What are BR-*, C-*, and F-* specifications?

These represent Business Rules (logic/validation), Constraints (technical/compliance limits), and Formulas (mathematical calculations) that provide the precision needed for coding.

Does this skill require other plugins?

Yes, it acts as an orchestrator that utilizes extract-business-rules, extract-constraints, and extract-formulas to complete its workflow.

When is the best time to use the disambiguate-requirements skill?

It should be used after initial requirement extraction but before you begin the coding phase to ensure all technical details are locked down.

How does this skill enable code autogeneration?

By removing ambiguity from requirements (e.g., defining an exact regex vs. saying 'valid email'), the skill provides the AI with enough detail to generate functional code and tests.

Requirement Disambiguator

Name: Requirement Disambiguator
Author: foolishimp

byfoolishimp

0•

Productivity & Workflow

Transforms vague software requirements into precise, machine-ready business rules, technical constraints, and mathematical formulas.

The Disambiguate Requirements skill bridges the gap between high-level user stories and implementation-ready code by systematically refining vague statements into a structured taxonomy of rules (BR-*), technical constraints (C-*), and formulas (F-*). By orchestrating specialized sub-skills, it ensures every requirement is technically defined with specific regex patterns, timeout limits, and logical edge cases. This process is essential for developers utilizing AI-driven SDLC methodologies, as it provides the precision necessary for high-fidelity code autogeneration and automated test creation.

Key Features

01Updates requirement documents with structured, autogeneration-ready specs

02Identification of missing edge cases and security requirements during analysis

03Automated extraction of precise Business Rules (BR-*) with validation logic

040 GitHub stars

05Formalization of mathematical formulas (F-*) for consistent calculations

06Identification of technical ecosystem constraints (C-*) like timeouts and protocols

Use Cases

01Standardizing documentation for complex business logic like authentication or financial calculations

02Converting high-level product descriptions into technical specifications for AI-driven development

03Bridging the clarity gap between product management and engineering teams

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add foolishimp/ai_sdlc_method disambiguate-requirements

For use in Claude.ai and ChatGPT

Download Skill