Automation Build Flow

Automation Build Flow

Professional workflow builder that generates complete, production-ready JSON for any automation platform.

Supported Platforms

• Power Automate (Microsoft)
• n8n (Open-source)
• Make (formerly Integromat)
• Zapier
• Other JSON-based workflow platforms

Purpose

This skill generates complete automation workflows by:

1. Taking implementation plan or requirements as input
2. Validating platform compatibility
3. Using flow-builder sub-agent to generate complete JSON
4. Ensuring all best practices are implemented
5. Producing ready-to-import workflow JSON

When This Skill Activates

Automatically activates when user:

• Has implementation plan: "Build this workflow from the plan"
• Provides requirements: "Create a workflow that does X, Y, Z"
• Requests JSON generation: "Generate the flow JSON"
• Has plan from automation-brainstorm: "Use this plan to build the flow"
• Keywords: "build flow", "create workflow", "generate JSON", "implement this"

Prerequisites:

• Platform must be specified (or will ask)
• Requirements must be clear (or will request clarification)

Does NOT activate when:

• User needs help planning (use automation-brainstorm)
• User has error to debug (use automation-debugger)
• User wants validation only (use automation-validator)

Core Workflow

Phase 1: Input Analysis

1. Determine Input Type

   Type A: Implementation Plan (from automation-brainstorm)

   • Structured markdown plan
   • Contains all sections (trigger, actions, error handling, etc.)
   • Platform specified
   • Ready to build → Proceed to Phase 2

   Type B: Direct Requirements (user provided)

   • User describes what they want
   • May be less structured
   • Needs clarification → Gather requirements

2. Verify Platform

   Check if platform specified:

   • In plan: Check "Platform" section
   • In message: Look for platform mention
   • If missing: Ask using AskUserQuestion

   Use AskUserQuestion tool:
   
   Question: "Which platform should I generate this workflow for?"
   Header: "Platform"
   Options:
   - Power Automate (Microsoft, generates .json for "Paste code" feature)
   - n8n (Open-source, generates workflow.json for import)
   - Make (Integromat, generates scenario blueprint.json)
   - Zapier (Generates zap JSON for import API)
   - Other (Specify platform and format needed)
   

3. Validate Requirements Completeness

   Essential elements needed:

   • ✅ Trigger type and configuration
   • ✅ Main actions/steps
   • ✅ Data flow between steps
   • ✅ Error handling requirements
   • ⚠️ Optional: Specific connectors, advanced config

   If missing critical info:

   Use AskUserQuestion tool to gather missing pieces:
   
   Example for missing trigger:
   Question: "What should trigger this workflow?"
   Header: "Trigger"
   Options: [Schedule/Event/Webhook/Manual]
   
   Example for missing actions:
   Question: "What are the main actions this workflow should perform?"
   Header: "Actions"
   MultiSelect: true
   Options: [Based on context]
   

Phase 2: Build Workflow with Sub-Agent

CRITICAL: Use Task tool to launch flow-builder sub-agent.

Use Task tool with subagent_type="general-purpose" or "Plan"

Prompt: "Generate complete workflow JSON for [PLATFORM] with the following specification:

## Platform
[Power Automate / n8n / Make / Zapier / Other]

## Complete Specification

[IF FROM PLAN: Paste entire implementation plan here]

[IF FROM REQUIREMENTS: Structure requirements as:]

### Trigger
Type: [Schedule/Event/Webhook/Manual]
Configuration:
- [Parameter 1]: [Value]
- [Parameter 2]: [Value]
Platform connector/node: [Specific component]

### Actions/Steps

#### Step 1: [Name]
Purpose: [What it does]
Connector/Node: [Platform-specific component]
Inputs:
- [Input 1]: [Value/Expression]
- [Input 2]: [Value/Expression]
Outputs: [What this step produces]

#### Step 2: [Name]
[Same structure]

[Continue for all steps]

### Conditional Logic
[If applicable, describe conditions and branching]

### Error Handling
Global strategy: [Scope/Try-catch/Error boundary]
Step-specific handling:
- [Step 1]: [On error behavior]
- [Step 2]: [On error behavior]

### Performance Configuration
- API rate limits: [Delays/Throttling needed]
- Batching: [Batch size if applicable]
- Concurrency: [Sequential/Parallel configuration]

