Gestion complète de la base de données Airtable avec un agent IA et un stockage Redis

• •Informations de connexion au serveur Redis
• •Peut nécessiter les informations d'identification d'authentification de l'API cible
• •Clé API OpenAI

{
  "meta": {
    "instanceId": "1e7a9324ab9334116f824c649ad91453265a99b04bad06eba0c9ec33cc653365"
  },
  "nodes": [
    {
      "id": "2bf31ff0-fdb2-4a63-8cb4-7dd77c25e3a0",
      "name": "create_custom_table",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        -432,
        736
      ],
      "parameters": {
        "url": "=https://api.airtable.com/v0/meta/bases/{{ $fromAI('base_id') }}/tables",
        "method": "POST",
        "options": {},
        "jsonBody": "={\n  \"name\": \"{{ $fromAI('table_name') }}\",\n  \"fields\": {{ $fromAI('fields_json') }}\n}",
        "sendBody": true,
        "specifyBody": "json",
        "authentication": "predefinedCredentialType",
        "toolDescription": "Creates a custom table with user-specified name and fields. For advanced users who want additional tables.\n\n{\n  \"name\": \"Bookings\",\n  \"fields\": [\n    {\"name\": \"Name\", \"type\": \"singleLineText\"},\n    {\"name\": \"Phone Number\", \"type\": \"phoneNumber\"},\n    {\"name\": \"starttime\", \"type\": \"dateTime\", \"options\": {\"dateFormat\": {\"name\": \"european\"}, \"timeFormat\": {\"name\": \"24hour\"}, \"timeZone\": \"utc\"}},\n    {\"name\": \"endtime\", \"type\": \"dateTime\", \"options\": {\"dateFormat\": {\"name\": \"european\"}, \"timeFormat\": {\"name\": \"24hour\"}, \"timeZone\": \"utc\"}},\n    {\"name\": \"eventid\", \"type\": \"singleLineText\"},\n    {\"name\": \"Service\", \"type\": \"singleLineText\"},\n    {\"name\": \"Status\", \"type\": \"singleSelect\", \"options\": {\"choices\": [{\"name\": \"confirmed\"}, {\"name\": \"cancelled\"}, {\"name\": \"completed\"}]}},\n    {\"name\": \"Notes\", \"type\": \"multilineText\"}\n  ]\n}\n\nFor create_custom_table:\n- date fields MUST have: \"options\":{\"dateFormat\":{\"name\":\"iso\"}}\n- dateTime fields MUST have: \"options\":{\"dateFormat\":{\"name\":\"iso\"},\"timeFormat\":{\"name\":\"24hour\"},\"timeZone\":\"utc\"}\n- number fields MUST have: \"options\":{\"precision\":0} or 2\n- singleSelect MUST have: \"options\":{\"choices\":[{\"name\":\"Option1\"}]}",
        "nodeCredentialType": "airtableTokenApi"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "wmXRN8LPtIYfZqS2",
          "name": "Airtable N8N"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "4d7a86f7-2e87-4d9d-8f8a-5e6b9cea6e99",
      "name": "rename_table",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        -1280,
        1568
      ],
      "parameters": {
        "url": "=https://api.airtable.com/v0/meta/bases/{{ $fromAI('base_id') }}/tables/{{ $fromAI('table_id') }}",
        "method": "PATCH",
        "options": {},
        "jsonBody": "={\n  \"name\": \"{{ $fromAI('new_name') }}\"\n}",
        "sendBody": true,
        "specifyBody": "json",
        "authentication": "predefinedCredentialType",
        "toolDescription": "Rename an existing table in the Airtable base. Requires base_id, table_id, and new_name.",
        "nodeCredentialType": "airtableTokenApi"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "wmXRN8LPtIYfZqS2",
          "name": "Airtable N8N"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "198daf19-98d5-45ab-b025-b0fec8f8db16",
      "name": "get_existing_records",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        -1648,
        1104
      ],
      "parameters": {
        "url": "=https://api.airtable.com/v0/{{ $fromAI('base_id') }}/{{ $fromAI('table_id') }}",
        "options": {},
        "authentication": "predefinedCredentialType",
        "toolDescription": "Gets current records from a specific table. Requires base_id and table_id. Use before updating records to show user current values.",
        "nodeCredentialType": "airtableTokenApi"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "wmXRN8LPtIYfZqS2",
          "name": "Airtable N8N"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "71d07559-3927-402c-9527-a3ac209c83a1",
