intake-processor
Source: https://github.com/saranskumar/anti-slop/tree/main/skills/product-intake-processor
Command: npx skills add https://github.com/saranskumar/anti-slop --skill product-intake-processor

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Convert a broad user request into a build-ready specification detailing purpose, features, runtime assumptions, security considerations, and handoff tasks for specialist skills.

Core Features & Use Cases

  • Restate the broad request as a concrete build problem with measurable outcomes.
  • Extract purpose, likely features, runtime needs, data needs, security needs, environment needs, and integration needs.
  • Identify which specialist skills should handle the next steps and flag assumptions explicitly.

Quick Start

Restate the broad request as a build problem and generate a structured implementation spec.

Frequently Asked Questions about product-intake-processor

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I convert a broad product request into a build-ready specification?

To convert a broad product request into a build-ready specification, restate the request as a concrete build problem and extract its purpose, features, runtime assumptions, security considerations, and handoff tasks. It translates vague requirements across product, engineering, and design domains into measurable outcomes and structured documentation.

What is the best way to structure product requirements for engineering handoff?

The best way to structure product requirements for engineering handoff is to document runtime environments, data needs, integration touchpoints, and risk considerations, while explicitly identifying which specialist skills should handle the next steps.

How do I document runtime and security assumptions when requirements are unclear?

You document runtime and security assumptions when requirements are unclear by extracting environment needs, data needs, and security considerations from the initial request, then flagging all assumptions explicitly within the generated specification.

Can I use this to identify which specialist skills should handle next steps for a project?

Yes, you can use it to identify which specialist skills should handle next steps by analyzing the extracted product, engineering, security, and design requirements, and mapping them to the appropriate downstream specialist skills.

Does product intake processing work when stakeholder needs span multiple domains?

Yes, product intake processing works when stakeholder needs span multiple domains by applying structured transformation to ambiguous requests across product, engineering, security, and design, ensuring all cross-functional requirements are captured.

When should I not use a structured intake specification for product management?

You should not use a structured intake specification when a request is already highly detailed, targets a single domain, or requires immediate code generation rather than cross-functional risk analysis and architectural planning.