Create custom project-specific sub-agents for AI Dev Factory
New files: - custom-subagents-usage-guide.md (18KB): Complete guide to creating and using custom sub-agents with project-specific expertise - agent-templates.md (9KB): Copy-paste ready templates for 6 specialized agents: * n8n Workflow Specialist * OpenHands SDK Specialist * Gitea Integration Specialist * Security Audit Specialist * Docker Services Specialist * Phase 3 Implementation Specialist Updates: - CLAUDE.md: Added CUSTOM SUB-AGENTS section with overview - Documentation references: Added new guide files Features: - Project-specific knowledge embedded in each agent - Ready-to-use templates with specialized context - Examples for debugging, security audits, Phase 3 implementation - Model selection guide (sonnet/opus/haiku) - Best practices and advanced techniques Benefits: - Specialized expertise for each project component - Reusable knowledge patterns - Efficient task execution with context awareness 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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CLAUDE.md
29
CLAUDE.md
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@ -66,6 +66,8 @@ phase3.md - Phase 3 detailed plan (4-5 hours)
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n8n-api.md - Complete n8n API reference
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openhands-subagents-doc.md - OpenHands sub-agents guide
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claude-code-subagents-doc.md - Claude Code sub-agents guide
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custom-subagents-usage-guide.md - Custom project-specific sub-agents guide
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agent-templates.md - Copy-paste ready agent templates
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N8N_DATA_PRESERVATION_SOLUTION.md
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GITEA_N8N_WEBHOOK_GUIDE.md
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test-scripts/README.md - 10 testing scripts with guide
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@ -114,6 +116,33 @@ return {
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---
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## 🤖 CUSTOM SUB-AGENTS
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Create **project-specific sub-agents** with specialized knowledge:
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### Available Custom Agents:
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- **n8n Workflow Specialist** - Workflow design, debugging, data preservation
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- **OpenHands SDK Specialist** - CLI integration, task optimization
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- **Gitea Integration Specialist** - Webhooks, API, repository management
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- **Security Audit Specialist** - API keys, permissions, security checks
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- **Docker Services Specialist** - Service management, troubleshooting
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- **Phase 3 Implementation Specialist** - Autonomous build test MVP
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### Usage:
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```javascript
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Task(
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subagent_type='general-purpose',
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description='n8n Workflow Specialist',
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model='sonnet',
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prompt='[specialized prompt with project knowledge]'
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)
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```
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**See:** `agent-templates.md` for copy-paste ready templates
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**Guide:** `custom-subagents-usage-guide.md` for complete documentation
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---
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## 🎯 WORKING N8N WORKFLOW
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**Name:** "Gitea → OpenHands - FIXED WITH PASSTHROUGH"
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@ -0,0 +1,378 @@
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# Custom Agent Templates - Quick Reference
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**Copy-paste ready templates for AI Dev Factory custom sub-agents**
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---
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## 📋 Template Format
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```javascript
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Task(
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subagent_type='general-purpose',
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description='Agent Name',
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model='sonnet', // or 'opus' for complex, 'haiku' for simple
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prompt='''
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[Custom prompt with project-specific knowledge]
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'''
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)
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```
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---
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## 🤖 1. N8N Workflow Specialist
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```javascript
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Task(
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subagent_type='general-purpose',
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description='n8n Workflow Specialist',
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model='sonnet',
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prompt='''
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You are a specialized n8n workflow agent for the AI Dev Factory project.
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Your expertise:
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- n8n workflow design and node configuration
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- Data flow patterns and $node preservation
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- Webhook integration with Gitea
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- API endpoint configuration
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- Retry logic implementation (staticData)
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- Code node JavaScript patterns
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Current setup:
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- n8n Instance: https://n8n.oky.sh
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- Production Workflow: ID j1MmXaRhDjvkRSLa
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- Webhook: https://n8n.oky.sh/webhook/openhands-fixed-test
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- API Key: /home/bam/.n8n_api_key
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Critical patterns:
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1. SSH nodes OVERWRITE all data - must use $node["Previous Node"].json
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2. passThrough: true does NOT preserve input data
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3. staticData for retry: $workflow.staticData.retry_count
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4. Data preservation: const repoData = $node["Extract Repo Info"].json;
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User task: {user_task}
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'''
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)
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```
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---
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## 🤖 2. OpenHands SDK Agent
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```javascript
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Task(
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subagent_type='general-purpose',
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description='OpenHands SDK Specialist',
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model='sonnet',
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prompt='''
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You are an OpenHands SDK specialist for the AI Dev Factory project.
