Auto Knowledge Base Article Generator

{
  "id": "WwEFqNK4YP6UJcg2",
  "meta": {
    "instanceId": "6bcff5ef8a06e8086902526a05c2a4c7bf5da8101f89e582301ed78094606f40",
    "templateCredsSetupCompleted": true
  },
  "name": "Auto Knowledge Base Article Generator",
  "tags": [],
  "nodes": [
    {
      "id": "17900021-8da3-4bd9-9d79-5d20d879ddc7",
      "name": "Create Perplexity Content",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        1220,
        380
      ],
      "parameters": {
        "url": "https://api.perplexity.ai/chat/completions",
        "method": "POST",
        "options": {},
        "jsonBody": "={
  \"model\": \"sonar-deep-research\",
  \"messages\": [
    {
      \"role\": \"user\",
      \"content\": \"Conduct an in-depth research on '{{ $json.output.parseJson().title }}', covering essential topics, recommended resources, and best practices. Additionally, please address these improvements: '{{ $json.output.parseJson().improvements }}'. The returned data should be at least 1000 words and use a combination of headers, tables, bold, and italics\"
    }
  ],
  \"max_tokens\": 60000,
  \"temperature\": 0.7,
  \"top_p\": 0.9,
  \"top_k\": 50,
  \"stream\": false,
  \"presence_penalty\": 0,
  \"frequency_penalty\": 0
}",
        "sendBody": true,
        "jsonHeaders": "{
  \"Authorization\": \"Bearer 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\",
  \"Content-Type\": \"application/json\"
}",
        "sendHeaders": true,
        "specifyBody": "json",
        "specifyHeaders": "json"
      },
      "typeVersion": 4.2
    },
    {
      "id": "0cb3f3a7-92bd-4ff3-8a89-b6fc29513e65",
      "name": "AI Writer Agent",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        720,
        380
      ],
      "parameters": {
        "text": "=Please create or revise an article about \"{{ $json.chatInput }}\".

Or an article is already written because title: {{ $json.title }} is defined. Reference it to rewrite the {{ $json.content }} field

Do not change the title, either the chatinput or the input article title. This is the title, do not change it.

If an article is NOT given, pick new categories in:
- getting-started
- learning-paths
- certifications
- programming
- applications
- career

Do not make up a category, it should be the same in the exact case as above

If an article is given, only make ammendments to the content based on these specific improvements to include: \"{{ $json.improvements }}\".

Include the improvements key only if it is an input, and in that case don't change it

Remember to return valid JSON with the fields:
{
  \"title\": \"...\",
  \"slug\": \"...\",
  \"category\": {
    \"id\": \"...\"
  },
  \"description\": \"...\",
  \"keywords\": [...],
  \"content\": \"...\",
  \"metaTitle\": \"...\",
  \"metaDescription\": \"...\",
  \"readingTime\": \"...\",
  \"difficulty\": \"...\"
  \"content\": \"...\"
}",
        "options": {
          "systemMessage": "You are a writing assistant. You will receive instructions to create or update an article in JSON format with the following structure:

{
  \"title\": \"<string>\",
  \"slug\": \"<string>\",
  \"category\": {
    \"id\": \"<string>\" // e.g., \"getting-started\", \"learning-paths\", etc.
  },
  \"description\": \"<string>\",
  \"keywords\": [\"<string>\", \"<string>\", ...],
  \"content\": \"<string>\",
  \"metaTitle\": \"<string>\",
  \"metaDescription\": \"<string>\",
  \"readingTime\": \"<number or string>\",
  \"difficulty\": \"<string>\"
}

Your task:
1. Produce a complete article in the above format, or revise the existing article if provided.
2. Make sure the text is clear, specific, and helpful to the reader.
3. Return valid JSON only – do not include extra commentary or fields beyond the above structure.
4. If any information is missing from the user instructions, make reasonable assumptions.
"
        },
        "promptType": "define"
      },
      "typeVersion": 1.7
    },
    {
      "id": "bc62facb-c5cb-465d-89b1-a65a893c3ce1",
      "name": "AI Editor Agent",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        2280,
        380
      ],
      "parameters": {
        "text": "={{ $json }}",
        "options": {
          "maxIterations": 5,
          "systemMessage": "=You are an editorial AI assistant. Your role is to review and evaluate a draft article represented as a JSON object.

