How does this skill interact with Confluence?

It uses the Atlassian MCP to create, update, and manage the workflow status of planning pages directly within your specified Confluence space.

What is the AI-Drives-Conversation pattern?

It is a methodology where the AI proactively proposes recommendations and trade-offs, requiring explicit human approval before proceeding to ensure the user stays in control.

Does this skill automatically create Jira tickets?

No, this skill is specifically for the planning phase. Detailed unit decomposition and Jira artifact creation happen later in the 'elaborate' phase of the AI-DLC.

Can I use this for existing codebases?

Yes, the skill supports various project pathways including green-field, brown-field, modernization, and defect fixes.

What is an Intent document?

An Intent document captures the high-level 'what' and 'why' of a project, focusing on goals, scope, and risks without including implementation details or Jira task breakdowns.

AI-DLC Intent Planner

Name: AI-DLC Intent Planner
Author: onesmartguy

byonesmartguy

0•

Collaboration Tools

Drafts and refines structured project intent documentation in Confluence with built-in risk assessment and stakeholder validation.

The AI-DLC Intent skill serves as the foundational planning phase for the AI-driven development lifecycle. It guides users through the creation of lightweight 'Intent' documents in Confluence, which act as the single source of truth for project goals, scope, and non-functional requirements before any technical execution begins. By utilizing the AI-Drives-Conversation pattern, the skill proactively surfaces risks, proposes measurement criteria, and ensures human-in-the-loop validation, preventing premature Jira task creation and ensuring strategic alignment across the team.

Key Features

01Proactive risk surfacing using organizational risk taxonomies

02Optional PRFAQ generation for stakeholder value communication

030 GitHub stars

04Guided context gathering for scope, NFRs, and project pathways

05Automated Confluence page creation and status tracking via Atlassian MCP

06Seamless hand-off to downstream elaboration and decomposition workflows

Use Cases

01Drafting high-level initiative documents for new system architectures

02Creating 'Intent Briefs' to align stakeholders on project outcomes before coding

03Performing early-stage risk and dependency analysis for complex software migrations

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add onesmartguy/raptor-claude-plugins aidlc-intent

For use in Claude.ai and ChatGPT

Download Skill