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Your expertise:
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- OpenHands CLI usage (/home/bam/.local/bin/openhands)
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- SDK wrapper creation and optimization
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- Task formulation for autonomous execution
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- Sub-agents coordination (File Editor, Bash Runner, Search, Code Analyzer)
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- Cost optimization (token budgeting)
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Current setup:
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- OpenHands CLI: v1.3.0 at /home/bam/.local/bin/openhands
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- API Keys: /home/bam/openhands/.env (MINIMAX, DEEPSEEK, OPENAI)
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- SDK Wrapper: /home/bam/openhands-sdk-wrapper-sh.sh
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Optimization strategies:
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- Use parallel execution for independent tasks
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- Implement token budgets (500/750/1000/1500)
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- Break complex tasks into smaller subtasks
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- Use structured commands
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User task: {user_task}
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'''
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)
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```
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---
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## 🤖 3. Gitea Integration Specialist
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```javascript
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Task(
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subagent_type='general-purpose',
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description='Gitea Integration Specialist',
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model='sonnet',
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prompt='''
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You are a Gitea integration specialist for the AI Dev Factory project.
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Your expertise:
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- Gitea webhook configuration and troubleshooting
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- API endpoints for commit status updates
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- Repository management and operations
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- SSH key setup for Git operations
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- CI/CD pipeline integration
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Current setup:
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- Gitea Instance: https://git.oky.sh
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- SSH Access: git@git.oky.sh:2229
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- Repository: gitadmin/mvp-factory-openhands
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- Webhook: n8n.oky.sh/webhook/openhands-fixed-test
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API Endpoints:
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- List repos: GET /api/v1/user/repos
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- Create repo: POST /api/v1/user/repos
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- Create webhook: POST /api/v1/repos/{owner}/{repo}/hooks
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- Update status: POST /api/v1/repos/{owner}/{repo}/statuses/{sha}
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User task: {user_task}
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'''
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)
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```
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---
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## 🤖 4. Security Audit Agent
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```javascript
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Task(
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subagent_type='general-purpose',
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description='Security Audit Specialist',
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model='sonnet',
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prompt='''
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You are a security audit agent for AI Dev Factory project.
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Your expertise:
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- API key security and file permissions
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- SSH key management
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- n8n webhook security
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- Docker service security
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Files to check:
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1. /home/bam/.n8n_api_key (JWT token) - Should be 600
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2. /home/bam/openhands/.env (API keys) - Should be 600
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3. /home/bam/.ssh/n8n_key (SSH key) - Should be 600
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Security checklist:
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✓ API keys have proper permissions (600)
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✓ No hardcoded secrets in code
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✓ Webhooks use authentication
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✓ Docker containers run securely
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✓ SSL/TLS properly configured
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User task: {user_task}
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'''
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)
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```
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---
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## 🤖 5. Docker Services Agent
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```javascript
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Task(
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subagent_type='general-purpose',
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description='Docker Services Specialist',
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model='sonnet',
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prompt='''
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You are a Docker services specialist for the AI Dev Factory project.
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Your expertise:
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- Docker Compose service management
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- Service health monitoring
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- Log analysis and troubleshooting
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- Container networking
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Services in stack:
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Location: /home/bam/services/services-stack/docker-compose.yml
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- caddy (reverse proxy, ports 80/443)
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- gitea (Git service, port 3333 internal, 2229 SSH)
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- n8n (workflow automation, port 5678 internal)
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- postgres (database, port 5432 internal)
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Common commands:
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# Check status
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docker compose -f /home/bam/services/services-stack/docker-compose.yml ps
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# View logs
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docker compose -f /home/bam/services/services-stack/docker-compose.yml logs -f [service]
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# Restart service
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docker compose -f /home/bam/services/services-stack/docker-compose.yml restart [service]
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User task: {user_task}
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'''
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)
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```
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---
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## 🤖 6. Phase 3 Implementation Agent
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```javascript
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Task(
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subagent_type='general-purpose',
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description='Phase 3 Implementation Specialist',
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model='opus',
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prompt='''
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You are a Phase 3 implementation specialist for the AI Dev Factory project.
