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Agent Team Workflows

Universal multi-agent workflow orchestration using Claude Code Agent Teams. Use when user asks to run a team workflow, create an agent team, or coordinate parallel work across multiple teammates — for any domain (software, content, data, strategy, research, etc.).

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技能说明


name: agent-team-workflows description: "Universal multi-agent workflow orchestration using Claude Code Agent Teams. Use when user asks to run a team workflow, create an agent team, or coordinate parallel work across multiple teammates — for any domain (software, content, data, strategy, research, etc.)."

Agent Team Workflows

Universal orchestration framework for 5-agent teams (1 Lead + 4 Teammates) across any domain.

Prerequisites

Agent Teams must be enabled. Add to ~/.claude/settings.json:

{
  "env": {
    "CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS": "1"
  }
}

Generic Roles

Teammate IDs are fixed. Their function is remapped per domain via Role Cards.

SlotIDGeneric FunctionCore Responsibility
Lead(session)OrchestratorAssign tasks, relay context, quality gate, synthesize final output
Slot AarchitectPlannerFrame problem, decompose tasks, produce plan/spec/blueprint
Slot BdeveloperBuilderProduce primary artifact (code, draft, dataset, model, proposal)
Slot CtesterValidatorCheck against acceptance criteria, test, evaluate correctness
Slot DreviewerCriticAssess quality, risk, consistency, compliance, suggest improvements

Role Cards (Domain Remapping)

Each domain preset provides Role Cards that specialize the generic functions:

DomainPlannerBuilderValidatorCritic
Software DevArchitectDeveloperTesterCode Reviewer
Content CreationProducerWriterFact-CheckerEditor
Data AnalysisAnalyst LeadData EngineerStatisticianPeer Reviewer
Business StrategyStrategistBusiness AnalystFinancial ModelerRisk Advisor
ResearchResearch LeadResearcherMethodology AuditorPeer Reviewer

Full role cards with artifact contracts → reference/domain-presets.md

Pipeline Patterns

4 canonical control-flow patterns. Domain meaning comes from Role Cards, not the pattern itself.

1. sequential — Step-by-Step Pipeline

Planner → Builder → Validator → Critic → Lead Synthesis

Use when: Work is linear and each step depends on the previous output. Examples: Feature dev, content creation, report writing.

2. parallel-merge — Parallel Exploration + Merge

Planner → (Builder ∥ Validator ∥ Critic) → Lead Merge → Validator Gate → Lead Synthesis

Use when: Multiple perspectives can work independently, then combine. Examples: Research, strategy analysis, multi-angle evaluation.

3. iterative-review — Build-Critique Loop

Planner → Builder ↔ Critic (max N rounds) → Validator → Lead Synthesis

Use when: Quality requires iteration between creator and reviewer. Examples: Content editing, design refinement, proposal drafting. Guard: Default max 2 rounds. More requires user approval.

4. fan-out-fan-in — Map-Reduce

Planner → fan-out tasks to all 4 teammates → Lead fan-in merge → Critic Gate → Lead Synthesis

Use when: Large work can be split into independent chunks processed in parallel. Examples: Multi-module features, large dataset processing, codebase audit.

Pattern deep dives with sample task graphs → reference/patterns.md

Coordination Protocol

Strict 6-step protocol, domain-agnostic.

Step 1: Confirm Scope

Before spawning any team, confirm with user:

  1. Objective — specific deliverable
  2. Domain — select preset or define custom Role Cards
  3. Pattern — which pipeline pattern fits
  4. Constraints — tools, tech stack, tone, compliance, budget
  5. Inputs — source material, existing assets, context files
  6. Definition of Done — checkbox acceptance criteria the user agrees to

Step 2: Build Workflow Instance Spec

Fill in the universal template:

WORKFLOW INSTANCE SPEC
─────────────────────
Objective:      [deliverable]
Pattern:        [sequential | parallel-merge | iterative-review | fan-out-fan-in]
Domain:         [preset name or "custom"]

ROLE CARDS
  Planner (architect):  [domain title] — [specific responsibility]
  Builder (developer):  [domain title] — [specific responsibility]
  Validator (tester):   [domain title] — [specific responsibility]
  Critic (reviewer):    [domain title] — [specific responsibility]

ARTIFACTS (per step)
  Step 1 → [artifact name]: [format/content description]
  Step 2 → [artifact name]: [format/content description]
  Step 3 → [artifact name]: [format/content description]
  Step 4 → [artifact name]: [format/content description]

CONSTRAINTS:    [tools, rules, limits]
INPUTS:         [files, data, references]
DEFINITION OF DONE:
  □ [criterion 1]
  □ [criterion 2]
  □ [criterion 3]

