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// Automation & Workflows

sub-agents

Claude Code Sub Agent Manager. A simple Manager for adding Claude Code Sub Agents with hooks and custom slash commands.

Archived
5/100
last commit about 1 month ago
last release 12 months ago
releases 4
open issues 0
// install
git clone https://github.com/webdevtodayjason/sub-agents

[!IMPORTANT]

🗄️ This project is archived (June 2026)

@webdevtoday/claude-agents is no longer maintained. When it was built (mid-2025) it filled a real gap: there was no first-class way to install and manage a pack of subagents, slash commands, and hooks in Claude Code. Claude Code now provides all of that natively — so a framework that copies these files into your project is no longer needed.

Use the built-in primitives instead:

The final release (v1.5.5) is left intact for reference. Thanks to everyone who used or contributed to it. The content below is preserved as historical documentation.


Claude Sub-Agents Manager - AI-Powered Development Assistants for Claude Code

🚀 Supercharge Claude Code with Specialized AI Sub-Agents for Code Review, Testing, Debugging & More

Transform your development workflow with intelligent AI assistants that excel at specific programming tasks

InstallationQuick StartAvailable AgentsDocumentationContributing


🎯 What is Claude Sub-Agents Manager?

Claude Sub-Agents Manager is a powerful CLI tool that enhances Claude Code with specialized AI assistants designed for specific development tasks. Each sub-agent is an expert in its domain - from automated code reviews and test fixing to intelligent debugging and documentation generation. Install production-ready agents instantly or create custom agents tailored to your unique workflow needs.

✨ Why Claude Sub-Agents?

  • 🧠 Specialized Intelligence: Each agent is an expert in its domain
  • ⚡ Zero Configuration: Pre-built agents work out of the box
  • 🎨 Fully Customizable: Create agents that match your workflow
  • 🔄 Smart Context Management: Agents operate in isolated contexts
  • 🛠️ Developer First: Built by developers, for developers
  • 🔗 Context-Forge Integration: Seamlessly works with context-forge projects and PRPs

🎉 New in v1.5.1 - Enhanced Voice Integration & Hook Improvements

  • 🔊 Voice Announcements: Real-time audio feedback when agents complete tasks
  • 🎙️ ElevenLabs Integration: High-quality voice synthesis with Sarah voice
  • 🪝 Improved Hook System: Better settings.json merging during updates
  • 🔧 Voice Setup Wizard: Interactive configuration with claude-agents voice --setup
  • 📢 Auto-Announcements: Hear when sub-agents complete tasks in Claude Code
  • 🎯 FFmpeg Detection: Automatic detection and installation guidance

📦 New in v1.5.0 - Voice Features, Chaining & Meta-Agent

  • 🔗 Agent Chaining: Run multiple agents in powerful sequences with data handoffs
  • 🤖 Meta-Agent: Automatically generate new specialized agents from descriptions
  • 🎙️ Multiple TTS Providers: ElevenLabs (via MCP), OpenAI, and local system TTS
  • ⚙️ Voice Configuration: Easy setup with claude-agents voice command
  • 🎯 Enhanced Orchestration: Context-preserving handoffs between agents

📦 New in v1.4.0 - Context-Forge Integration

  • 🛠️ Full Context-Forge Support: Automatic detection and smart integration
  • 📦 Init Command: claude-agents init for one-command project setup
  • 🧹 Uninstall Command: Bulk removal with cleanup options
  • 📁 Smart Command Organization: No conflicts with existing context-forge commands
  • ⚡ Concurrent Execution Rules: Enforces best practices for maximum performance
  • 📝 CLAUDE.md Integration: Appends configuration without overwriting
  • 🎯 PRP Awareness: Agents understand and work with your existing PRPs

🚀 Installation

# Install latest version
npm install -g @webdevtoday/claude-agents@latest

# Or install without @latest (gets latest by default)
npm install -g @webdevtoday/claude-agents

Yarn

# Install latest version
yarn global add @webdevtoday/claude-agents@latest

From Source

git clone https://github.com/webdevtodayjason/sub-agents.git
cd sub-agents
npm install
npm link

🔄 Updating Existing Installation

If you already have claude-agents installed:

# Update to latest version
npm update -g @webdevtoday/claude-agents@latest

# Or with yarn
yarn global upgrade @webdevtoday/claude-agents@latest

After updating the package, update your projects to get the latest features:

# In your project directory, run init to update hooks and configurations
claude-agents init

# This will:
# - Update Claude Code hooks to latest versions
# - Merge new hook configurations into existing settings.json
# - Add any new agent features
# - Preserve your existing configurations

⚡ Quick Start

For New Projects

# Initialize all agents in your project
claude-agents init

# List available agents
claude-agents list

For Context-Forge Projects

# Initialize with context-forge awareness
claude-agents init --respect-context-forge

# Agents will:
# - Detect existing PRPs and CLAUDE.md
# - Place commands in .claude/commands/agents/
# - Append to CLAUDE.md without overwriting
# - Work alongside your existing setup

🔊 Voice Setup (Optional)

Voice announcements provide real-time audio feedback when agents complete tasks in Claude Code.

Quick Setup

# Run the interactive setup wizard
claude-agents voice --setup

# Or configure manually
claude-agents voice --enable
claude-agents voice --provider mcp  # or openai, local

Voice Requirements

Basic Voice (Local TTS)

  • No additional requirements - works out of the box
  • Uses system text-to-speech (macOS/Windows/Linux)

High-Quality Voice (ElevenLabs/OpenAI)

  • FFmpeg: Required for audio playback
    • macOS: brew install ffmpeg
    • Windows: choco install ffmpeg or download from ffmpeg.org
    • Linux: sudo apt-get install ffmpeg
  • API Keys:

Voice Features

  • Auto-Announcements: Hear when sub-agents complete tasks
  • AI Summaries: OpenAI/Anthropic generates contextual completion messages
  • Multiple Providers: ElevenLabs (best quality), OpenAI, or local TTS
  • Claude Code Integration: Works seamlessly with hooks system

Testing Voice

# Test with default message
claude-agents voice --test

# Test with custom message
claude-agents voice --test "Hello from Claude Agents"

# Check voice status
claude-agents voice --status

Example Agent Tasks

# Project Planning - Reads and understands your PRPs
claude-agents run project-planner --task "Create implementation roadmap from existing PRPs"
claude-agents run project-planner --task "Break down auth-prp into sprint tasks"

# API Development - PRP-aware implementation
claude-agents run api-developer --task "Implement user endpoints from feature-auth-prp.md"
claude-agents run api-developer --task "Create REST API following our conventions"

# Frontend Development
claude-agents run frontend-developer --task "Build login UI matching dark-theme-ui-prp"
claude-agents run frontend-developer --task "Create dashboard from feature-dashboard-prp.md"

# Testing & Quality
claude-agents run tdd-specialist --task "Create tests for authentication flow"
claude-agents run code-reviewer --task "Review API endpoints for security"
claude-agents run security-scanner --task "Scan authentication implementation"

# Documentation
claude-agents run api-documenter --task "Generate OpenAPI spec from implemented endpoints"
claude-agents run doc-writer --task "Update Implementation.md with progress"

# Debugging & Refactoring
claude-agents run debugger --task "Analyze login timeout issue"
claude-agents run refactor --task "Improve error handling in auth module"

# DevOps & Deployment
claude-agents run devops-engineer --task "Setup CI/CD for main branch"
claude-agents run devops-engineer --task "Create Docker configuration"

# Product & Marketing
claude-agents run product-manager --task "Create user stories from PRPs"
claude-agents run marketing-writer --task "Write feature announcement for auth system"

# Agent Chaining - NEW!
claude-agents chain feature-development  # Full development pipeline
claude-agents chain api-developer frontend-developer --task "Build user feature"
claude-agents chain debugger api-developer test-runner --voice  # With voice announcements

Using in Claude Code

# Via slash commands (in .claude/commands/agents/)
> /agent-review            # Triggers code review
> /agent-api              # Triggers API development
> /agent-debug login issue # Debug specific problem

# Via Task tool
> Task("project-planner: analyze all PRPs and create sprint plan")
> Task("api-developer: implement endpoints from feature-auth-prp.md")
> Task("frontend-developer: build UI from feature-dashboard-prp.md")