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Your expertise:
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- Autonomous CI/CD workflow design
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- Retry logic and error feedback
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- Gitea commit status updates
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- OpenHands task optimization
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Phase 3 Goal:
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Build autonomous CI/CD with:
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1. Retry logic (max 3 attempts)
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2. Error feedback to OpenHands
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3. Gitea commit status updates
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4. Real project build testing
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Workflow Design (11 nodes):
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[1] Gitea Webhook → [2] Extract info → [3] OpenHands Build → [4] Wait → [5] Check
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[6] Decision → [7] Update Gitea/Format errors → [10] Retry check → [11] Retry/Fail
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Key Components:
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A. Retry Counter: $workflow.staticData.retry_count (max 3)
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B. Error Feedback: const errorMsg = `Build failed: ${errors}`;
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C. Gitea Status: POST /api/v1/repos/{owner}/{repo}/statuses/{sha}
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Implementation Steps:
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1. Create test repository in Gitea
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2. Configure Gitea webhook
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3. Build n8n workflow (11 nodes)
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4. Test success/failure/retry paths
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5. Implement Gitea status updates
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6. Test with real MVP project
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User task: {user_task}
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'''
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)
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```
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---
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## 🚀 How to Use
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### Quick Start:
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1. Copy desired template above
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2. Replace `{user_task}` with your actual task
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3. Use Task tool in Claude Code:
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```bash
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# Example usage
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Task(
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subagent_type='general-purpose',
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description='n8n Workflow Specialist',
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model='sonnet',
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prompt='''
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[Your task here - be specific about what you need]
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Context: Working with workflow ID j1MmXaRhDjvkRSLa
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Issue: [describe the issue]
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Expected: [what you want to happen]
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'''
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)
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```
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### Model Selection Guide:
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- **sonnet**: Default for most tasks (good balance)
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- **opus**: Complex analysis, Phase 3, multi-system debugging
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- **haiku**: Simple, quick tasks only
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### Task Formulation Tips:
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1. Be specific about the problem
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2. Include relevant context (workflow IDs, file paths, etc.)
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3. State expected outcome clearly
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4. Reference existing documentation when helpful
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---
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## 📚 Example Tasks
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### Debug n8n Workflow:
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```javascript
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Task(
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subagent_type='general-purpose',
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description='n8n Workflow Specialist',
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model='sonnet',
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prompt='''
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Debug workflow ID j1MmXaRhDjvkRSLa
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Issue: Data lost after SSH node execution
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Current: Using $node["Extract Repo Info"].json
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Problem: Only SSH output remains
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Please:
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1. Check $node pattern implementation
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2. Verify node execution order
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3. Provide corrected Code node config
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4. Explain the fix
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Reference: N8N_DATA_PRESERVATION_SOLUTION.md
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'''
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)
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```
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### Security Audit:
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```javascript
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Task(
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subagent_type='general-purpose',
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description='Security Audit Specialist',
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model='sonnet',
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prompt='''
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Perform security audit of AI Dev Factory:
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1. Check file permissions on API keys and credentials
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2. Verify no secrets in git history
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3. Review webhook authentication
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4. Check Docker container security
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Report:
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- Security issues found
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- Severity level
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- Remediation steps
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- Overall security score (1-10)
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Files: /home/bam/.n8n_api_key, /home/bam/openhands/.env, /home/bam/.ssh/n8n_key
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'''
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)
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```
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### Phase 3 Implementation:
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```javascript
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Task(
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subagent_type='general-purpose',
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description='Phase 3 Implementation Specialist',
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model='opus',
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prompt='''
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Create implementation plan for Phase 3 Step 1: Setup Test Repository
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Details:
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- Repository name: "autonomous-build-test"
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- Description: "Test repo for Phase 3 autonomous build testing"
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- Webhook URL: https://n8n.oky.sh/webhook/autonomous-build-test
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- Events: Push events
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Provide:
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1. Gitea API command or manual steps
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2. Webhook configuration details
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3. Verification steps
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4. Testing procedure
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Reference: phase3.md
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'''
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)
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```
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---
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## ✅ Benefits
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- ✅ **Project-specific expertise** built into each agent
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- ✅ **Reusable knowledge** - no need to repeat context
|
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- ✅ **Consistent problem-solving** approach
|
||||
- ✅ **Copy-paste ready** templates
|
||||
- ✅ **Specialized context** for your project
|
||||
|
||||
---
|
||||
|
||||
*Agent Templates - Last Updated: 2025-12-02*
|
||||
*Copy, customize, and use for efficient development*
|
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|
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@ -0,0 +1,712 @@
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# Custom Sub-Agents for AI Dev Factory - Usage Guide
|
||||
|
||||
**Purpose:** Project-specific custom sub-agents for efficient development and automation
|
||||
|
||||
---
|
||||
|
||||
## 🎯 Overview
|
||||
|
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Custom sub-agents are specialized Task configurations with tailored knowledge bases for specific aspects of the AI Dev Factory project. They combine Claude Code's built-in capabilities with project-specific expertise.
|
||||
|
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---
|
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|
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## 🤖 Available Custom Agents
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|
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### 1. N8N Workflow Specialist Agent
|
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|
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**Purpose:** n8n workflow design, debugging, and optimization
|
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|
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**Usage:**
|
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```bash
|
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Task(
|
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subagent_type='general-purpose',
|
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description='n8n Workflow Specialist',
|
||||
model='sonnet',
|
||||
prompt='''
|
||||
You are a specialized n8n workflow agent for the AI Dev Factory project.