      "name": "get_table_ids",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        -1648,
        1296
      ],
      "parameters": {
        "url": "=https://api.airtable.com/v0/meta/bases/{{ $fromAI('base_id') }}/tables",
        "options": {},
        "authentication": "predefinedCredentialType",
        "toolDescription": "Fetches all table IDs and names from the base. Critical for getting table_id needed for data operations. Use after creating tables and before adding/updating records.",
        "nodeCredentialType": "airtableTokenApi"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "wmXRN8LPtIYfZqS2",
          "name": "Airtable N8N"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "87f84943-3ecf-4d37-88c8-58652cd3409d",
      "name": "Note adhésive",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1840,
        800
      ],
      "parameters": {
        "color": 4,
        "width": 496,
        "height": 624,
        "content": "### 📖 READ OPERATIONS\n\nView & Retrieve Data:\n- get_existing_records - Shows all records from any table\n- get_table_ids - Fetches all table names, IDs, and field info from base\n\nUse for: Viewing data, checking table structure, getting IDs for operations"
      },
      "typeVersion": 1
    },
    {
      "id": "50965ac1-256d-452c-b7f7-57a80c7b6386",
      "name": "Note adhésive1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1840,
        1456
      ],
      "parameters": {
        "color": 5,
        "width": 880,
        "height": 256,
        "content": "### ✏️ UPDATE OPERATIONS\n\nModify Existing Data:\n- update_record - Updates any record with new field values\n- rename_table - Changes table names\n- rename_fields - Changes field/column names\n\nUse for: Editing records, renaming structure elements"
      },
      "typeVersion": 1
    },
    {
      "id": "5c39b558-961b-4828-be8d-17a9cd5bba63",
      "name": "Note adhésive2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -784,
        1456
      ],
      "parameters": {
        "color": 3,
        "width": 640,
        "height": 256,
        "content": "🗑️ DELETE OPERATIONS\n\nRemove Data (Permanent):\n- delete_record - Deletes specific services permanently  \n\n⚠️ WARNING: All delete operations are PERMANENT"
      },
      "typeVersion": 1
    },
    {
      "id": "ab251dd7-4686-44e1-a601-6fc5074e247c",
      "name": "Note adhésive3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -640,
        432
      ],
      "parameters": {
        "color": 6,
        "width": 496,
        "height": 976,
        "content": "### ➕ CREATE OPERATIONS\n\nBuild Database Structure:\n- create_base - Creates new Airtable base (needs workspace_id)\n- create_custom_table - Creates tables with any field structure\n- add_field - Adds new fields to existing tables\n- create_record - Adds records with flexible field values\n\nUse for: Setting up databases, adding tables, inserting data"
      },
      "typeVersion": 1
    },
    {
      "id": "e1cd5c63-31df-4e5e-a014-75f5cf168ee9",
      "name": "Redis Chat Mémoire",
      "type": "@n8n/n8n-nodes-langchain.memoryRedisChat",
      "position": [
        -1280,
        2176
      ],
      "parameters": {
        "sessionKey": "=salon_owner_agent",
        "sessionIdType": "customKey",
        "contextWindowLength": 15
      },
      "credentials": {
        "redis": {
          "id": "TGXwMeCNAC8NdQNU",
          "name": "Redis account"
        }
      },
      "typeVersion": 1.5
    },
    {
      "id": "63854117-36a6-4a3b-a90a-08fdc3ed6e76",
      "name": "Airtable Agent",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        -1200,
        1840
      ],
      "parameters": {
        "text": "={{ $json.chatInput }}",
        "options": {
