SuperMLdev@Smart Sdlc

Context-aware next-step guidance. Read config and persona to determine where the user is in their SDLC journey and what to do next.

Set up a structured multi-persona meeting. Choose from predefined templates (brainstorming, architecture review, sprint planning, etc.) or create a custom meeting. Suggests personas to invite and generates a meeting context document.

Advanced requirements elicitation using five-whys, assumption surfacing, and stakeholder mapping. Use when the user says 'help me think this through', 'I'm not sure what I want', or 'elicitation'.

Product manager for PRD creation, requirements discovery, and stakeholder alignment. Default persona name is Aria — configurable via persona_name_product in config.yml.

Edit and refine an existing PRD section by section. Use when the user says 'update the PRD', 'change a requirement', or 'add a feature to the PRD'.

Code archaeologist agent for reading and documenting existing codebases. Use when you want to talk to Scout, onboard onto a new project, or need someone to reverse-engineer a codebase into living documentation.

Reverse-engineer Architecture Decision Records (ADRs) from an existing codebase. Use when a project has no ADRs but you want to document WHY architectural decisions were made based on the code evidence.

Legacy systems domain expert and modernization guide. Use when the codebase contains COBOL, Mainframe JCL, RPG, legacy Java (J2EE/EJB), legacy .NET (WCF/WebForms), or any system where you need to extract business rules and modernize to a new tech stack.

Bulk sync all epics and stories from the local backlog to JIRA. Use when the user says 'sync to JIRA', 'push everything to JIRA', or 'create all JIRA tickets'.

Validate a PRD for completeness, consistency, and implementation readiness. Use when the user says 'validate the PRD', 'review requirements', or 'is the PRD ready for development'.

Business analyst for requirements elicitation, codebase analysis, and competitive research. Use when you want to talk to Aria or need the business analyst persona.

Generate a complete, accurate README.md for an existing project by reading the actual code — not guessing. Use when the project has no README, an outdated README, or a minimal README that needs to be expanded.

Set up and verify JIRA integration. Use when the user says 'connect to JIRA', 'set up JIRA', or 'configure JIRA'.

Research market context, competitive landscape, and user needs to inform product decisions. Use when the user says 'research the market', 'analyse competitors', or 'understand user needs'.

Generate API reference documentation from existing route definitions, controllers, and schemas. Produces a markdown API reference or OpenAPI YAML spec. Use when the API has no docs, outdated Swagger, or the team wants a readable markdown reference.

Team Lead / PM for sprint planning, epic ownership, and delivery coordination. Default persona name is Lead — configurable via persona_name_team_lead in config.yml.

Set up and verify GitHub integration using the GitHub CLI. Use when the user says 'connect to GitHub', 'set up GitHub', or 'configure GitHub'.

Set up and verify GitLab integration using the GitLab CLI or API token. Use when the user says 'connect to GitLab', 'set up GitLab', or 'configure GitLab'.

Push a Smart SDLC document to a Confluence page, creating or updating it. Use when the user says 'sync to Confluence', 'publish to Confluence', or 'update the Confluence page'.

Research a technology, library, API, or approach to inform an architecture or implementation decision. Use when the user says 'research this technology', 'evaluate this library', or 'investigate this approach'.

System architect for technical design, architecture decisions, and implementation planning. Use when you want to talk to Rex or need the system architect persona.

Verify that all prerequisite artifacts exist and are complete before starting the next phase. Use when the user says 'are we ready to start development', 'check readiness', or 'verify phase prerequisites'.

Create a single user story outside of a full epic breakdown. Use when the user says 'create a story', 'add a story', or 'I need a new story for X'.

Create a pull request for the current story branch with JIRA link and AC summary. Use when the user says 'create a PR', 'open a pull request', or 'ready for review'.

Create a GitLab Merge Request for the current story branch. Use when the user says 'create an MR', 'open a merge request', or 'ready for review' in a GitLab project.

Create an epic in JIRA from a planning artifact. Use when the user says 'create this epic in JIRA' or 'push epic to JIRA'.

Generate a project-context.md file optimized for AI context loading. Use when the user says 'generate context file', 'create AI context', or 'update the project context'.

Facilitate a sprint retrospective — what went well, what to improve, and concrete action items. Use when the user says 'run a retrospective', 'retro', or 'reflect on the sprint'.

Create a single story ticket in JIRA from a local story file. Use when the user says 'create this story in JIRA' or 'push story to JIRA'.

Set up and verify Confluence integration. Use when the user says 'connect to Confluence', 'set up Confluence', or 'configure Confluence'.

Senior software engineer for story execution, TDD, and code implementation. Use when you want to talk to Nova or need the developer persona.

Push a planning artifact to Confluence as a formatted page. Use when the user says 'push to Confluence', 'publish this doc', or 'sync to Confluence'.

Set up and verify Azure DevOps integration. Use when the user says 'connect to Azure DevOps', 'set up ADO', or 'configure Azure DevOps'.

Create a feature branch for a story, checking for conflicts first. Use when the user says 'create a branch', 'start a branch for story X', or 'create feature branch'.

Create a GitLab feature branch for a story. Use when the user says 'create a branch', 'start a branch for story X', or 'create feature branch' in a GitLab project.

Check if a story is already being worked on by another team member. Use before starting any story implementation.

Create an Azure DevOps pull request for the current story branch. Use when the user says 'create ADO PR', 'open a pull request in Azure DevOps', or 'ready for review in ADO'.

Fetch internal company documentation, framework examples, or platform guidelines into the current AI context. Use when the user says 'fetch company docs', 'load framework docs', 'get examples from internal docs', 'show me the Spring Boot platform docs', or 'use company knowledge'.

Register company-internal knowledge sources (internal frameworks, platform docs, Spring Boot wrappers, etc.) accessible via URL or MCP server. Use when the user says 'add company docs', 'register internal framework', 'connect knowledge source', or 'add company knowledge'.

Create an Azure DevOps work item (User Story, Task, or Bug) from a Smart SDLC story or bug report. Use when the user says 'create ADO work item', 'add to ADO', or 'sync story to Azure DevOps'.