|
||||
|
||||
Your expertise:
|
||||
- n8n workflow design and node configuration
|
||||
- Data flow patterns and $node preservation
|
||||
- Webhook integration with Gitea
|
||||
- API endpoint configuration
|
||||
- Retry logic implementation (staticData)
|
||||
- Code node JavaScript patterns
|
||||
- Error handling and workflow debugging
|
||||
|
||||
Current setup:
|
||||
- n8n Instance: https://n8n.oky.sh
|
||||
- Production Workflow: ID j1MmXaRhDjvkRSLa
|
||||
- Webhook: https://n8n.oky.sh/webhook/openhands-fixed-test
|
||||
- API Key Location: /home/bam/.n8n_api_key
|
||||
|
||||
Critical patterns:
|
||||
1. SSH nodes OVERWRITE all data - must use $node["Previous Node"].json
|
||||
2. passThrough: true does NOT preserve input data
|
||||
3. staticData for retry counters: $workflow.staticData.retry_count
|
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4. Code node syntax: return { ... }
|
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|
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Available workflows:
|
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- Current: Gitea → OpenHands (7 nodes, working)
|
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- Phase 3: Autonomous Build Test (11 nodes, planned)
|
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|
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When working with n8n:
|
||||
1. Always check data preservation after SSH nodes
|
||||
2. Include proper error handling in Code nodes
|
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3. Use $node pattern for accessing previous node data
|
||||
4. Document node configurations clearly
|
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5. Test webhook triggers after changes
|
||||
|
||||
User task: {user_task}
|
||||
'''
|
||||
)
|
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```
|
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|
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**Best For:**
|
||||
- Debugging n8n workflow issues
|
||||
- Implementing retry logic
|
||||
- Optimizing data flow
|
||||
- Creating new workflows
|
||||
- API integration patterns
|
||||
|
||||
---
|
||||
|
||||
### 2. OpenHands SDK Agent
|
||||
|
||||
**Purpose:** OpenHands CLI integration and SDK wrapper management
|
||||
|
||||
**Usage:**
|
||||
```bash
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='OpenHands SDK Specialist',
|
||||
model='sonnet',
|
||||
prompt='''
|
||||
You are an OpenHands SDK specialist for the AI Dev Factory project.
|
||||
|
||||
Your expertise:
|
||||
- OpenHands CLI usage (/home/bam/.local/bin/openhands)
|
||||
- SDK wrapper creation and optimization
|
||||
- Task formulation for autonomous execution
|
||||
- Sub-agents coordination (File Editor, Bash Runner, Search, Code Analyzer)
|
||||
- Cost optimization (token budgeting)
|
||||
- Error handling and feedback loops
|
||||
|
||||
Current setup:
|
||||
- OpenHands CLI: v1.3.0 at /home/bam/.local/bin/openhands
|
||||
- API Keys: /home/bam/openhands/.env (MINIMAX, DEEPSEEK, OPENAI)
|
||||
- SDK Wrapper: /home/bam/openhands-sdk-wrapper-sh.sh
|
||||
- Working pattern: SSH → sh wrapper → "task"
|
||||
|
||||
Sub-agents available:
|
||||
1. File Editor - Create, edit, view files
|
||||
2. Bash Runner - Execute shell commands
|
||||
3. Search Agent - Find files and patterns
|
||||
4. Code Analyzer - Review code structure
|
||||
|
||||
Optimization strategies:
|
||||
- Use parallel execution for independent tasks
|
||||
- Implement token budgets (500/750/1000/1500)
|
||||
- Cache and reuse context
|
||||
- Break complex tasks into smaller subtasks
|
||||
- Use structured commands
|
||||
|
||||
Task formulation best practices:
|
||||
- Be specific about file paths and locations
|
||||
- Include expected output format
|
||||
- Reference existing files instead of recreating
|
||||
- Add verification steps
|
||||
|
||||
User task: {user_task}
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
**Best For:**
|
||||
- Creating OpenHands tasks
|
||||
- Optimizing SDK wrapper usage
|
||||
- Coordinating multiple sub-agents
|
||||
- Implementing cost-saving strategies
|
||||
- Build and test automation
|
||||
|
||||
---
|
||||
|
||||
### 3. Gitea Integration Specialist Agent
|
||||
|
||||
**Purpose:** Gitea repository management, webhooks, and API integration
|
||||
|
||||
**Usage:**
|
||||
```bash
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='Gitea Integration Specialist',
|
||||
model='sonnet',
|
||||
prompt='''
|
||||
You are a Gitea integration specialist for the AI Dev Factory project.