Category IDs:
- \"getting-started\"
- \"learning-paths\"
- \"certifications\"
- \"programming\"
- \"applications\"
- \"career\"

Input Format:

{
  \"title\": \"<string>\",
  \"slug\": \"<string>\",
  \"category\": { \"id\": \"<string>\" },
  \"description\": \"<string>\",
  \"keywords\": [\"<string>\", \"...\"],
  \"content\": \"<string>\",
  \"metaTitle\": \"<string>\",
  \"metaDescription\": \"<string>\",
  \"readingTime\": \"<string | number>\",
  \"difficulty\": \"<string>\"
}

Your Tasks:

1. Evaluate the quality of the article — especially the title, description, content, and metadata.
2. Comment on clarity, specificity, usefulness, and overall quality.
3. If improvements are needed, add an \"improvements\" field describing exactly what to fix.
4. Set the \"action\" field:
- \"rewrite\" if improvements are needed.
- \"submit\" if the article is high quality.
5. Include all fields from the original input in your output.
6. If \"action\" is \"submit\", set \"improvements\" to null.
7. Avoid repeating feedback across iterations.
8. After 2 iterations, automatically call the accept-and-publish tool and set the \"action\" to \"submit\".
9. VERY IMPORTANT: Do NOT modify any of the input fields
10. VERY IMPORTANT: Do NOT truncate the sources or modify the content field in any way

✅ Output Format:

{
  \"title\": \"...\",
  \"action\": \"rewrite | submit\",
  \"improvements\": \"... | null\",
  \"slug\": \"...\",
  \"category\": {
    \"id\": \"...\"
  },
  \"description\": \"...\",
  \"keywords\": [\"...\"],
  \"content\": \"...\",
  \"metaTitle\": \"...\",
  \"metaDescription\": \"...\",
  \"readingTime\": \"...\",
  \"difficulty\": \"...\"
}

Tone: Be concise, direct, and constructive. Focus on maximizing clarity, usefulness, and readability for the end reader."
        },
        "promptType": "define",
        "hasOutputParser": true
      },
      "retryOnFail": true,
      "typeVersion": 1.7
    },
    {
      "id": "8c08d67a-b916-4cfd-89cd-16b34250bcb2",
      "name": "OpenAI Chat Model",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        680,
        640
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-3.5-turbo",
          "cachedResultName": "gpt-3.5-turbo"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "KLN8ZfDzv8mW6pyu",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "97bb1374-f502-4152-a5a3-bc5d46a18171",
      "name": "OpenAI Chat Model1",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        2200,
        660
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.5-preview",
          "cachedResultName": "gpt-4.5-preview"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "KLN8ZfDzv8mW6pyu",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "1c422e76-5b1a-4615-b379-ab39d4bd13b4",
      "name": "Accept and Publish",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        2500,
        680
      ],
      "parameters": {
        "name": "submit",
        "workflowId": {
          "__rl": true,
          "mode": "list",
          "value": "uIREtTV8TRuF3lru",
          "cachedResultName": "Publish to Contentful"
        },
        "description": "Call this tool when the article quality is above the threshold we need",
        "workflowInputs": {
          "value": {
            "slug": "=  {{ $json.slug }}",
            "title": "={{ $('Format').item.json.title }}",
            "content": "={{ $json.content }}",
            "category": "={{ $json.category }}",
            "keywords": "={{ $json.keywords }}",
            "metaTitle": "={{ $json.metaTitle }}",
            "difficulty": "={{ $json.difficulty }}",
            "description": "={{ $json.description }}",
            "readingTime": "={{ $json.readingTime }}",
            "metaDescription": "={{ $json.metaDescription }}"
          },
          "schema": [
            {
              "id": "title",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "title",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "action",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "action",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "improvements",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "improvements",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "slug",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "slug",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "category",
              "type": "object",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "category",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "description",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "description",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "keywords",
              "type": "array",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "keywords",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "content",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "content",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "metaTitle",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "metaTitle",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "metaDescription",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "metaDescription",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "readingTime",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "readingTime",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "difficulty",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "difficulty",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        }
      },
      "typeVersion": 2
    },
    {
      "id": "b6807e84-900a-48fc-a869-862824c62ba1",
      "name": "When chat message received",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        -60,
        660
      ],
      "webhookId": "7ed20abc-d8bc-4426-95f1-b9778c075ddf",
      "parameters": {
        "public": true,
        "options": {},
        "initialMessages": "What topics should I write about?"
      },
      "typeVersion": 1.1
    },
    {
      "id": "e3021ac4-9444-4689-af0c-a4bbd4729c35",
      "name": "JSON.parse1",
      "type": "n8n-nodes-base.code",
      "position": [
        1320,
        120
      ],
      "parameters": {
        "mode": "runOnceForEachItem",
        "jsCode": "const outputText = $json.output;