          "systemMessage": "=You are an Airtable Database Assistant helping users create and manage Airtable databases.\n\n## Storage Tools Available:\n- get_base_id / set_base_id - Store and retrieve base IDs\n- get_workspace_id / set_workspace_id - Store and retrieve workspace ID\n\n## For EXISTING databases:\n1. Use get_base_id to check for stored base ID\n2. If found, use that base_id for all operations\n3. User only needs to provide base_id (NO workspace needed)\n\n## For NEW database creation ONLY:\n1. Check get_workspace_id for stored workspace\n2. If not found, ask user for workspace_id ONCE\n3. Store it with set_workspace_id for future use\n4. Create base with workspace_id\n5. Store new base_id with set_base_id\n\n## Important:\n- Only ask for workspace_id when creating NEW bases\n- For existing bases, ONLY need base_id\n- Always check stored values first before asking user\n- Store IDs after getting them to avoid asking again\n\n## Process Guidelines:\n- Be conversational and guide step-by-step\n- Create working system first, then customize\n- Use plain text only. No markdown formatting or asterisks\n- Don't assume what they want to change, ask for clarification\n- Fetch table IDs before operations unless stored in memory\n- Never lie or invent just to please the user\n"
        },
        "promptType": "define"
      },
      "typeVersion": 2.1
    },
    {
      "id": "923e63e8-b6fc-4199-840e-e7fc13b657f3",
      "name": "gpt-5-mini",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -1472,
        2176
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-5-mini",
          "cachedResultName": "gpt-5-mini"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "yFsTgVI1r1htMsxI",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "602ce2b4-dd59-42c0-b5fe-dcf4b3bdbc7b",
      "name": "À la réception du message",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        -1552,
        1840
      ],
      "webhookId": "47c9de1d-71db-4906-a52a-d96e0126ae77",
      "parameters": {
        "options": {}
      },
      "typeVersion": 1.3
    },
    {
      "id": "9b06d16d-200a-493e-b9d6-ac029dd54086",
      "name": "MCP Client",
      "type": "@n8n/n8n-nodes-langchain.mcpClientTool",
      "position": [
        -496,
        2176
      ],
      "parameters": {
        "endpointUrl": "https://primary-production-8fde8.up.railway.app/mcp/airtable-database-builder-mcp",
        "serverTransport": "httpStreamable"
      },
      "typeVersion": 1.1
    },
    {
      "id": "ddce06f4-7e87-4915-8ea4-99b5de8cc42e",
      "name": "MCP Server Trigger",
      "type": "@n8n/n8n-nodes-langchain.mcpTrigger",
      "position": [
        -1120,
        896
      ],
      "webhookId": "97f2d73e-dfec-40b9-89b5-5af6a43b32c1",
      "parameters": {
        "path": "airtable-database-builder-mcp"
      },
      "typeVersion": 2
    },
    {
      "id": "18f9e358-1a5e-4be3-afff-325c00a07cf6",
      "name": "delete_record",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        -288,
        1552
      ],
      "parameters": {
        "url": "=https://api.airtable.com/v0/{{ $fromAI('base_id') }}/{{ $fromAI('table_id') }}/{{ $fromAI('record_id') }}",
        "method": "DELETE",
        "options": {},
        "authentication": "predefinedCredentialType",
        "toolDescription": "Deletes a specific record from Services table. Requires base_id, table_id, and record_id.",
        "nodeCredentialType": "airtableTokenApi"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "wmXRN8LPtIYfZqS2",
          "name": "Airtable N8N"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "a5ca9a63-5da9-4b2f-84b4-bbcebfbe48ab",
      "name": "create_record",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        -432,
        896
      ],
      "parameters": {
        "url": "=https://api.airtable.com/v0/{{ $fromAI('base_id') }}/{{ $fromAI('table_id') }}",
        "method": "POST",
        "options": {},
        "jsonBody": "={\"records\": [{\"fields\": {{ $fromAI('fields_json') }}}]}",
        "sendBody": true,
        "specifyBody": "json",
        "authentication": "predefinedCredentialType",
        "toolDescription": "Adds a new service to the Services table. Requires base_id and table_id. Required params: service_name, price. Use after getting table_ids to populate services.",
        "nodeCredentialType": "airtableTokenApi"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "wmXRN8LPtIYfZqS2",