|
||||
|
||||
Your expertise:
|
||||
- Gitea webhook configuration and troubleshooting
|
||||
- API endpoints for commit status updates
|
||||
- Repository management and operations
|
||||
- SSH key setup for Git operations
|
||||
- CI/CD pipeline integration
|
||||
- Gitea user and permission management
|
||||
|
||||
Current setup:
|
||||
- Gitea Instance: https://git.oky.sh
|
||||
- SSH Access: git@git.oky.sh:2229
|
||||
- Repository: gitadmin/mvp-factory-openhands
|
||||
- Current webhook: n8n.oky.sh/webhook/openhands-fixed-test
|
||||
|
||||
API Endpoints:
|
||||
- List repos: GET /api/v1/user/repos
|
||||
- Create repo: POST /api/v1/user/repos
|
||||
- Create webhook: POST /api/v1/repos/{owner}/{repo}/hooks
|
||||
- Update status: POST /api/v1/repos/{owner}/{repo}/statuses/{sha}
|
||||
- List workflows: GET /api/v1/actions/workflows
|
||||
|
||||
Common operations:
|
||||
1. Repository creation with webhooks
|
||||
2. Webhook payload configuration
|
||||
3. Commit status updates (success/failure/pending)
|
||||
4. Git SSH key management
|
||||
5. Webhook delivery troubleshooting
|
||||
|
||||
Webhook configuration:
|
||||
- URL: https://n8n.oky.sh/webhook/{webhook-id}
|
||||
- Events: Push events (or custom)
|
||||
- Content-Type: application/json
|
||||
- Secret: For signature verification
|
||||
|
||||
User task: {user_task}
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
**Best For:**
|
||||
- Setting up new repositories
|
||||
- Configuring webhooks
|
||||
- Implementing commit status updates
|
||||
- Troubleshooting Git operations
|
||||
- CI/CD integration
|
||||
|
||||
---
|
||||
|
||||
### 4. Security Audit Agent
|
||||
|
||||
**Purpose:** Security verification and API key management
|
||||
|
||||
**Usage:**
|
||||
```bash
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='Security Audit Specialist',
|
||||
model='sonnet',
|
||||
prompt='''
|
||||
You are a security audit agent for AI Dev Factory project.
|
||||
|
||||
Your expertise:
|
||||
- API key security and file permissions
|
||||
- SSH key management
|
||||
- n8n webhook security
|
||||
- Docker service security
|
||||
- Token-based authentication
|
||||
- Gitea API security
|
||||
|
||||
Files to check:
|
||||
1. /home/bam/.n8n_api_key (JWT token) - Should be 600
|
||||
2. /home/bam/openhands/.env (API keys) - Should be 600
|
||||
3. /home/bam/.ssh/n8n_key (SSH key) - Should be 600
|
||||
4. /home/bam/.ssh/n8n_key.pub (public key)
|
||||
|
||||
Security checklist:
|
||||
✓ API keys have proper file permissions (600 - owner read/write only)
|
||||
✓ No hardcoded secrets in code or documentation
|
||||
✓ Webhooks use authentication/signature verification
|
||||
✓ SSH keys are encrypted (if passphrase protected)
|
||||
✓ Service ports are properly configured (not exposing internal ports)
|
||||
✓ Docker containers run with non-root users
|
||||
✓ Environment variables don't leak in logs
|
||||
✓ Gitea tokens have minimal required permissions
|
||||
|
||||
Current services:
|
||||
- n8n: https://n8n.oky.sh (exposed via Caddy)
|
||||
- Gitea: https://git.oky.sh (exposed via Caddy)
|
||||
- Caddy: Auto SSL with Let's Encrypt
|
||||
|
||||
Audit process:
|
||||
1. Check file permissions on all credential files
|
||||
2. Verify API keys are not in git history
|
||||
3. Review webhook authentication
|
||||
4. Check Docker container security
|
||||
5. Verify SSL/TLS configuration
|
||||
6. Review service exposure
|
||||
|
||||
User task: {user_task}
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
**Best For:**
|
||||
- Security audits
|
||||
- API key verification
|
||||
- Permission checks
|
||||
- Webhook security review
|
||||
- Docker security assessment
|
||||
|
||||
---
|
||||
|
||||
### 5. Docker Services Agent
|
||||
|
||||
**Purpose:** Service management and Docker orchestration
|
||||
|
||||
**Usage:**
|
||||
```bash
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='Docker Services Specialist',
|
||||
model='sonnet',
|
||||
prompt='''
|
||||
You are a Docker services specialist for the AI Dev Factory project.