// Parse JSON from ChatGPT response
const parsedOutput = JSON.parse(outputText);

// Return parsed object for next nodes
return parsedOutput;"
      },
      "typeVersion": 2
    },
    {
      "id": "d6a5eccd-c8e3-4ee0-beb0-7b8fc8428b91",
      "name": "Merge",
      "type": "n8n-nodes-base.merge",
      "position": [
        1840,
        380
      ],
      "parameters": {
        "numberInputs": 3
      },
      "typeVersion": 3
    },
    {
      "id": "8461a1a0-a984-4ec1-bc93-3a1a312caf55",
      "name": "Format",
      "type": "n8n-nodes-base.code",
      "position": [
        2060,
        380
      ],
      "parameters": {
        "jsCode": "// Get all items passed into this node as an array
const items = $input.all();

// If you always have at least two items:
const firstItem = items[0].json;
const secondItem = items[1].json;
const thirdItem = items[2].json;

// Overwrite the first item’s “content” with the second item’s “content”
firstItem.content = secondItem.content;
firstItem.iterationCount = thirdItem.iterationCount

// Return a single new item containing the merged result
return [
  {
    json: firstItem
  }
];"
      },
      "typeVersion": 2
    },
    {
      "id": "9b9a82fb-990c-4be0-aee9-ed80f0631c28",
      "name": "JSON.parse",
      "type": "n8n-nodes-base.code",
      "position": [
        3300,
        840
      ],
      "parameters": {
        "mode": "runOnceForEachItem",
        "jsCode": "const outputText = $json.output;

// Parse JSON from ChatGPT response
const parsedOutput = JSON.parse(outputText);

// Return parsed object for next nodes
return parsedOutput;"
      },
      "typeVersion": 2
    },
    {
      "id": "066dfd10-e97a-44a8-89e0-5b2b5c4a6244",
      "name": "Format Perplexity Output & Add Citations",
      "type": "n8n-nodes-base.code",
      "position": [
        1480,
        380
      ],
      "parameters": {
        "mode": "runOnceForEachItem",
        "jsCode": "const data = { ...$json };

// Clean out <think> block if present
data.content = $json.choices[0].message.content.replace(/<think>[\s\S]*?<\/think>/g, '').trim();