### Security
- Authentication: [Method for each connector]
- Sensitive data: [Handling strategy]

### Monitoring
- Logging: [What to log]
- Alerts: [When to alert]

## Requirements for Generated JSON

CRITICAL - The output must be:

1. **Complete and Valid**
   - Syntactically correct JSON for [PLATFORM]
   - All required fields present
   - No placeholders or TODOs
   - Valid IDs/GUIDs as required by platform

2. **Platform-Specific Structure**
   - Follow [PLATFORM] schema exactly
   - Reference: Docs/{Platform}_Documentation/format-specification.md
   - Use correct connector/node names for platform
   - Follow platform naming conventions

3. **Fully Configured**
   - All triggers properly configured
   - All actions have complete inputs
   - Error handlers in place
   - Dependencies/runAfter chains correct
   - Variables initialized if needed

4. **Best Practices Implemented**
   - Error handling as specified
   - Performance optimizations (delays, batching)
   - Security configurations
   - Retry logic for transient errors
   - Idempotency where applicable

5. **Ready for Import**
   - Can be directly imported/pasted into [PLATFORM]
   - No manual editing needed
   - All expressions/formulas valid for platform
   - Connection placeholders where appropriate

## Platform-Specific Requirements

[IF Power Automate]:
- Schema: https://schema.management.azure.com/providers/Microsoft.Logic/schemas/2016-06-01/workflowdefinition.json#
- Include $connections parameter
- Use correct operationId for each action
- Proper runAfter chains
- GUID format for operationMetadataId

[IF n8n]:
- nodes array with proper IDs
- connections object linking nodes
- position coordinates for visual layout
- Proper credential references
- Node versions specified

[IF Make]:
- modules array with proper IDs
- Proper connections/routing
- Scenario metadata
- Module configurations

[IF Zapier]:
- steps array
- Proper step types
- Action configurations
- Trigger setup

Return ONLY the complete JSON - no explanations, no markdown code blocks, no additional text.
Just the pure JSON ready for import."

Expected Output from Flow-Builder Agent:

• Complete, syntactically valid JSON
• Platform-specific format
• All triggers and actions configured
• Error handling implemented
• Performance optimizations applied
• Ready for immediate import

Phase 3: Validate Generated JSON

Before presenting to user:

1. Syntax Check

   • Valid JSON (balanced brackets, proper escaping)
   • No trailing commas
   • Correct structure

2. Completeness Check

   • All actions from plan included
   • Trigger properly configured
   • Error handlers present
   • Dependencies/connections valid

3. Platform Compliance

   • Follows platform schema
   • Uses valid connector/node names
   • Correct ID/GUID format
   • Platform-specific requirements met

If validation fails → Retry with flow-builder agent with specific corrections needed

Phase 4: Present Workflow JSON

Format output for user:

# Workflow JSON Generated ✅

## Platform
[Platform Name]

## Summary
- **Trigger**: [Trigger type]
- **Actions**: [Count] actions/nodes
- **Error Handling**: [Strategy implemented]
- **Status**: Ready for import

---

## Complete Workflow JSON

**Instructions**: Copy the entire JSON below and import into [PLATFORM]:

[IF Power Automate]: Paste into Power Automate using "Paste code" feature
[IF n8n]: Import via Settings → Import Workflow
[IF Make]: Import via Scenarios → Create new → Import Blueprint
[IF Zapier]: Use Zapier CLI or import API

```json
{
  // Complete workflow JSON here
}

What's Included

✅ Trigger Configuration

• Type: [Trigger type]
• Configuration: [Key settings]

✅ Actions/Steps ([Count] total)

1. [Action 1 name]: [What it does]
2. [Action 2 name]: [What it does] [Continue for all actions]

✅ Error Handling

• Global error handler: [Yes/No]
• Step-level handlers: [Which steps]
• Retry logic: [Where applied]
• Notifications: [Where configured]

✅ Performance Optimizations

• API throttling: [Delays/Limits]
• Batching: [If applicable]
• Concurrency: [Configuration]

✅ Security

• Authentication: [Methods used]
• Sensitive data: [How handled]

Next Steps

1. Import into [PLATFORM]

   • [Platform-specific import instructions]

2. Configure Connections

   • [List of connections to configure]
   • [Authentication requirements]

3. Test the Workflow

   • Run with sample data
   • Verify error handling
   • Check all actions execute correctly

4. Validate with automation-validator (Recommended)

   • Run: "Validate this workflow JSON"
   • Checks for best practices and potential issues

5. Deploy

   • Test environment first
   • Monitor initial runs
   • Deploy to production

Configuration Notes

[Any platform-specific notes]:

• After import, configure [connections/credentials]
• Verify [specific settings]
• Adjust [parameters] for your environment

Testing Recommendations

Test Cases:

1. Happy path: [Normal execution]
2. Error scenarios: [What to test]
3. Edge cases: [Boundary conditions]

Validation Points:

• All actions execute in correct order
• Error handling triggers correctly
• Data transforms as expected
• Performance is acceptable

Generated by automation-build-flow skill. Ready for immediate import into [PLATFORM].

## Output Format Variations by Platform

### Power Automate