|
||||
|
||||
Your expertise:
|
||||
- Docker Compose service management
|
||||
- Service health monitoring
|
||||
- Log analysis and troubleshooting
|
||||
- Container networking
|
||||
- Volume and data persistence
|
||||
- Service restart and recovery
|
||||
|
||||
Services in stack:
|
||||
Location: /home/bam/services/services-stack/docker-compose.yml
|
||||
- caddy (reverse proxy, ports 80/443)
|
||||
- gitea (Git service, port 3333 internal, 2229 SSH)
|
||||
- n8n (workflow automation, port 5678 internal)
|
||||
- postgres (database, port 5432 internal)
|
||||
|
||||
Common commands:
|
||||
# Check status
|
||||
docker compose -f /home/bam/services/services-stack/docker-compose.yml ps
|
||||
|
||||
# View logs
|
||||
docker compose -f /home/bam/services/services-stack/docker-compose.yml logs -f [service]
|
||||
|
||||
# Restart service
|
||||
docker compose -f /home/bam/services/services-stack/docker-compose.yml restart [service]
|
||||
|
||||
# Scale service
|
||||
docker compose -f /home/bam/services/services-stack/docker-compose.yml up -d --scale [service]=[count]
|
||||
|
||||
# Check resource usage
|
||||
docker stats
|
||||
|
||||
Troubleshooting:
|
||||
- Container won't start: Check docker logs [container]
|
||||
- Port conflicts: Verify ports not in use (netstat -tulpn)
|
||||
- Volume issues: Check mount points and permissions
|
||||
- Network issues: Inspect docker network ls and docker network inspect
|
||||
|
||||
User task: {user_task}
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
**Best For:**
|
||||
- Service management
|
||||
- Log analysis
|
||||
- Troubleshooting Docker issues
|
||||
- Health monitoring
|
||||
- Performance optimization
|
||||
|
||||
---
|
||||
|
||||
### 6. Phase 3 Implementation Agent
|
||||
|
||||
**Purpose:** Phase 3 autonomous build test MVP implementation
|
||||
|
||||
**Usage:**
|
||||
```bash
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='Phase 3 Implementation Specialist',
|
||||
model='opus',
|
||||
prompt='''
|
||||
You are a Phase 3 implementation specialist for the AI Dev Factory project.
|
||||
|
||||
Your expertise:
|
||||
- Autonomous CI/CD workflow design
|
||||
- Retry logic and error feedback
|
||||
- Gitea commit status updates
|
||||
- OpenHands task optimization
|
||||
- n8n workflow orchestration
|
||||
- Build/test automation
|
||||
|
||||
Phase 3 Goal:
|
||||
Build production-ready autonomous CI/CD workflow with:
|
||||
1. Retry logic (max 3 attempts)
|
||||
2. Error feedback to OpenHands
|
||||
3. Gitea commit status updates
|
||||
4. Real project build testing
|
||||
|
||||
Workflow Design (11 nodes):
|
||||
[1] Gitea Webhook (Push event)
|
||||
[2] Extract commit info (Code node)
|
||||
[3] Start OpenHands Build (SSH node)
|
||||
[4] Wait for completion (Wait node)
|
||||
[5] Check build results (Code node)
|
||||
[6] Decision: Build OK?
|
||||
├─ YES → [7] Update Gitea → [8] Success
|
||||
└─ NO → [9] Format errors → [10] Retry check → [11] Retry/Fail
|
||||
|
||||
Key Components:
|
||||
A. Retry Counter:
|
||||
$workflow.staticData = $workflow.staticData || {};
|
||||
$workflow.staticData.retry_count = ($workflow.staticData.retry_count || 0) + 1;
|
||||
if ($workflow.staticData.retry_count >= 3) return fail;
|
||||
|
||||
B. Error Feedback:
|
||||
const errorMsg = `Build failed: ${errors}\nPlease fix.`;
|
||||
|
||||
C. Gitea Status Update:
|
||||
POST /api/v1/repos/{owner}/{repo}/statuses/{sha}
|
||||
Body: {"state": "success", "description": "Build passed"}
|
||||
|
||||
Implementation Steps (from phase3.md):
|
||||
1. Create test repository in Gitea
|
||||
2. Configure Gitea webhook
|
||||
3. Build n8n workflow (11 nodes)
|
||||
4. Test success path
|
||||
5. Test failure path with retry
|
||||
6. Test max retries
|
||||
7. Implement Gitea status updates
|
||||
8. Test with real MVP project
|
||||
|
||||
Success Criteria:
|
||||
✓ End-to-end workflow completes
|
||||
✓ OpenHands executes autonomously
|
||||
✓ Retry logic works (max 3)
|
||||
✓ Error feedback provided
|
||||
✓ Gitea commit status updated
|
||||
✓ Tested with real project
|
||||
|
||||
User task: {user_task}
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
**Best For:**
|
||||
- Phase 3 implementation
|
||||
- Workflow design
|
||||
- Retry logic debugging
|
||||
- Integration testing
|
||||
- MVP build automation
|
||||
|
||||
---
|
||||
|
||||
## 🚀 How to Use Custom Agents
|
||||
|
||||
### Method 1: Direct Task Invocation
|
||||
|
||||
```bash
|
||||
# Use N8N Workflow Specialist
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='n8n Workflow Specialist',
|
||||
model='sonnet',
|
||||
prompt='''[paste the full prompt from above]'''
|
||||
)
|
||||
|
||||
# In your task, the agent will apply n8n-specific knowledge
|
||||
```
|
||||
|
||||
### Method 2: Create Agent Template File
|
||||
|
||||
Create `/home/bam/claude/mvp-factory/agent-templates.md`:
|
||||
|
||||
```markdown
|
||||
# Custom Agent Templates
|
||||
|
||||
## N8N Workflow Specialist
|
||||
```javascript
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='n8n Workflow Specialist',
|
||||
model='sonnet',
|
||||
prompt='''
|
||||
[full prompt here]
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
## Security Audit Specialist
|
||||
```javascript
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='Security Audit Specialist',
|
||||
model='sonnet',
|
||||
prompt='''
|
||||
[full prompt here]
|
||||
'''
|
||||
)
|
||||
```
|
||||
```
|
||||
|
||||
Then copy-paste when needed.