// Convert citations array to markdown link list
const citations = $json.citations
  .map((url, i) => `- [${i + 1}](${url})`)
  .join('\n');

data.content += `\n\n---\n\n### Sources\n${citations}`;

return data;"
      },
      "typeVersion": 2
    },
    {
      "id": "fc9d9e93-568a-41af-a295-8736617b157e",
      "name": "Initialize Count",
      "type": "n8n-nodes-base.set",
      "position": [
        340,
        660
      ],
      "parameters": {
        "values": {
          "number": [
            {
              "name": "iterationCount"
            }
          ]
        },
        "options": {}
      },
      "typeVersion": 1
    },
    {
      "id": "b0e636dd-f572-4ee2-832f-4bb4167b011b",
      "name": "Increment Count",
      "type": "n8n-nodes-base.function",
      "position": [
        1400,
        740
      ],
      "parameters": {
        "functionCode": "const current = $json.iterationCount || 0;

return [{ iterationCount: current + 1 }];"
      },
      "typeVersion": 1
    },
    {
      "id": "86689f0e-9607-4eda-bcd6-36241d0cbe63",
      "name": "Check Limit",
      "type": "n8n-nodes-base.if",
      "position": [
        2660,
        380
      ],
      "parameters": {
        "conditions": {
          "number": [
            {
              "value1": "={{ $json.iterationCount }}",
              "value2": 3,
              "operation": "largerEqual"
            }
          ]
        }
      },
      "typeVersion": 1
    },
    {
      "id": "0f42b0f3-0b96-40df-9c06-2a6d31e142d9",
      "name": "Stop Here",
      "type": "n8n-nodes-base.noOp",
      "position": [
        2980,
        300
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "1e61b3ba-e9bd-43c7-8217-d4a22f707318",
      "name": "Execute Workflow",
      "type": "n8n-nodes-base.executeWorkflow",
      "position": [
        3740,
        300
      ],
      "parameters": {
        "options": {},
        "workflowId": {
          "__rl": true,
          "mode": "list",
          "value": "uIREtTV8TRuF3lru",
          "cachedResultName": "Publish to Contentful"
        },
        "workflowInputs": {
          "value": {
            "slug": "={{ $json.slug }}",
            "title": "={{ $json.title }}",
            "content": "={{ $json.content }}",
            "category": "={{ $json.category }}",
            "keywords": "={{ $json.keywords }}",
            "metaTitle": "={{ $json.metaTitle }}",
            "difficulty": "={{ $json.difficulty }}",
            "description": "={{ $json.description }}",
            "readingTime": "={{ $json.readingTime }}",
            "metaDescription": "={{ $json.metaDescription }}"
          },
          "schema": [
            {
              "id": "title",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "title",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "slug",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "slug",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "category",
              "type": "object",
              "display": true,
              "required": false,
              "displayName": "category",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "description",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "description",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "keywords",
              "type": "array",
              "display": true,
              "required": false,
              "displayName": "keywords",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "content",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "content",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "metaTitle",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "metaTitle",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "metaDescription",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "metaDescription",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "readingTime",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "readingTime",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "difficulty",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "difficulty",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [],
          "attemptToConvertTypes": false,
          "convertFieldsToString": true
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "04526224-e48c-4032-9c92-475c6bf9cd0a",
      "name": "JSON.parse3",
      "type": "n8n-nodes-base.code",
      "position": [
        3280,
        300
      ],
      "parameters": {
        "mode": "runOnceForEachItem",
        "jsCode": "const outputText = $json.output;

// Parse JSON from ChatGPT response
const parsedOutput = JSON.parse(outputText);

// Return parsed object for next nodes
return parsedOutput;"
      },
      "typeVersion": 2
    },
    {
      "id": "0303ab91-b788-4074-a15d-239565528dec",
      "name": "should submit",
      "type": "n8n-nodes-base.if",
      "position": [
        2980,
        680
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "version": 2,
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "and",
          "conditions": [
            {
              "id": "3c1f6cb2-a556-4c74-885e-05e4f757997b",
              "operator": {
                "name": "filter.operator.equals",
                "type": "string",
                "operation": "equals"
              },
              "leftValue": "submit",
              "rightValue": "={{ $json.output.parseJson().action }}"
            }
          ]
        }
      },
      "typeVersion": 2.2
    },
    {
      "id": "4f68e1ad-0b7c-41ca-a9cc-d220017cc1bd",
      "name": "Sticky Note",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        540,
        80
      ],
      "parameters": {
        "color": 6,
        "width": 940,
        "height": 680,
        "content": "## Writer Agent

