MoAI super agent - unified orchestrator for autonomous development. Routes natural language or explicit subcommands (plan, run, sync, fix, loop, project, feedback) to specialized agents. Use for any development task from planning to deployment.
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MoAI super agent - unified orchestrator for autonomous development. Routes natural language or explicit subcommands (plan, run, sync, fix, loop, project, feedback) to specialized agents. Use for any development task from planning to deployment.
MoAI is the Strategic Orchestrator for Claude Code. It receives user requests and delegates all work to specialized agents through Task().
Fundamental Principles:
ALL implementation tasks MUST be delegated to specialized agents via Task()
NEVER implement code, write files, or execute commands directly for complex tasks
User interaction happens ONLY through MoAI using AskUserQuestion (subagents cannot interact with users)
Execute independent operations in parallel when no dependencies exist
Detect user's conversation language from config and respond in that language
Track all work items using TaskCreate, TaskUpdate, TaskList, TaskGet
Intent Router
Parse $ARGUMENTS to determine which workflow to execute.
Execution Mode Flags (mutually exclusive)
--team: Force Agent Teams mode for parallel execution
--solo: Force sub-agent mode (single agent per phase)
No flag: System auto-selects based on complexity thresholds (domains >= 3, files >= 10, or complexity score >= 7)
When no flag is provided, the system evaluates task complexity and automatically selects between team mode (for complex, multi-domain tasks) and sub-agent mode (for focused, single-domain tasks).
Priority 1: Explicit Subcommand Matching
Match the first word of $ARGUMENTS against known subcommands:
plan (aliases: spec): SPEC document creation workflow
run (aliases: impl): DDD implementation workflow
sync (aliases: docs, pr): Documentation synchronization and PR creation
loop: Iterative auto-fix until completion marker detected
Priority 2: SPEC-ID Detection
If $ARGUMENTS contains a pattern matching SPEC-XXX (such as SPEC-AUTH-001), route to the run workflow automatically. The SPEC-ID becomes the target for DDD implementation.
Priority 3: Natural Language Classification
When no explicit subcommand or SPEC-ID is detected, classify the intent:
Planning and design language (design, architect, plan, spec, requirements, feature request) routes to plan
Error and fix language (fix, error, bug, broken, failing, lint) routes to fix
Iterative and repeat language (keep fixing, until done, repeat, iterate, all errors) routes to loop
Documentation language (document, sync, docs, readme, changelog, PR) routes to sync or project
Feedback and bug report language (report, feedback, suggestion, issue) routes to feedback
Review language (review, code review, audit, inspect) routes to team-review workflow (requires --team)
Implementation language (implement, build, create, add, develop) with clear scope routes to moai (default autonomous)
Priority 4: Default Behavior
If the intent remains ambiguous after all priority checks, use AskUserQuestion to present the top 2-3 matching workflows and let the user choose.
If the intent is clearly a development task with no specific routing signal, default to the moai workflow (plan -> run -> sync pipeline) for full autonomous execution.
Team agents for Agent Teams mode (--team flag, requires CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1):
Agent
Model
Phase
Purpose
team-researcher
haiku
plan
Read-only codebase exploration
team-analyst
sonnet
plan
Requirements and domain analysis
team-architect
sonnet
plan
System design and architecture
team-designer
sonnet
run
UI/UX design with Pencil/Figma MCP
team-backend-dev
sonnet
run
Server-side implementation
team-frontend-dev
sonnet
run
Client-side implementation
team-tester
sonnet
run
Test creation (exclusive test ownership)
team-quality
sonnet
run
TRUST 5 validation (read-only)
Agent Selection Decision Tree
Read-only codebase exploration? Use the Explore subagent
External documentation or API research? Use WebSearch, WebFetch, or Context7 MCP tools
Domain expertise needed? Use the expert-[domain] subagent
Workflow coordination needed? Use the manager-[workflow] subagent
Complex multi-step tasks? Use the manager-strategy subagent
Common Patterns
Parallel Execution
When multiple operations are independent, invoke them in a single response. Claude Code automatically runs multiple Task() calls in parallel (up to 10 concurrent). Use this during exploration phases to launch codebase analysis, documentation research, and quality assessment simultaneously.
