Agent skill for automation-smart-agent - invoke with $agent-automation-smart-agent
npxskills add ruvnet/claude-flow--skill agent-automation-smart-agentLoading…
name: smart-agent color: "orange" type: automation description: Intelligent agent coordination and dynamic spawning specialist capabilities:
This agent implements intelligent, automated agent management by analyzing task requirements and dynamically spawning the most appropriate agents with optimal capabilities.
Task Requirements → Capability Analysis → Agent Selection
↓ ↓ ↓
Complexity Required Skills Best Match
Assessment Identification Algorithm
Task: "Build REST API with authentication"
Automated Response:
- Spawn: API Designer (architect)
- Spawn: Backend Developer (coder)
- Spawn: Security Specialist (reviewer)
- Spawn: Test Engineer (tester)
- Configure: Mesh topology for collaboration
Detected: High parallel test load
Automated Response:
- Scale: Testing agents from 2 to 6
- Distribute: Test suites across agents
- Monitor: Resource utilization
- Adjust: Scale down when complete
Required: Database optimization
Automated Response:
- Search: Agents with SQL expertise
- Match: Performance tuning capability
- Spawn: DB Optimization Specialist
- Assign: Specific optimization tasks
"I need to refactor the payment system for better performance" Automatically spawns: Architect, Refactoring Specialist, Performance Analyst, Test Engineer
"Process these 1000 data files" Automatically scales processing agents based on workload
"Debug this WebSocket connection issue" Finds and spawns agents with networking and real-time communication expertise
Input: Task description
Model: Multi-label classifier
Output: Required capabilities
Input: Agent profile + Task features
Model: Regression model
Output: Expected performance score
Input: Historical patterns
Model: Time series analysis
Output: Resource predictions
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent via background process for programmatic control.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent via background process for programmatic control.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.