📋 Available Sub-Agents

Agent NameDescriptionSlash Command
code-reviewerExpert code review specialist for quality, security, and maintainability/review
test-runnerAutomated test execution specialist that runs tests and fixes failures/test [pattern]
debuggerExpert debugging specialist for analyzing errors, stack traces, and fixing issues/debug [error]
refactorCode refactoring specialist for improving code structure, patterns, and maintainability/refactor [target]
doc-writerDocumentation specialist for creating and updating technical documentation, API docs, and README files/document [type]
security-scannerSecurity vulnerability scanner that detects common security issues and suggests fixes/security-scan [path]
shadcn-ui-builderUI/UX specialist for designing and implementing interfaces using ShadCN UI components/ui or /shadcn
project-plannerStrategic planning specialist for project decomposition and workflow management/plan [project]
api-developerBackend API development specialist for REST, GraphQL, and microservices/api [spec]
frontend-developerFrontend development specialist for modern web applications/frontend [feature]
tdd-specialistTest-Driven Development specialist for comprehensive testing strategies/tdd [component]
api-documenterAPI documentation specialist for OpenAPI, Swagger, and technical docs/apidoc [endpoint]
devops-engineerDevOps specialist for CI/CD, infrastructure automation, and deployment/devops [task]
product-managerProduct management specialist for requirements, roadmaps, and user stories/product [feature]
marketing-writerMarketing content specialist for technical marketing and product messaging/marketing [content]
meta-agentAgent generator that creates new specialized agents from descriptions/meta [description]

🤖 Detailed Agent Descriptions

🔍 Code Reviewer

Your personal code quality guardian

  • Comprehensive security analysis
  • Best practices enforcement
  • Performance optimization suggestions
  • Clean code principles
# Install
claude-agents install code-reviewer

# Use
> /review

🧪 Test Runner

Intelligent test automation specialist

  • Auto-detects test frameworks
  • Fixes failing tests automatically
  • Improves test coverage
  • Supports all major languages
# Install
claude-agents install test-runner

# Use
> /test
> /test src/**/*.test.js

🐛 Debugger

Expert problem solver and bug hunter

  • Root cause analysis
  • Stack trace interpretation
  • Performance profiling
  • Memory leak detection
# Install
claude-agents install debugger

# Use
> /debug Cannot read property 'map' of undefined

🔧 Refactor Assistant

Code transformation specialist

  • Apply design patterns
  • Modernize legacy code
  • Improve code structure
  • Maintain functionality
# Install
claude-agents install refactor

# Use
> /refactor improve performance
> /refactor apply SOLID principles

📝 Documentation Writer

Technical writing expert

  • API documentation
  • README generation
  • Architecture docs
  • Code comments
# Install
claude-agents install doc-writer

# Use
> /document API
> /document architecture

🔒 Security Scanner

Vulnerability detection specialist

  • Secret detection
  • OWASP compliance
  • Dependency auditing
  • Security best practices
# Install
claude-agents install security-scanner

# Use
> /security-scan
> /security-scan src/api/

🎨 ShadCN UI Builder

Your expert UI/UX implementation specialist

  • Modern component-based UI development
  • Accessibility-first design approach
  • Responsive interface implementation
  • ShadCN component ecosystem expertise
  • Design system compliance
# Install
claude-agents install shadcn-ui-builder

# Use
> /ui create a login page
> /shadcn implement dashboard with sidebar

📋 Project Planner

Strategic planning and task decomposition expert

  • Project architecture design
  • Task breakdown and prioritization
  • Dependency mapping
  • Timeline estimation
  • Risk assessment
# Install
claude-agents install project-planner

# Use
> /plan e-commerce platform
> /plan microservices migration

🔌 API Developer

Backend development specialist

  • RESTful API design
  • GraphQL implementation
  • Microservices architecture
  • Database schema design
  • API security best practices
# Install
claude-agents install api-developer

# Use
> /api user authentication endpoints
> /api payment processing service

💻 Frontend Developer

Modern web interface specialist

  • React/Vue/Angular expertise
  • Responsive design implementation
  • State management
  • Performance optimization
  • Accessibility compliance
# Install
claude-agents install frontend-developer

# Use
> /frontend user dashboard
> /frontend shopping cart component

🧪 TDD Specialist

Test-driven development expert

  • Unit test creation
  • Integration testing
  • E2E test scenarios
  • Test coverage analysis
  • Mock and stub implementation
# Install
claude-agents install tdd-specialist