```json
{
  "definition": {
    "$schema": "https://schema.management.azure.com/providers/Microsoft.Logic/schemas/2016-06-01/workflowdefinition.json#",
    "contentVersion": "1.0.0.0",
    "parameters": {
      "$connections": {
        "defaultValue": {},
        "type": "Object"
      }
    },
    "triggers": {
      "trigger_name": {
        "type": "Recurrence",
        "recurrence": {
          "frequency": "Hour",
          "interval": 1
        }
      }
    },
    "actions": {
      "action_1": {
        "type": "ApiConnection",
        "inputs": { /* ... */ },
        "runAfter": {}
      }
    }
  },
  "schemaVersion": "1.0.0.0"
}

n8n

{
  "name": "Workflow Name",
  "nodes": [
    {
      "parameters": { /* ... */ },
      "name": "Node Name",
      "type": "n8n-nodes-base.nodeName",
      "typeVersion": 1,
      "position": [250, 300],
      "id": "uuid"
    }
  ],
  "connections": {
    "Node1": {
      "main": [[{"node": "Node2", "type": "main", "index": 0}]]
    }
  }
}

Make

{
  "name": "Scenario Name",
  "flow": [
    {
      "id": 1,
      "module": "gateway:CustomWebHook",
      "parameters": { /* ... */ }
    }
  ],
  "metadata": {
    "version": 1
  }
}

Zapier

{
  "title": "Zap Name",
  "steps": [
    {
      "type": "trigger",
      "app": "app_name",
      "event": "event_name",
      "params": { /* ... */ }
    }
  ]
}

Best Practices

1. Complete Specification to Sub-Agent

Provide ALL details to flow-builder:
- Complete plan or requirements
- Platform-specific connector names
- All configurations and parameters
- Error handling requirements
- Performance settings

Don't assume sub-agent knows context!

2. Validate Before Presenting

Always check generated JSON:
✅ Syntax valid
✅ Structure complete
✅ Platform schema compliance
✅ No placeholders/TODOs
✅ All actions present

If issues found → Regenerate with corrections

3. Clear Import Instructions

Provide platform-specific import steps:
- Where to import (exact menu path)
- What to configure after import
- Common issues to watch for
- Validation recommendations

4. Error Handling Always Included

Never skip error handling:
- Global error handler (scope/try-catch)
- Action-level handlers where needed
- Retry logic for transient errors
- Notifications on critical failures

5. Performance by Default

Always include performance optimizations:
- API rate limit respect (delays)
- Batching for high-volume
- Concurrency configuration
- Filtering at source

Integration with Other Skills

Workflow Progression

automation-brainstorm
    ↓
Implementation Plan
    ↓
automation-build-flow (this skill)
    ↓
Complete Workflow JSON
    ↓
automation-validator (recommended)
    ↓
Deploy to Platform

From automation-brainstorm

Perfect Integration:

• Receives complete implementation plan
• All sections populated
• Platform specified
• Best practices researched
• Ready to build immediately

How to Handle:

1. Extract platform from plan
2. Pass entire plan to flow-builder sub-agent
3. Generate JSON
4. Present to user

To automation-validator

Recommended Flow:

After JSON generation:
"Would you like me to validate this workflow before you import it?
I can run automation-validator to check for potential issues."

