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Gnosis Skill Requirements Writer
Convert raw requirements into INVEST-compliant user stories and Gherkin acceptance criteria. Part of the Gnosis Technology Product Suite
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See it in action
You say
Convert this into a user story and AC: The mobile app should allow users to sign in with their email and password, and it needs to be fast.
Your agent does
As a returning customer I want to sign in using my email and password So that I can access my account securely
Feature: User Authentication
Scenario: Successful login with valid credentials Given I am on the sign-in screen When I enter a valid email and password Then I am redirected to my dashboard And the login completes in under 2 seconds
Reviewer: Product Manager
What you get
About this skill
The problem
Vague requirements lead to bloated epics and untestable tickets. Most AI writers produce "system-centric" stories or messy Gherkin that developers can't actually use for test automation.
What it does
- Converts raw requirements into INVEST-compliant user stories with a strict human-actor focus.
- Splits epic-sized requests into small, independently shippable stories before writing criteria.
- Generates Gherkin-format (Given/When/Then) acceptance criteria for every story.
- Enforces a "no-internal-jargon" policy to ensure stories reflect actual end-user value.
- Identifies and rejects non-testable or "partial credit" acceptance criteria.
Why this beats prompting it yourself
This skill enforces strict structural rules that basic prompting ignores, such as the non-negotiable human-actor rule and the prohibition of system-centric stories. It prevents "Jira junk" by forcing epics to be split into shippable units rather than just acting as permanent folders.
Use cases
- Converting a high-level business requirement into a set of ready-to-code tickets.
- Refining "system stories" or technical tasks into true user-centric stories.
- Generating functional test cases in Gherkin for QA and automation engineers.
- Auditing an existing backlog against INVEST criteria to find unestimable or oversized work.
Known limitations
This skill focuses on authoring and refinement. It does not define the initial business strategy or manage long-term versioning, which are handled by other skills in the Gnosis suite.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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