          "name": "Airtable N8N"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "191bd7d2-38f4-4122-864a-158c38b885cf",
      "name": "update_record",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        -432,
        1248
      ],
      "parameters": {
        "url": "=https://api.airtable.com/v0/{{ $fromAI('base_id') }}/{{ $fromAI('table_id') }}",
        "method": "POST",
        "options": {},
        "jsonBody": "={\"fields\": {{ $fromAI('fields_json') }}}",
        "sendBody": true,
        "specifyBody": "json",
        "authentication": "predefinedCredentialType",
        "toolDescription": "Adds a new service to the Services table. Requires base_id and table_id. Required params: service_name, price. Use after getting table_ids to populate services.",
        "nodeCredentialType": "airtableTokenApi"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "wmXRN8LPtIYfZqS2",
          "name": "Airtable N8N"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "fe4aff37-0b9b-479e-9a37-b07e4537d5bf",
      "name": "create_base",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        -432,
        1056
      ],
      "parameters": {
        "url": "https://api.airtable.com/v0/meta/bases",
        "method": "POST",
        "options": {},
        "jsonBody": "={\"name\": \"{{ $fromAI('base_name') }}\", \"workspaceId\": \"{{ $fromAI('workspace_id') }}\", \"tables\": [{\"name\":\"Main\",\"fields\":[{\"name\":\"Name\",\"type\":\"singleLineText\"}]}]}",
        "sendBody": true,
        "specifyBody": "json",
        "authentication": "predefinedCredentialType",
        "toolDescription": "Create a base with Workspace ID:\n\nWhen creating bases with tables_json, use only these exact field types:\n- singleLineText (for text)\n- multilineText (for long text - NOT multiLineText)\n- number (for numbers)\n- phoneNumber (for phone - NOT phone)\n- email (for emails)\n- date (for dates only)\n- dateTime (for date and time)\n- singleSelect (needs options)\n- multipleSelect (needs options)\n\nDO NOT use:\n- multiLineText (wrong capitalization)\n- phone (use phoneNumber)\n- linkedRecord fields (add after base creation)\n- \"primary\" property (automatic)\n\n\nFor number fields, MUST include options:\n{\"name\": \"Price\", \"type\": \"number\", \"options\": {\"precision\": 2}}\n- precision: 0 for integers\n- precision: 2 for money/decimals\n\nExample valid tables_json:\n[{\"name\":\"Services\",\"fields\":[{\"name\":\"ServiceName\",\"type\":\"singleLineText\"},{\"name\":\"Description\",\"type\":\"multilineText\"}, ",
        "nodeCredentialType": "airtableTokenApi"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "wmXRN8LPtIYfZqS2",
          "name": "Airtable N8N"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "3cf80b36-0a67-41aa-ae9e-c5b847cb3563",
      "name": "set_workspace_id",
      "type": "n8n-nodes-base.redisTool",
      "position": [
        -1088,
        2176
      ],
      "parameters": {
        "key": "=workspace_id",
        "value": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Value', `Store Workspace ID`, 'string') }}",
        "operation": "set",
        "descriptionType": "manual",
        "toolDescription": "Store Workspace ID"
      },
      "credentials": {
        "redis": {
          "id": "TGXwMeCNAC8NdQNU",
          "name": "Redis account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "f6a633cb-6031-4c77-8a7c-8d2e213b382d",
      "name": "get_workspace_id",
      "type": "n8n-nodes-base.redisTool",
      "position": [
        -912,
        2176
      ],
      "parameters": {
        "key": "=workspace_id",
        "options": {},
        "operation": "get",
        "propertyName": "WorkspaceID",
        "descriptionType": "manual",
        "toolDescription": "Get Workspace ID"
      },
      "credentials": {
        "redis": {
          "id": "TGXwMeCNAC8NdQNU",
          "name": "Redis account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "7ccbd0fa-8c0e-4f3a-9632-e6a12412327a",
      "name": "get_base_id",
      "type": "n8n-nodes-base.redisTool",
      "position": [