If user agrees:

• Save JSON to temp file
• Trigger automation-validator
• Show validation report
• Fix any issues found
• Regenerate if needed

From Direct Requirements

If user provides requirements without plan:

1. Gather essential info (platform, trigger, actions)
2. Use AskUserQuestion for missing pieces
3. Generate JSON from requirements
4. May be simpler than brainstorm output
5. Suggest brainstorm for complex workflows

Common Scenarios

Scenario 1: Build from Brainstorm Plan

User: "Build the workflow from the plan above"

Skill:

1. Identifies plan in conversation history
2. Extracts platform (e.g., "n8n")
3. Passes complete plan to flow-builder sub-agent
4. Receives complete n8n workflow JSON
5. Validates JSON structure
6. Presents to user with import instructions

Scenario 2: Build from Simple Requirements

User: "Create a Power Automate flow that runs daily and emails me a list of new files from OneDrive"

Skill:

1. Platform specified → Power Automate ✓
2. Trigger clear → Schedule (daily) ✓
3. Actions clear → Get files, Send email ✓
4. Generates structured spec for flow-builder
5. Receives Power Automate JSON
6. Presents with configuration notes

Scenario 3: Missing Platform

User: "Build a workflow that syncs database to API"

Skill:

1. Platform not specified → Ask user
2. User selects "Make"
3. Clarifies: Which database? Which API?
4. Gathers configuration details
5. Generates Make scenario JSON
6. Presents with import instructions

Scenario 4: Complex Multi-Step

User: "Implement the workflow plan for high-volume Salesforce sync"

Skill:

1. References plan (contains all details)
2. Platform: n8n (from plan)
3. Passes comprehensive spec to flow-builder:
   • Scheduled trigger (every 5 minutes)
   • Salesforce query with pagination
   • Data transformation nodes
   • Batch processing (100 records)
   • Error handling with retry
   • Notification on failure
4. Receives complex n8n workflow (20+ nodes)
5. Validates all connections
6. Presents with testing recommendations

Quality Checklist

Before delivering JSON, verify:

• Platform correctly identified
• Flow-builder sub-agent used (never hand-code JSON)
• Generated JSON is syntactically valid
• All actions from plan/requirements included
• Trigger properly configured
• Error handling implemented
• Performance optimizations applied
• Platform schema compliance verified
• No placeholders or TODOs in JSON
• Import instructions provided
• Configuration notes included
• Next steps clearly explained
• Validation recommended

Advanced Features

Iterative Refinement

If user wants changes:

"Add email notification when it fails"
→ Regenerate with updated spec
→ Add email action to error handler
→ Present updated JSON

Partial JSON Updates

If user has JSON and wants to modify:

"This workflow needs better error handling"
→ Read existing JSON
→ Identify error handling gaps
→ Regenerate with improvements
→ Present updated JSON

Multi-Platform Generation

If user wants same workflow for different platforms:

"Generate this for both Power Automate and n8n"
→ Generate for Power Automate
→ Generate for n8n
→ Present both with comparison notes

Troubleshooting

Sub-Agent Returns Invalid JSON

Problem: JSON has syntax errors or missing elements

Solution:

1. Validate with JSON parser
2. Identify specific issues
3. Regenerate with detailed corrections:

   "Previous generation had [SPECIFIC_ISSUE].
   Regenerate with correct [CORRECTION]."
   

Platform Schema Mismatch

Problem: JSON doesn't match platform schema

Solution:

1. Reference platform format documentation
2. Identify schema violations
3. Provide correct schema example to sub-agent
4. Regenerate with schema compliance focus

Missing Critical Configuration

Problem: Generated JSON missing key settings

Solution:

1. Review original spec
2. Identify what's missing
3. Add explicit requirement to sub-agent prompt
4. Regenerate with complete spec

Ambiguous Requirements

Problem: Requirements unclear, can't generate reliably

Solution:

1. Don't guess!
2. Use AskUserQuestion to clarify
3. Get specific details
4. Generate only when requirements clear

Documentation References

Skills should reference:

• Docs/{Platform}_Documentation/ - Platform docs
• Platform-specific format specifications
• Connector/node documentation
• Best practices guides

This skill is the build engine for automation workflows. Always generates complete, production-ready JSON using flow-builder sub-agent. Never hand-codes workflow JSON.