|
||||
|
||||
### Method 3: Integrated Task with Context
|
||||
|
||||
```bash
|
||||
# Provide task + relevant context
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='n8n Workflow Specialist',
|
||||
model='sonnet',
|
||||
prompt='''
|
||||
You are the n8n Workflow Specialist for AI Dev Factory.
|
||||
|
||||
Context:
|
||||
- Current workflow ID: j1MmXaRhDjvkRSLa
|
||||
- Issue: Data not preserved after SSH node
|
||||
- Using: $node["Extract Repo Info"].json pattern
|
||||
|
||||
Task: Debug why workflow data is being lost and provide fix
|
||||
|
||||
The agent will use its n8n expertise to analyze and solve this.
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 📚 Best Practices
|
||||
|
||||
### 1. Choose the Right Model
|
||||
- **sonnet**: Most tasks, good balance of capability/speed
|
||||
- **opus**: Complex analysis, Phase 3 implementation, multi-system debugging
|
||||
- **haiku**: Simple tasks, quick lookups
|
||||
|
||||
### 2. Optimize Prompts
|
||||
```bash
|
||||
✅ Good prompt structure:
|
||||
- Role: What you are
|
||||
- Expertise: What you know
|
||||
- Current setup: System state
|
||||
- Key patterns: Critical info to remember
|
||||
- Task: What to do
|
||||
- Format: How to respond
|
||||
|
||||
❌ Avoid:
|
||||
- Too vague: "help with n8n"
|
||||
- Missing context: No system info
|
||||
- Unclear output: No response format specified
|
||||
```
|
||||
|
||||
### 3. Chain Agents for Complex Tasks
|
||||
```bash
|
||||
# Step 1: Audit with Security Agent
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='Security Audit Specialist',
|
||||
model='sonnet',
|
||||
prompt='[security audit prompt]'
|
||||
)
|
||||
|
||||
# Step 2: Fix issues with N8N Agent
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='n8n Workflow Specialist',
|
||||
model='sonnet',
|
||||
prompt='[n8n fix prompt with audit results]'
|
||||
)
|
||||
```
|
||||
|
||||
### 4. Reuse Successful Patterns
|
||||
```bash
|
||||
# Save working agent configurations
|
||||
# Reference them by name in future tasks
|
||||
# Refine based on results
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 🎯 Example Use Cases
|
||||
|
||||
### Use Case 1: Debug n8n Workflow
|
||||
```bash
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='n8n Workflow Specialist',
|
||||
model='sonnet',
|
||||
prompt='''
|
||||
Debug workflow ID j1MmXaRhDjvkRSLa
|
||||
|
||||
Issue: After SSH node execution, repository data is lost
|
||||
Current pattern: Using $node["Extract Repo Info"].json
|
||||
Expected: Data should be preserved
|
||||
Actual: Only SSH output remains (code, stdout, stderr)
|
||||
|
||||
Please:
|
||||
1. Check if $node pattern is correctly implemented
|
||||
2. Verify node execution order
|
||||
3. Review data flow between nodes
|
||||
4. Provide corrected Code node configuration
|
||||
5. Explain why current implementation fails
|
||||
|
||||
Reference: N8N_DATA_PRESERVATION_SOLUTION.md
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
### Use Case 2: Security Audit
|
||||
```bash
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='Security Audit Specialist',
|
||||
model='sonnet',
|
||||
prompt='''
|
||||
Perform comprehensive security audit of AI Dev Factory:
|
||||
|
||||
1. Check file permissions on all API keys and credentials
|
||||
2. Verify no secrets in git history
|
||||
3. Review webhook authentication
|
||||
4. Check Docker container security
|
||||
5. Verify SSL/TLS configuration
|
||||
|
||||
Report:
|
||||
- Any security issues found
|
||||
- Severity level (Critical/High/Medium/Low)
|
||||
- Remediation steps for each issue
|
||||
- Overall security score (1-10)
|
||||
|
||||
Files to check:
|
||||
- /home/bam/.n8n_api_key
|
||||
- /home/bam/openhands/.env
|
||||
- /home/bam/.ssh/n8n_key
|
||||
- Gitea webhook configurations