- Focuses on writing for all the fields in contentful
- Has a specified format for input and output
- Handles implementing feedback from editor agent"
      },
      "typeVersion": 1
    },
    {
      "id": "f5e9968a-0681-4b72-9bb3-98750f55565e",
      "name": "Sticky Note1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        2620,
        120
      ],
      "parameters": {
        "color": 3,
        "width": 860,
        "height": 880,
        "content": "## Count Incrementer

- Tracks a variable count to ensure the flow hits a max number of feedback iterations.
- This is critical for feedback to avoid hitting an infinite loop."
      },
      "typeVersion": 1
    },
    {
      "id": "462e6c9a-162a-4f66-b846-14b29517454c",
      "name": "Sticky Note2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        2140,
        160
      ],
      "parameters": {
        "width": 460,
        "height": 640,
        "content": "## Editor Agent

- Sole purpose is to look at the quality of output for the previous combo of perplexity & openAI Agent.
- Determines if it is publishable or not."
      },
      "typeVersion": 1
    },
    {
      "id": "27149a0a-ab95-4f73-a20c-34167ac56d2a",
      "name": "Sticky Note3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        3580,
        60
      ],
      "parameters": {
        "color": 4,
        "width": 460,
        "height": 480,
        "content": "## Publish To Contentful

- Publishes to Contentful by converting the fields to the appropriate fields for the contentful POST create content API.
- Converts the article to Rich Text formatting specifically for Contentful by using another AI formatter trained on it's specs.

email us if you want that flow too: christian@varritech.com"
      },
      "typeVersion": 1
    }
  ],
  "active": true,
  "pinData": {},
  "settings": {
    "callerPolicy": "workflowsFromSameOwner",
    "errorWorkflow": "AKus9UvKRJfvTZBA",
    "executionOrder": "v1",
    "executionTimeout": 1800
  },
  "versionId": "69ce37b2-0909-4d9e-af89-992e22888bd8",
  "connections": {
    "Merge": {
      "main": [
        [
          {
            "node": "Format",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Format": {
      "main": [
        [
          {
            "node": "AI Editor Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Stop Here": {
      "main": [
        [
          {
            "node": "JSON.parse3",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "JSON.parse": {
      "main": [
        [
          {
            "node": "AI Writer Agent",
            "type": "main",
            "index": 0
          },
          {
            "node": "Increment Count",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Check Limit": {
      "main": [
        [
          {
            "node": "Stop Here",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "should submit",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "JSON.parse1": {
      "main": [
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "JSON.parse3": {
      "main": [
        [
          {
            "node": "Execute Workflow",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "should submit": {
      "main": [
        [
          {
            "node": "JSON.parse3",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "JSON.parse",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "AI Editor Agent": {
      "main": [
        [
          {
            "node": "Check Limit",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "AI Writer Agent": {
      "main": [
        [
          {
            "node": "Create Perplexity Content",
            "type": "main",
            "index": 0
          },
          {
            "node": "JSON.parse1",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Increment Count": {
      "main": [
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 2
          }
        ]
      ]
    },
    "Initialize Count": {
      "main": [
        [
          {
            "node": "AI Writer Agent",
            "type": "main",
            "index": 0
          },
          {
            "node": "Increment Count",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "AI Writer Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Accept and Publish": {
      "ai_tool": [
        [
          {
            "node": "AI Editor Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model1": {
      "ai_languageModel": [
        [
          {
            "node": "AI Editor Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Create Perplexity Content": {
      "main": [
        [
          {
            "node": "Format Perplexity Output & Add Citations",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "When chat message received": {
      "main": [
        [
          {
            "node": "Initialize Count",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Format Perplexity Output & Add Citations": {
      "main": [
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 1
          }
        ]
      ]
    }
  }
}