# Use
> /tdd UserService class
> /tdd API integration tests

📚 API Documenter

Technical documentation specialist

  • OpenAPI/Swagger specs
  • API endpoint documentation
  • Integration guides
  • SDK documentation
  • Example code generation
# Install
claude-agents install api-documenter

# Use
> /apidoc REST endpoints
> /apidoc GraphQL schema

🚀 DevOps Engineer

Infrastructure and deployment expert

  • CI/CD pipeline setup
  • Docker containerization
  • Kubernetes orchestration
  • Infrastructure as Code
  • Monitoring and logging
# Install
claude-agents install devops-engineer

# Use
> /devops GitHub Actions workflow
> /devops Kubernetes deployment

📊 Product Manager

Product strategy and planning specialist

  • User story creation
  • Feature specification
  • Roadmap planning
  • Requirements documentation
  • Stakeholder communication
# Install
claude-agents install product-manager

# Use
> /product user onboarding flow
> /product feature prioritization

✍️ Marketing Writer

Technical marketing content expert

  • Product launch materials
  • Technical blog posts
  • Feature announcements
  • Documentation marketing
  • Developer advocacy content
# Install
claude-agents install marketing-writer

# Use
> /marketing product launch post
> /marketing API feature announcement

### 🤖 Meta-Agent
*Agent generator for creating new specialized agents*

- Fetches latest Claude Code documentation
- Generates properly formatted agent files
- Suggests optimal tool configurations
- Creates both simple and complex agents
- Follows best practices automatically

```bash
# Install
claude-agents install meta-agent

# Use
> /meta create a database migration specialist
> Task("meta-agent: create an agent for monitoring system performance")

🔊 Voice Features

Enable real-time voice announcements for agent completions and errors:

Setup Voice

Run this command to add the ElevenLabs MCP server:

claude mcp add ElevenLabs -e ELEVENLABS_API_KEY=your-api-key -- uvx elevenlabs-mcp

Option 2: OpenAI TTS

# Configure API key
claude-agents voice --api-key

# Select OpenAI and enter your API key

Option 3: Local System TTS

Works out of the box on macOS (say), Linux (espeak), and Windows (PowerShell).

Using Voice

# Configure voice settings
claude-agents voice

# Enable/disable voice
claude-agents voice --enable
claude-agents voice --disable

# Test voice
claude-agents voice --test "Hello from Claude agents"

# Run agent with voice
claude-agents run api-developer --task "Create user API" --voice

# Set voice provider
claude-agents voice --provider mcp     # ElevenLabs via MCP
claude-agents voice --provider openai  # OpenAI TTS
claude-agents voice --provider local   # System TTS

Voice Configuration

Voice settings are stored in ~/.claude-agents/config.json:

{
  "voice": {
    "enabled": true,
    "provider": "auto",
    "announcements": {
      "agentStart": false,
      "agentComplete": true,
      "errors": true,
      "progress": false
    }
  }
}

🚨 Troubleshooting

Hook Errors and API Failures

If you're seeing errors like:

  • Failed to spawn: .claude/hooks/stop.py
  • No such file or directory (os error 2)
  • API Error 400: tool_use ids were found without tool_result blocks

Quick Fix:

# In your project directory
chmod +x .claude/hooks/*.py
chmod +x .claude/hooks/utils/llm/*.py
chmod +x .claude/hooks/utils/tts/*.py

# Or run our fix script
curl -sSL https://raw.githubusercontent.com/webdevtodayjason/sub-agents/main/scripts/fix-hooks.sh | bash

Full Diagnosis:

# Check your installation health
claude-agents diagnose

# Reinstall hooks with proper permissions
claude-agents init

Common Issues

  1. Hooks not executable: Run the chmod commands above
  2. Hooks missing: Run claude-agents init to restore
  3. Python/uv not found: Install uv from https://github.com/astral-sh/uv
  4. Voice not working: Install ffmpeg and run claude-agents voice --setup

📖 Documentation

Command Reference

CommandDescriptionExample
initInitialize agents in projectclaude-agents init
init --respect-context-forgeInit preserving context-forgeclaude-agents init --respect-context-forge
installInstall agents interactivelyclaude-agents install
install --allInstall all available agentsclaude-agents install --all