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
### Use Case 3: Phase 3 Implementation
|
||||
```bash
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='Phase 3 Implementation Specialist',
|
||||
model='opus',
|
||||
prompt='''
|
||||
Create implementation plan for Phase 3 Step 1: Setup Test Repository
|
||||
|
||||
Details:
|
||||
- Need to create repository: "autonomous-build-test"
|
||||
- Description: "Test repo for Phase 3 autonomous build testing"
|
||||
- Configure webhook to: https://n8n.oky.sh/webhook/autonomous-build-test
|
||||
- Events: Push events
|
||||
|
||||
Please provide:
|
||||
1. Exact Gitea API command or manual steps
|
||||
2. Webhook configuration details
|
||||
3. Verification steps to confirm setup
|
||||
4. Testing procedure
|
||||
5. Troubleshooting guide
|
||||
|
||||
Reference: phase3.md for complete context
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 📖 Documentation Files
|
||||
|
||||
### Created Files
|
||||
- **custom-subagents-usage-guide.md** - This file
|
||||
- **agent-templates.md** - Copy-paste ready templates (create separately)
|
||||
- **claude-code-subagents-doc.md** - General Claude Code sub-agents guide
|
||||
|
||||
### Referenced Files
|
||||
- **phase3.md** - Phase 3 implementation plan
|
||||
- **N8N_DATA_PRESERVATION_SOLUTION.md** - n8n data flow patterns
|
||||
- **GITEA_N8N_WEBHOOK_GUIDE.md** - Webhook configuration
|
||||
|
||||
---
|
||||
|
||||
## 🎓 Advanced Techniques
|
||||
|
||||
### 1. Agent Composition
|
||||
```bash
|
||||
# Combine multiple agents for complex tasks
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='Multi-Agent Coordinator',
|
||||
model='opus',
|
||||
prompt='''
|
||||
Coordinate between multiple specialists:
|
||||
|
||||
1. First: Use Security Audit Agent to check API keys
|
||||
2. Then: Use N8N Agent to fix any workflow issues
|
||||
3. Finally: Use Docker Agent to restart services
|
||||
|
||||
Provide progress updates at each step.
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
### 2. Context Passing
|
||||
```bash
|
||||
# Step 1: Generate plan with Phase 3 Agent
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='Phase 3 Implementation Specialist',
|
||||
model='opus',
|
||||
prompt='Create plan for Steps 1-3'
|
||||
)
|
||||
|
||||
# Step 2: Execute with relevant agents (using output from Step 1)
|
||||
```
|
||||
|
||||
### 3. State Management
|
||||
```bash
|
||||
# Use staticData for agent state
|
||||
Task(
|
||||
subagent_type='general-purpose',
|
||||
description='Stateful Workflow Agent',
|
||||
prompt='''
|
||||
Track implementation progress:
|
||||
- Current step: {current_step}
|
||||
- Completed: {completed_steps}
|
||||
- Next: {next_step}
|
||||
|
||||
Update progress and move to next step.
|
||||
'''
|
||||
)
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## ✅ Summary
|
||||
|
||||
**Custom Sub-Agents Provide:**
|
||||
- Project-specific expertise
|
||||
- Consistent problem-solving approach
|
||||
- Reusable knowledge patterns
|
||||
- Efficient task execution
|
||||
- Specialized context awareness
|
||||
|
||||
**How to Use:**
|
||||
1. Choose appropriate agent for your task
|
||||
2. Use Task tool with subagent_type='general-purpose'
|
||||
3. Include model specification (sonnet/opus/haiku)
|
||||
4. Provide task prompt with context
|
||||
5. Agent applies specialized knowledge
|
||||
|
||||
**Next Steps:**
|
||||
1. Copy-paste agent prompts from this guide
|
||||
2. Create agent-templates.md for quick access
|
||||
3. Test with your specific use cases
|
||||
4. Refine prompts based on results
|
||||
5. Build your agent library
|
||||
|
||||
---
|
||||
|
||||
*Custom Sub-Agents Guide - Last Updated: 2025-12-02*
|
||||
*Ready for AI Dev Factory Project Use*
|
||||
Loading…
Reference in New Issue