Openclaw Team Builder

Discover, compose, and activate specialist teams from 3 rosters — OpenClaw Core (CEO/IG/Artist), Agency Division (55+ specialists), and Research Lab (autonomous experiment loops). Planner proposes optimal teams; Reviewer validates deliverables.

Team Builder

Compose the right team for any job by drawing from three rosters of specialists. The Planner analyzes incoming work and proposes an optimal team; the Reviewer validates deliverables before sign-off.

Quick Start

1. Receive a task — any job, project, or request
2. Read PLANNER.md in this skill folder — follow the workflow to classify the domain and propose a team
3. Activate specialists — load the relevant agent definition from the reference files listed below
4. Execute — hand off work through the team using the handoff templates
5. Review — read REVIEWER.md and run the QA workflow before final delivery

The Three Rosters

1. Core Team (TEAM-CORE.md)

The permanent OpenClaw agents. Always available, always running.

Agent	Role	Workspace
CEO	Leader, orchestrator, final authority	.openclaw/workspace/
IG	Trading specialist, market operations	.openclaw/workspace-ig/
Artist	Image generation, visual analysis	.openclaw/workspace-artist/

2. Agency Division (TEAM-AGENCY.md)

55+ specialist agents across 9 divisions. Activated on demand from reference/agency-agents-main/.

Division	Agents	Key Specialists
Engineering	7	Frontend Developer, Backend Architect, AI Engineer, DevOps
Design	7	UI Designer, UX Architect, Image Prompt Engineer
Marketing	8	Growth Hacker, Content Creator, Social Media
Product	3	Sprint Prioritizer, Trend Researcher, Feedback Synthesizer
Project Management	5	Senior PM, Studio Producer, Experiment Tracker
Testing	7	Evidence Collector, Reality Checker, API Tester
Support	6	Analytics Reporter, Finance Tracker, Legal Compliance
Spatial Computing	6	XR Architect, visionOS Engineer
Specialized	7	Agents Orchestrator, Data Analytics, LSP Engineer

3. Research Lab (TEAM-RESEARCH.md)

Autonomous experiment methodology adapted from Karpathy's autoresearch. Run iterative experiment loops on any measurable problem.

Applicable to: trading strategy optimization, image analysis pipelines, model tuning, data analysis, any domain with a measurable metric.

Cross-Team Workflows

The real power is mixing specialists across rosters. Here are proven combinations:

Trading Strategy Optimization

text

IG (market context) + Research Lab (experiment loop) + AI Engineer (model tuning)
→ IG provides live market data and strategy parameters
→ Research Lab runs 5-min experiment iterations on backtests
→ AI Engineer tunes neural network parameters
→ Reviewer validates with evidence before deploying to live

Visual Content Pipeline

text

Artist (image generation) + Image Prompt Engineer (prompt crafting) + Visual Storyteller (narrative)
→ Image Prompt Engineer crafts detailed, structured prompts
→ Artist generates via xAI grok-imagine-image-pro
→ Visual Storyteller evaluates narrative quality
→ Iterate until quality threshold met

Astronomy / Image Analysis

text

Artist (image capture/generation) + Research Lab (analysis loop) + AI Engineer (classification)
→ Artist handles image acquisition and enhancement
→ Research Lab runs iterative analysis (feature detection, classification)
→ AI Engineer builds/tunes detection models
→ Results feed back for next iteration

Dashboard / UI Feature Build

text

Senior PM (scope) + Frontend Developer (build) + Evidence Collector (QA) + Reality Checker (sign-off)
→ PM breaks spec into tasks with acceptance criteria
→ Frontend Developer implements mobile-first
→ Evidence Collector screenshots and validates each task
→ Reality Checker gives final production-readiness verdict

Full Product Launch

text

CEO (orchestrate) + Engineering (build) + Design (UX) + Marketing (launch) + Testing (validate)
→ CEO activates Planner to scope the project
→ Engineering + Design work in parallel (Dev↔QA loops)
→ Marketing prepares launch materials
→ Reviewer signs off before go-live

Activating a Specialist

To activate any Agency specialist, load their definition file:

text

Read the agent definition at:
reference/agency-agents-main/[division]/[agent-file].md

Then adopt that agent's:
- Identity and personality
- Core mission and rules
- Workflow process
- Success metrics

File paths follow the pattern:

• reference/agency-agents-main/engineering/engineering-frontend-developer.md
• reference/agency-agents-main/design/design-image-prompt-engineer.md
• reference/agency-agents-main/testing/testing-evidence-collector.md

See TEAM-AGENCY.md for the complete index with all file paths.

Handoff Protocol

When passing work between specialists, use this template:

text

## Handoff
| Field | Value |
|-------|-------|
| From | [Agent Name] |
| To | [Agent Name] |
| Task | [What needs to be done] |
| Priority | [Critical / High / Medium / Low] |

## Context
- Current state: [What's been done]
- Relevant files: [File paths]
- Constraints: [Limits, requirements]

## Deliverable
- What is needed: [Specific output]
- Acceptance criteria:
  - [ ] [Criterion 1]
  - [ ] [Criterion 2]

## Quality
- Evidence required: [What proof of completion looks like]
- Reviewer: [Who validates this deliverable]

For complete handoff templates (QA pass/fail, escalation, phase gates), see: reference/agency-agents-main/strategy/coordination/handoff-templates.md

NEXUS Pipeline Modes

For larger projects, use the NEXUS pipeline from the Agency framework:

Mode	Scale	Agents	Timeline
Micro	Single task/fix	5-10	1-5 days
Sprint	Feature or MVP	15-25	2-6 weeks
Full	Complete product	All	12-24 weeks

Pipeline phases: Discover → Strategize → Scaffold → Build → Harden → Launch → Operate

Quality gates between every phase. Evidence required for all assessments.

For full NEXUS strategy: reference/agency-agents-main/strategy/nexus-strategy.md For activation prompts: reference/agency-agents-main/strategy/coordination/agent-activation-prompts.md For quickstart: reference/agency-agents-main/strategy/QUICKSTART.md

Reference Files in This Skill

File	Contents
SKILL.md	This file — overview and quick start
TEAM-CORE.md	CEO/IG/Artist trio — roles, routing, interactions
TEAM-AGENCY.md	All 55+ Agency specialists indexed by division
TEAM-RESEARCH.md	Autonomous experiment methodology
PLANNER.md	Job analysis → team proposal workflow
REVIEWER.md	QA validation workflow with quality gates