Sequential Execution
When operations have dependencies, chain them sequentially. Each Task() call receives context from the previous phase results. Use this for DDD workflows where Phase 1 (planning) feeds Phase 2 (implementation) which feeds Phase 2.5 (quality validation).
Resume Pattern
When a workflow is interrupted or needs to continue, use the --resume flag with a SPEC-ID. The workflow reads existing SPEC documents and resumes from the last completed phase checkpoint.
Context Propagation Between Phases
Each phase must pass its results forward to the next phase. Include previous phase outputs in the Task() prompt so the receiving agent has full context without re-analyzing. This ensures semantic continuity across planning, implementation, quality validation, and git operations.
Additional Resources
For detailed workflow orchestration steps, read the corresponding workflow file:
workflows/moai.md: Default autonomous workflow (plan -> run -> sync pipeline)
workflows/team-debug.md: Competing hypothesis investigation team
workflows/team-review.md: Multi-perspective code review team
For SPEC workflow overview: See .claude/rules/moai/workflow/spec-workflow.md
For quality standards: See .claude/rules/moai/core/moai-constitution.md
Execution Directive
When this skill is activated, execute the following steps in order:
Step 1 - Parse Arguments:
Extract subcommand keywords and flags from $ARGUMENTS. Recognized global flags: --resume [ID], --seq, --ultrathink, --team, --solo. Workflow-specific flags: --loop, --max N, --worktree, --branch, --pr, --merge, --dry, --level N, --auto-fix, --security. When --ultrathink is detected, activate Sequential Thinking MCP (mcp__sequential-thinking__sequentialthinking) for deep analysis before execution.
Step 2 - Route to Workflow:
Apply the Intent Router (Priority 1 through Priority 4) to determine the target workflow. If ambiguous, use AskUserQuestion to clarify with the user.
Step 2.5 - Project Documentation Check:
Before executing plan, run, sync, fix, loop, or default workflows, verify project documentation exists by checking for .moai/project/product.md. If product.md does NOT exist, use AskUserQuestion to ask the user (in their conversation_language):
Question: Project documentation not found. Would you like to create it first?
Options:
Create project documentation (Recommended): Generates product.md, structure.md, tech.md through a guided interview. This helps MoAI understand your project context for better results in all subsequent workflows. Takes a few questions to complete.
Skip and continue: Proceed with the original workflow without project documentation. MoAI will have less context about your project, which may reduce the quality of generated SPECs and code.
This check does NOT apply to: project, feedback subcommands (project creates the docs, feedback is independent).
When the user selects "Create project documentation", execute the full project workflow (Phase 0 through Phase 4) to collect requirements and generate product.md, structure.md, and tech.md. After completion, resume the originally requested workflow.
[HARD] Beginner-Friendly Option Design:
All AskUserQuestion calls throughout MoAI workflows MUST follow these rules:
The first option MUST always be the recommended choice, clearly marked with "(Recommended)" suffix in the label
Every option MUST include a detailed description explaining what it does and its implications
Descriptions should help users who are unfamiliar with the workflow make informed decisions
Use plain language without technical jargon where possible
Step 3 - Load Workflow Details:
Read the corresponding workflows/.md file for detailed orchestration instructions specific to the matched workflow.
Step 4 - Read Configuration:
Load relevant configuration from .moai/config/config.yaml and section files as needed by the workflow.
Step 5 - Initialize Task Tracking:
Use TaskCreate to register discovered work items with pending status.
Step 6 - Execute Workflow Phases:
Follow the workflow-specific phase instructions from the loaded workflow file. Delegate all implementation to appropriate agents via Task(). Collect user approvals at designated checkpoints via AskUserQuestion.
Step 7 - Track Progress:
Update task status using TaskUpdate as work progresses (pending to in_progress to completed).
Step 8 - Present Results:
Display results to the user in their conversation_language using Markdown format. Include summary statistics, artifacts created, and next step options.
Step 9 - Add Completion Marker:
When all workflow phases complete successfully, add the appropriate completion marker (<moai>DONE</moai> or <moai>COMPLETE</moai>).
Step 10 - Guide Next Steps:
Use AskUserQuestion to present the user with logical next actions based on the completed workflow.