        -624,
        2176
      ],
      "parameters": {
        "key": "=base_id",
        "options": {},
        "operation": "get",
        "propertyName": "BaseID",
        "descriptionType": "manual",
        "toolDescription": "Get Base ID"
      },
      "credentials": {
        "redis": {
          "id": "TGXwMeCNAC8NdQNU",
          "name": "Redis account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "f6a1c55c-8cae-424d-a947-877903f614ad",
      "name": "set_base_id",
      "type": "n8n-nodes-base.redisTool",
      "position": [
        -768,
        2176
      ],
      "parameters": {
        "key": "=base_id",
        "value": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Value', `Store Base ID`, 'string') }}",
        "operation": "set",
        "descriptionType": "manual",
        "toolDescription": "Store Base ID"
      },
      "credentials": {
        "redis": {
          "id": "TGXwMeCNAC8NdQNU",
          "name": "Redis account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "548aaf33-852a-4bf7-bea8-a1b964b522b0",
      "name": "rename_fields",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        -1120,
        1568
      ],
      "parameters": {
        "url": "=https://api.airtable.com/v0/meta/bases/{{ $fromAI('base_id') }}/tables/{{ $fromAI('table_id') }}/fields/{{ $fromAI('field_id') }}",
        "method": "PATCH",
        "options": {},
        "jsonBody": "={\"name\": \"{{ $fromAI('new_field_name') }}\", \"description\": \"{{ $fromAI('description') }}\"}",
        "sendBody": true,
        "specifyBody": "json",
        "authentication": "predefinedCredentialType",
        "toolDescription": "Rename a field/column in a table. Requires base_id, table_id, field_id, and new_name",
        "nodeCredentialType": "airtableTokenApi"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "wmXRN8LPtIYfZqS2",
          "name": "Airtable N8N"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "74eeee0e-0f2d-42b5-8248-925a3818fac8",
      "name": "Note adhésive4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -2320,
        800
      ],
      "parameters": {
        "color": 7,
        "width": 432,
        "height": 2128,
        "content": "## 📌 AIRTABLE ID GUIDE\n\n### What IDs do I need?\n\n#### Working with EXISTING base:\n- **Base ID only** (starts with `app...`)\n- Example: `appHt4tJ6HTCmLOKV`\n- Find it: Airtable URL when viewing your base\n\n#### Creating NEW base:\n- **Workspace ID** (starts with `wsp...`)\n- Example: `wspyMkHTZGijmTTsH`\n- Find it: Airtable workspace settings\n\n### Where to find your IDs:\n\n#### Base ID:\n1. Open your base in Airtable\n2. Look at URL: `airtable.com/appXXXXXXXXXXXXXX/...`\n3. The `appXXXXXXXXXXXXXX` part is your base ID\n\n#### Workspace ID:\n1. Go to Airtable workspace settings\n2. Click \"Workspace settings\"\n3. Find workspace ID in the URL or settings page\n   - Example: `https://airtable.com/workspaces/wspyMkHTZGijmTT11`\n\n### First time setup:\n- Provide your workspace ID once (stored for future use)\n- Each base ID you use will be stored\n- System remembers your IDs - no need to repeat\n\n### Common operations:\n- **View/edit records** → Base ID only\n- **Create tables** → Base ID only\n- **Create new base** → Workspace ID only\n\n\n## Getting your Airtable token\n1. Go to https://airtable.com/create/tokens\n2. Click \"Create new token\"\n3. Name it (e.g., \"n8n Integration\")\n4. Add these scopes:\n   - data.records:read\n   - data.records:write\n   - schema.bases:read\n   - schema.bases:write\n5. Add access to all workspaces or specific ones\n6. Copy the token (starts with pat...)