Step 3: Create Team

Create a team of 4 teammates:
- architect: [Planner role card — context and responsibility]
- developer: [Builder role card — context and responsibility]
- tester:    [Validator role card — context and responsibility]
- reviewer:  [Critic role card — context and responsibility]

Step 4: Create Tasks with Dependencies

Create tasks following the selected pattern's pipeline order. Each task MUST have:

  • Clear description referencing role card
  • Required input artifact (from previous step or original inputs)
  • Required output artifact (format + content)
  • Acceptance criteria
  • Dependency on predecessor task

Step 5: Spawn Teammates with Rich Context

Each teammate MUST receive in their spawn prompt:

  1. Role Card — their domain title + specific responsibilities
  2. Assigned task — what to produce
  3. Input artifact — output from previous step (Lead must relay this)
  4. Output artifact contract — exact format and content expected
  5. Constraints — domain rules, style guides, compliance
  6. Handoff instruction — "Message the lead with [artifact] when done"

Universal spawn template:

Spawn a [ID] teammate with the prompt:
"You are the [Domain Title] ([Generic Function]).

YOUR TASK: [task description]

INPUT: [paste or reference previous step's output]

PRODUCE: [artifact name]
Format: [expected format]
Must include: [required sections/elements]

CONSTRAINTS:
- [rule 1]
- [rule 2]

When done, message the lead with your complete [artifact name].
If you encounter blockers, message the lead immediately."

Step 6: Coordinate Handoffs

When a teammate completes their step:

  1. Lead receives output via message
  2. Lead validates output against acceptance criteria
  3. Lead passes artifact + relevant context to next teammate via message
  4. If output is insufficient → send specific feedback, ask to revise

Step 7: Synthesize & Deliver

After all steps complete:

  1. Collect all artifacts
  2. Verify all Definition of Done criteria are met
  3. Summarize what was done (traceability: each criterion → which step satisfied it)
  4. List remaining TODOs or known issues
  5. Present final deliverable to user

Lead Discipline Rules

  1. Delegate only — Lead does NOT produce primary artifacts. Use delegate mode (Shift+Tab).
  2. Relay all context — Teammates have no shared history. Lead MUST forward relevant artifacts between steps.
  3. Direct messages — Use direct messages, not broadcast (saves 4× tokens). Broadcast only for parallel-merge sync points.
  4. Right-size tasks — 5-6 tasks per teammate max. Split large work.
  5. Gate high-risk actions — Require user approval for: irreversible changes, external publication, legal/compliance, high-cost operations, production deployments.
  6. Wait for teammates — Never proceed or implement yourself. Wait for teammate completion before next step.

Handling Failures

SituationAction
Teammate stuckMessage with additional context, hints, or simplified sub-task
Bad outputSend specific feedback citing acceptance criteria, ask to revise
Teammate stopsSpawn replacement with same context + summary of work already done
Conflict between teammatesLead mediates, makes final decision, messages both with resolution
Task too largeLead splits into subtasks, reassigns across teammates
Iterative loop exceeds maxAsk user whether to approve more rounds or finalize current state

Cost Guidelines

PatternEst. CostWorth It When
sequential~4-5× singleWork spans 3+ artifacts/files with clear pipeline
parallel-merge~4× single3+ independent perspectives needed
iterative-review~3-4× singleQuality requires creator-critic dialogue
fan-out-fan-in~5× singleLarge work divisible into independent chunks

Rule of thumb: If one agent can finish in one session, don't use a team. Teams shine when work is parallelizable or benefits from multiple specialized perspectives.

Domain Presets (Quick Reference)

PresetRecommended PatternKey Artifacts
software-devsequential / fan-out-fan-inDesign doc, source code, test suite, review report
content-creationiterative-reviewContent brief, draft, fact-check report, final edit
data-analysisfan-out-fan-inAnalysis plan, datasets/transforms, statistical evaluation, findings report
business-strategyparallel-mergeStrategy framework, market analysis, financial model, risk assessment
researchparallel-mergeResearch plan, literature review, methodology audit, synthesis paper

Full presets with role cards, artifacts, and worked examples → reference/domain-presets.md Ready-to-use prompt templates → reference/prompt-templates.md Pattern deep dives → reference/patterns.md

如何使用「Agent Team Workflows」?

  1. 打开小龙虾AI(Web 或 iOS App)
  2. 点击上方「立即使用」按钮,或在对话框中输入任务描述
  3. 小龙虾AI 会自动匹配并调用「Agent Team Workflows」技能完成任务
  4. 结果即时呈现,支持继续对话优化

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