install --projectInstall to project directoryclaude-agents install --project
listShow all agentsclaude-agents list
list --installedShow only installed agentsclaude-agents list --installed
enable <agent>Enable a disabled agentclaude-agents enable code-reviewer
disable <agent>Disable an agentclaude-agents disable test-runner
remove <agent>Remove specific agentclaude-agents remove debugger
uninstallBulk uninstall with optionsclaude-agents uninstall --all --clean
info <agent>Show agent detailsclaude-agents info debugger
createCreate a custom agentclaude-agents create
run <agent>Run agent independentlyclaude-agents run marketing-writer --task "write launch post"
diagnoseCheck installation healthclaude-agents diagnose
voiceConfigure voice settingsclaude-agents voice --setup
chainRun multiple agentsclaude-agents chain api-developer test-runner

Independent Agent Execution

Run agents outside of Claude Code for automation and scripting:

# Run with inline task
claude-agents run marketing-writer --task "Write launch announcement for v2.0"

# Run with task file
claude-agents run api-developer --file api-spec.md

# Interactive mode
claude-agents run tdd-specialist --interactive

Creating Custom Agents

Interactive Creation

claude-agents create

Manual Creation

Create ~/.claude/agents/my-agent.md:

---
name: my-agent
description: What this agent does and when to use it
tools: Read, Edit, Grep, Bash
---

You are an expert in [DOMAIN]. Your role is to [PURPOSE].

When invoked, you will:
1. [STEP 1]
2. [STEP 2]
3. [STEP 3]

Always ensure [KEY PRINCIPLE].

Installation Scopes

User Scope (~/.claude/agents/)

  • Available in all projects
  • Personal agents
  • Default installation location

Project Scope (.claude/agents/)

  • Project-specific agents
  • Shared with team via version control
  • Use --project flag

Advanced Configuration

State Management

Agent states are tracked in .claude-agents.json:

{
  "installedAgents": {
    "code-reviewer": {
      "version": "1.0.0",
      "scope": "user",
      "installedAt": "2024-01-20T10:00:00Z"
    }
  },
  "enabledAgents": ["code-reviewer"],
  "disabledAgents": []
}

Hooks System

The hooks system enables automated workflows and agent coordination. Each agent can define hooks that trigger on specific events.

Hook Types

Hook TypeDescriptionTrigger
PostToolUse:EditAfter file editsAny file modification
PostToolUse:WriteAfter file creationNew file written
PostToolUse:BashAfter command executionBash commands run
PreToolUseBefore any tool useTool about to run
TaskCompleteAfter task completionAgent finishes task
StopOn conversation endSession terminating

Hook Actions

{
  "PostToolUse:Edit": {
    "condition": "file.endsWith('.js')",
    "commands": ["npm run lint", "npm test"]
  },
  "TaskComplete": {
    "notify": "Task {{task_name}} completed",
    "store": "agent:{{agent_name}}:last_task"
  }
}

Example: Auto-Review Hook

Create hooks for automatic code review after edits:

{
  "hooks": {
    "PostToolUse:Edit": [{
      "matcher": "\\.(js|ts|py)$",
      "hooks": [{
        "type": "command",
        "command": "echo 'Consider running /review' >&2"
      }]
    }]
  }
}

Example: Test Runner Hook

Automatically run tests after code changes:

{
  "PostToolUse:Edit": {
    "condition": "file.includes('src/')",
    "commands": ["npm test -- --watch=false"]
  }
}

🌟 Our Ecosystem

Check out our other tools for Claude Code:

🪝 Claude Hooks Manager

Powerful hook management system for Claude Code automation

🔨 Context Forge

Our flagship tool for intelligent context generation and management

🤝 Contributing

We love contributions! Here's how you can help:

  1. Fork the repository
  2. Create your feature branch (git checkout -b feature/amazing-agent)
  3. Commit your changes (git commit -m 'Add amazing agent')
  4. Push to the branch (git push origin feature/amazing-agent)
  5. Open a Pull Request

Adding New Agents

  1. Create agent structure:
agents/
└── your-agent/
    ├── agent.md       # Agent definition
    ├── metadata.json  # Agent metadata
    └── hooks.json     # Optional hooks
  1. Add slash command:
commands/
└── your-command.md
  1. Submit PR with description

🐛 Troubleshooting

Agent Not Found After Global Install?

# Enable debug mode to see where agents are being searched
DEBUG=claude-agents claude-agents run project-planner --task "test"