\n7. In n8n, create \"Airtable Personal Access Token API\" credential\n8. Paste your token there\n\n## Setting up Redis (for ID storage)\n\n### Create free Redis database:\n1. Go to https://console.upstash.com\n2. Sign up for free account (10,000 commands/day free)\n3. Click \"Create Database\"\n4. Choose:\n   - Name: Any name (e.g., \"n8n-airtable\")\n   - Region: Closest to you\n   - Type: Regional (not Global)\n5. Click \"Create\"\n\n### Get connection details:\n1. In your database dashboard, find:\n   - **Endpoint**: something like `usw1-settling-cat-12345.upstash.io`\n   - **Port**: `6379` (default)\n   - **Password**: Click \"Show\" to reveal\n\n### Connect to n8n:\n1. In n8n, create new credential\n2. Choose \"Redis\"\n3. Fill in:\n   - **Host**: Your endpoint (without https://)\n   - **Port**: 6379\n   - **Password**: Your password from Upstash\n   - **SSL**: Toggle ON (required for Upstash)\n4. Click \"Save\"\n\n### Why Redis?\n- Stores your workspace and base IDs\n- Prevents asking for same IDs repeatedly\n- Maintains state between workflow runs\n- Free tier is more than enough for this use"
      },
      "typeVersion": 1
    }
  ],
  "pinData": {},
  "connections": {
    "9b06d16d-200a-493e-b9d6-ac029dd54086": {
      "ai_tool": [
        [
          {
            "node": "63854117-36a6-4a3b-a90a-08fdc3ed6e76",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "923e63e8-b6fc-4199-840e-e7fc13b657f3": {
      "ai_languageModel": [
        [
          {
            "node": "63854117-36a6-4a3b-a90a-08fdc3ed6e76",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "fe4aff37-0b9b-479e-9a37-b07e4537d5bf": {
      "ai_tool": [
        [
          {
            "node": "ddce06f4-7e87-4915-8ea4-99b5de8cc42e",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "7ccbd0fa-8c0e-4f3a-9632-e6a12412327a": {
      "ai_tool": [
        [
          {
            "node": "63854117-36a6-4a3b-a90a-08fdc3ed6e76",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "f6a1c55c-8cae-424d-a947-877903f614ad": {
      "ai_tool": [
        [
          {
            "node": "63854117-36a6-4a3b-a90a-08fdc3ed6e76",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "4d7a86f7-2e87-4d9d-8f8a-5e6b9cea6e99": {
      "ai_tool": [
        [
          {
            "node": "ddce06f4-7e87-4915-8ea4-99b5de8cc42e",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "a5ca9a63-5da9-4b2f-84b4-bbcebfbe48ab": {
      "ai_tool": [
        [
          {
            "node": "ddce06f4-7e87-4915-8ea4-99b5de8cc42e",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "18f9e358-1a5e-4be3-afff-325c00a07cf6": {
      "ai_tool": [
        [
          {
            "node": "ddce06f4-7e87-4915-8ea4-99b5de8cc42e",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "71d07559-3927-402c-9527-a3ac209c83a1": {
      "ai_tool": [
        [
          {
            "node": "ddce06f4-7e87-4915-8ea4-99b5de8cc42e",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "548aaf33-852a-4bf7-bea8-a1b964b522b0": {
      "ai_tool": [
        [
          {
            "node": "ddce06f4-7e87-4915-8ea4-99b5de8cc42e",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "191bd7d2-38f4-4122-864a-158c38b885cf": {
      "ai_tool": [
        [
          {
            "node": "ddce06f4-7e87-4915-8ea4-99b5de8cc42e",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "63854117-36a6-4a3b-a90a-08fdc3ed6e76": {
      "main": [
        []
      ]
    },
    "f6a633cb-6031-4c77-8a7c-8d2e213b382d": {
      "ai_tool": [
        [
          {
            "node": "63854117-36a6-4a3b-a90a-08fdc3ed6e76",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "3cf80b36-0a67-41aa-ae9e-c5b847cb3563": {
      "ai_tool": [
        [
          {
            "node": "63854117-36a6-4a3b-a90a-08fdc3ed6e76",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Redis Chat Memory": {
      "ai_memory": [
        [
          {
            "node": "63854117-36a6-4a3b-a90a-08fdc3ed6e76",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "2bf31ff0-fdb2-4a63-8cb4-7dd77c25e3a0": {
      "ai_tool": [
        [
          {
            "node": "ddce06f4-7e87-4915-8ea4-99b5de8cc42e",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "198daf19-98d5-45ab-b025-b0fec8f8db16": {
      "ai_tool": [
        [
          {
            "node": "ddce06f4-7e87-4915-8ea4-99b5de8cc42e",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "When chat message received": {
      "main": [
        [
          {
            "node": "63854117-36a6-4a3b-a90a-08fdc3ed6e76",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}