AutomationFlowsAI & RAG › Phase-based Blog Creation System with Specialized AI Sub-agents

Phase-based Blog Creation System with Specialized AI Sub-agents

ByMatty Reed @mattyreed1 on n8n.io

Chat with a multi-agent system to write a blog. The orchestrator advances through research, headlines, hooks, outline, intro, draft, and final polish–one phase per reply—outputting options and asking you to proceed or rerun at each step.

Event trigger★★★★☆ complexityAI-powered29 nodesAgentTool WorkflowMemory Buffer WindowHTTP RequestGoogle Sheets ToolGoogle SheetsExecute Workflow TriggerAgent Tool
AI & RAG Trigger: Event Nodes: 29 Complexity: ★★★★☆ AI nodes: yes Added:

This workflow corresponds to n8n.io template #10524 — we link there as the canonical source.

This workflow follows the Agent → Agenttool recipe pattern — see all workflows that pair these two integrations.

The workflow JSON

Copy or download the full n8n JSON below. Paste it into a new n8n workflow, add your credentials, activate. Full import guide →

Download .json
{
  "id": "xmjb3hchLLPqIcOx",
  "meta": {
    "templateCredsSetupCompleted": true
  },
  "name": "Content Writing Orchestrator",
  "tags": [],
  "nodes": [
    {
      "id": "606204f3-bb99-4e6b-bfc4-75cb305debc2",
      "name": "Orchestrator",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        352,
        -64
      ],
      "parameters": {},
      "typeVersion": 1.7
    },
    {
      "id": "8cbdca18-0fcb-4423-9a81-3ea30f71503e",
      "name": "Call Headline Writer Agent",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        512,
        304
      ],
      "parameters": {},
      "typeVersion": 2.2
    },
    {
      "id": "9257d655-f025-453a-a7f0-67fe2107e40b",
      "name": "Call Hook Writer Agent",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        672,
        304
      ],
      "parameters": {},
      "typeVersion": 2.2
    },
    {
      "id": "8ef6e4d8-e4cf-4eb5-b510-06b10788a7ca",
      "name": "Call Intro Writer Agent",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        992,
        304
      ],
      "parameters": {},
      "typeVersion": 2.2
    },
    {
      "id": "ee7888a8-4efb-4053-99ce-5a7e24c1b6af",
      "name": "Call Outline Writer Agent",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        832,
        304
      ],
      "parameters": {},
      "typeVersion": 2.2
    },
    {
      "id": "213a2907-172d-477d-b505-902d9be6345f",
      "name": "Call Blog Writer Agent",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        1280,
        304
      ],
      "parameters": {},
      "typeVersion": 2.2
    },
    {
      "id": "c02ebde5-749b-499b-b7a4-9fc427d4132e",
      "name": "Simple Memory",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        80,
        320
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "d2a2d1b0-332d-4289-970e-2bb97bd397f9",
      "name": "Call Final Draft Editor Agent",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        1424,
        304
      ],
      "parameters": {},
      "typeVersion": 2.2
    },
    {
      "id": "521ca0f2-da9a-4a32-98ec-e2826e672208",
      "name": "Call Sources and Quotes Agent",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        1136,
        304
      ],
      "parameters": {},
      "typeVersion": 2.2
    },
    {
      "id": "8bf7f876-2dbb-497e-b5e7-ab72598fcfa3",
      "name": "Sticky Note",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -128,
        208
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "af83f17b-9c1f-4e4d-bb95-ffa9c0b88694",
      "name": "Sticky Note1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -128,
        -176
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "80f2cd34-e50c-437e-b8aa-4c845e4a345a",
      "name": "Sticky Note2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        336,
        208
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "325c204f-9ad7-4f04-a781-ca57c30ab762",
      "name": "Return Output",
      "type": "n8n-nodes-base.noOp",
      "disabled": true,
      "position": [
        272,
        592
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "a203ddc3-9154-4d03-86b1-d356a4121501",
      "name": "Research w/ Perplexity",
      "type": "n8n-nodes-base.httpRequest",
      "disabled": true,
      "position": [
        -64,
        592
      ],
      "parameters": {},
      "typeVersion": 4.2
    },
    {
      "id": "3167721a-3b21-4c1a-880c-712a82ede994",
      "name": "Headlines Writer",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "disabled": true,
      "position": [
        736,
        592
      ],
      "parameters": {},
      "typeVersion": 1.7
    },
    {
      "id": "6c96cc9d-9eaa-4b1e-bea7-fb29d22fcbe7",
      "name": "Sticky Note3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        48,
        208
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "901536b0-164e-477c-9519-806022eeb4fa",
      "name": "Get Research",
      "type": "n8n-nodes-base.googleSheetsTool",
      "position": [
        208,
        320
      ],
      "parameters": {},
      "typeVersion": 4.7
    },
    {
      "id": "5e41b4bc-d2cd-4259-bce0-98b9306426d5",
      "name": "Save Research",
      "type": "n8n-nodes-base.googleSheets",
      "disabled": true,
      "position": [
        112,
        592
      ],
      "parameters": {},
      "typeVersion": 4.7
    },
    {