# Check npm global installation path
npm list -g @webdevtoday/claude-agents

# Verify agents are included in the package
ls -la $(npm root -g)/@webdevtoday/claude-agents/agents/

Agent Not Working?

# Check installation
claude-agents list

# Verify agent status
claude-agents info <agent-name>

# Re-enable if disabled
claude-agents enable <agent-name>

Debug Mode

# Run Claude with debug output
claude --debug

# Run claude-agents with debug output
DEBUG=claude-agents claude-agents run <agent> --task "test"

Common Issues

  • Permission denied: Use sudo for global install
  • Agent not found: Check spelling and installation
  • Command not working: Ensure Claude Code is updated
  • "Agent not found" error: Enable debug mode to see search paths

📊 Release Notes

Version 1.5.0 (Latest) - Voice Features & Meta-Agent

  • 🔊 Voice Announcements: Real-time TTS feedback for agent completions
  • 🤖 Meta-Agent: Automatically generate new specialized agents
  • 🎙️ MCP Integration: ElevenLabs TTS via MCP server
  • 🔧 Voice CLI: Complete voice configuration command
  • 📝 Enhanced CLAUDE.md: More aggressive concurrent execution rules
  • Performance: Improved agent orchestration patterns

Version 1.4.0 - Context-Forge Integration

  • 🛠️ Context-Forge Support: Full integration with context-forge projects
  • 📦 Init Command: One-command setup with claude-agents init
  • 🧹 Uninstall Command: Bulk removal with cleanup options
  • 🎯 PRP Awareness: Agents understand and work with existing PRPs
  • 📁 Smart Commands: Organized in .claude/commands/agents/ to avoid conflicts
  • Concurrent Execution: CLAUDE.md rules for maximum performance
  • 📝 Safe Integration: Appends to CLAUDE.md without overwriting
  • 🔧 Bug Fixes: Project scope installation now works correctly

Version 1.3.1

  • 🐛 Fixed "agent not found" error for global installations
  • 📍 Enhanced path resolution for various npm configurations
  • 🔍 Added debug mode with DEBUG=claude-agents

Version 1.3.0

  • 🎯 Context-forge detection utility
  • 🧠 Enhanced agent system with PRP awareness
  • 💾 Memory system integration
  • 📚 Context-aware command templates

Version 1.2.0

  • 🤖 15 specialized AI agents
  • ⚡ Concurrent execution patterns
  • 💾 Shared memory system
  • 🌐 Web dashboard
  • 🎯 Slash command integration

Version 1.0.0

  • 🎉 Initial release
  • 6 production-ready agents
  • Interactive CLI interface
  • Custom agent creation
  • Project/user scope support
  • Comprehensive documentation

📄 License

MIT License - see LICENSE file for details

🙏 Acknowledgments

  • Claude Code team at Anthropic
  • Our amazing community of developers
  • All contributors and testers

📬 Connect

🔍 SEO Keywords & Use Cases

Perfect for developers who want to:

  • Automate code reviews with AI-powered analysis
  • Fix failing tests automatically using intelligent test runners
  • Debug complex issues with expert error analysis
  • Generate documentation from existing code
  • Scan for security vulnerabilities proactively
  • Refactor legacy code with modern patterns
  • Enhance Claude Code with specialized capabilities
  • Create custom AI agents for specific workflows

Technologies & Integrations:

  • Works with Claude Code by Anthropic
  • Supports all major programming languages
  • Integrates with existing development workflows
  • Compatible with Git, npm, yarn, and more
  • Extensible through custom agent creation

Made with ❤️ by WebDev Today Jason

Building AI-powered developer tools to enhance productivity and code quality

Claude Sub-Agents Manager - Your AI-Powered Development Team in Claude Code

Star History Chart

// compatibility

Platformscli, api, web, mobile
Operating systems
AI compatibilityclaude
LicenseMIT
Pricingopen-source
LanguageJavaScript

// faq

What is sub-agents?

Claude Code Sub Agent Manager. A simple Manager for adding Claude Code Sub Agents with hooks and custom slash commands.. It is open-source on GitHub.

Is sub-agents free to use?

sub-agents is open-source under the MIT license, so it is free to use.

What category does sub-agents belong to?

sub-agents is listed under automation in the Claudeers registry of Claude-compatible tools.

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