      "id": "33fbb3e0-ed9b-4449-a358-4758a77b396d",
      "name": "Do Research",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        368,
        304
      ],
      "parameters": {},
      "typeVersion": 2.2
    },
    {
      "id": "c9249388-b824-43b4-876e-be4c263048d6",
      "name": "Sticky Note4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -128,
        480
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "633214e5-42a5-4362-81fb-1b3a1489b713",
      "name": "Sticky Note5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        496,
        480
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "cca8ea5f-a9b3-4bce-96a5-266ba8ce7a8d",
      "name": "When Executed by Another Workflow",
      "type": "n8n-nodes-base.executeWorkflowTrigger",
      "disabled": true,
      "position": [
        544,
        592
      ],
      "parameters": {},
      "typeVersion": 1.1
    },
    {
      "id": "717a34ea-3dec-4452-8493-c9cbd8571653",
      "name": "Sticky Note6",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1120,
        480
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "bd6cd31c-e38c-404d-ac20-6df6870ec742",
      "name": "Headlines Writer (Tool)",
      "type": "@n8n/n8n-nodes-langchain.agentTool",
      "disabled": true,
      "position": [
        1232,
        608
      ],
      "parameters": {},
      "typeVersion": 2.2
    },
    {
      "id": "b8e8a443-d0a3-4d0d-9450-2456dc324623",
      "name": "Chat",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        -80,
        -64
      ],
      "parameters": {},
      "typeVersion": 1.1
    },
    {
      "id": "499107ef-117d-4754-8230-6f6d683914af",
      "name": "Slack Message Received",
      "type": "n8n-nodes-base.slackTrigger",
      "disabled": true,
      "position": [
        96,
        0
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "7ce062cc-3deb-4eb0-a534-44fefb373732",
      "name": "Slack Message Response",
      "type": "n8n-nodes-base.slack",
      "disabled": true,
      "position": [
        704,
        -64
      ],
      "parameters": {},
      "typeVersion": 2.3
    },
    {
      "id": "a473ff01-d890-4d8d-9a26-3a579d96dd7b",
      "name": "Sticky Note7",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -688,
        -176
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "ee3fcf8a-709c-4a41-be11-2f2a78c54cf7",
      "name": "Claude",
      "type": "@n8n/n8n-nodes-langchain.lmChatAnthropic",
      "position": [
        -96,
        320
      ],
      "parameters": {},
      "typeVersion": 1.3
    }
  ],
  "active": false,
  "settings": {
    "executionOrder": "v1"
  },
  "versionId": "83cf5027-fa79-480a-a228-fa0f239b5d09",
  "connections": {
    "Chat": {
      "main": [
        [
          {
            "node": "Orchestrator",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Claude": {
      "ai_languageModel": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Do Research": {
      "ai_tool": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Get Research": {
      "ai_tool": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Orchestrator": {
      "main": [
        [
          {
            "node": "Slack Message Response",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Return Output": {
      "main": [
        []
      ]
    },
    "Save Research": {
      "main": [
        [
          {
            "node": "Return Output",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Simple Memory": {
      "ai_memory": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "Call Blog Writer Agent": {
      "ai_tool": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Call Hook Writer Agent": {
      "ai_tool": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Research w/ Perplexity": {
      "main": [
        [
          {
            "node": "Save Research",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Slack Message Received": {
      "main": [
        [
          {
            "node": "Orchestrator",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Slack Message Response": {
      "main": [
        []
      ]
    },
    "Call Intro Writer Agent": {
      "ai_tool": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Headlines Writer (Tool)": {
      "ai_tool": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Call Outline Writer Agent": {
      "ai_tool": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Call Headline Writer Agent": {
      "ai_tool": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Call Final Draft Editor Agent": {
      "ai_tool": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Call Sources and Quotes Agent": {
      "ai_tool": [
        [
          {
            "node": "Orchestrator",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "When Executed by Another Workflow": {
      "main": [
        [
          {
            "node": "Headlines Writer",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}
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About this workflow

Chat with a multi-agent system to write a blog. The orchestrator advances through research, headlines, hooks, outline, intro, draft, and final polish–one phase per reply—outputting options and asking you to proceed or rerun at each step.

Source: https://n8n.io/workflows/10524/ — original creator credit. Request a take-down →

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