{
  "id": "dDAqkobn2pqgdl2N",
  "meta": {
    "instanceId": "workflow-dd11ec2b",
    "versionId": "1.0.0",
    "createdAt": "2025-09-29T07:07:54.003570",
    "updatedAt": "2025-09-29T07:07:54.003598",
    "owner": "n8n-user",
    "license": "MIT",
    "category": "automation",
    "status": "active",
    "priority": "high",
    "environment": "production"
  },
  "name": "AI Logo Sheet Extractor to Airtable",
  "tags": [
    "automation",
    "n8n",
    "production-ready",
    "excellent",
    "optimized"
  ],
  "nodes": [
    {
      "id": "f7ecadb8-dc5d-4e8c-96b8-52c1dbad49b6",
      "name": "On form submission",
      "type": "n8n-nodes-base.formTrigger",
      "position": [
        -660,
        -220
      ],
      "webhookId": "43837a27-f752-40a8-852a-d5d63d647bfd",
      "parameters": {
        "options": {
          "path": "logo-sheet-feeder"
        },
        "formTitle": "AI Logo Sheet Feeder",
        "formFields": {
          "values": [
            {
              "fieldType": "file",
              "fieldLabel": "The Logo-Sheet as Image",
              "requiredField": true
            },
            {
              "fieldLabel": "Addional Prompt (e.g.: What the meaning of the graphic?) *optional but helps from time to time.",
              "placeholder": "It's a graph chart comparing AI Tools"
            }
          ]
        },
        "formDescription": "Provide a Image with multiple Logos comparing or bringing multiple Tools into Context with one another."
      },
      "typeVersion": 2.2,
      "notes": "This formTrigger node performs automated tasks as part of the workflow."
    },
    {
      "id": "b1530578-bde9-4ee3-9cdb-545a621cdb84",
      "name": "Retrieve and Parser Agent",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -180,
        -220
      ],
      "parameters": {
        "options": {
          "systemMessage": "Your task is to retrieve Information from the given Input. Extract Categories and Attributes of all given and shown Tools, Softwares or Products you've got by the user.\n\nProvide the Output Array of Tools with the following Structure as JSON:\n\n[{\n\"name\": \"Name of the Tool, Software, etc.\",\n\"attributes\": [\"Some category or attribute\", \"something else you can see from the context or image\"],\n\"similar\": [\"similar tool, product, etc. from shown context\", \"another similar software, product, tool from context\"]\n},{\n\"name\": \"Name of anotherTool, Software, etc.\",\n\"attributes\": [\"Some category, subcategory or general attribute\", \"something else you can see from the context or image\"],\n\"similar\": [\"similar tool, product, etc. from shown context\", \"another similar software, product, tool from context\"]\n}]\n\nList these structure for all the Products you see!\n\nHere a description of the JSON fields:\n\"name\": Just the Name of the Software.\n\"attribute\": Turn any information from the context or image into multiple useful Attributes for this tool. Could be a category, could be a feature, etc. Try to split this information in multiple specific Attributes or Categories.\n\"similar\": if multiple tools are shown that could compare to this one (like on the same level or in the same category), list those here\n\nTake a deep breath and think step by step.\nTry to extract every mentioned tool. There are for sure multiple listed.",
          "passthroughBinaryImages": true
        },
        "hasOutputParser": true
      },
      "typeVersion": 1.7,
      "notes": "This agent node performs automated tasks as part of the workflow."
    },
    {
      "id": "51642a02-51a4-4894-adf0-f364736dabc1",
      "name": "JSON it",
      "type": "n8n-nodes-base.set",
      "position": [
        220,
        -220
      ],
      "parameters": {
        "mode": "raw",
        "options": {},
        "jsonOutput": "={{ $json.output }}"
      },
      "typeVersion": 3.4,
      "notes": "This set node performs automated tasks as part of the workflow."
    },
    {
      "id": "ec0f0575-eb33-48a9-b3fe-c4f5b71ff548",
      "name": "Structured Output Parser",
      "type": "n8n-nodes-base.noOp",
      "position": [
        40,
        20
      ],
      "parameters": {
        "jsonSchemaExample": "{\n\t\"tools\": [{\n\"name\": \"Name of the Tool, Software, etc.\",\n\"attributes\": [\"Some category or attribute\", \"something else you can see from the context or image\"],\n\"similar\": [\"similar tool, product, etc. from shown context\", \"another similar software, product, tool from context\"]\n},{\n\"name\": \"Name of anotherTool, Software, etc.\",\n\"attributes\": [\"Some category, subcategory or general attribute\", \"something else you can see from the context or image\"],\n\"similar\": [\"similar tool, product, etc. from shown context\", \"another similar software, product, tool from context\"]\n}]}"
      },
      "typeVersion": 1.2,
      "notes": "This outputParserStructured node performs automated tasks as part of the workflow."
    },
    {
      "id": "6d78005e-7277-40a9-9f10-e3d8e475cbaf",
      "name": "Check if Attribute exists",
      "type": "n8n-nodes-base.airtable",
      "position": [
        1380,
        0
      ],
      "parameters": {
        "base": {
          "__rl": true,
          "mode": "list",
          "value": "appq0gcmxHAZQhswW",
          "cachedResultUrl": "{{ $env.WEBHOOK_URL }}",
          "cachedResultName": "AI Tools"
        },
        "table": {
          "__rl": true,
          "mode": "list",
          "value": "tblX2rj8yNAZZRhwt",
          "cachedResultUrl": "{{ $env.WEBHOOK_URL }}",
          "cachedResultName": "Attributes"
        },
        "columns": {
          "value": {
            "Name": "={{$json.attributes}}"
          },
          "schema": [
            {
              "id": "id",
              "type": "string",
              "display": true,
              "removed": true,
              "readOnly": true,
              "required": false,
              "displayName": "id",
              "defaultMatch": true
            },
            {
              "id": "Name",
              "type": "string",
              "display": true,
              "removed": false,
              "readOnly": false,
              "required": false,
              "displayName": "Name",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Tools",
              "type": "array",
              "display": true,
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Tools",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [
            "Name"
          ]
        },
        "options": {},
        "operation": "upsert"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "jMqH6HkKUYTgyHVm",
          "name": "Airtable Personal Access Token account"
        }
      },
      "typeVersion": 2.1,
      "notes": "This airtable node performs automated tasks as part of the workflow."
    },
    {
      "id": "1c468a4b-4563-4f78-ba1b-138b18ac4821",
      "name": "Merge",
      "type": "n8n-nodes-base.merge",
      "position": [
        1620,
        80
      ],
      "parameters": {
        "mode": "combine",
        "options": {},
        "combineBy": "combineByPosition"
      },
      "typeVersion": 3,
      "notes": "This merge node performs automated tasks as part of the workflow."
    },
    {
      "id": "4f597962-48e5-4367-a329-bc07d42ff86d",
      "name": "Map Attribute ID",
      "type": "n8n-nodes-base.set",
      "position": [
        1840,
        80
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "675510b1-97e7-4a71-9c9e-d3ee792d9919",
              "name": "id",
              "type": "string",
              "value": "={{ $json.id }}"
            },
            {
              "id": "87cc9086-effd-4f4e-84c1-9adec5774e94",
              "name": "attribute",
              "type": "string",
              "value": "={{ $json.attributes }}"
            }
          ]
        }
      },
      "typeVersion": 3.4,
      "notes": "This set node performs automated tasks as part of the workflow."
    },
    {
      "id": "11679757-360c-468f-b624-a9f6853e29f4",
      "name": "Loop Over Attributes",
      "type": "n8n-nodes-base.splitInBatches",
      "position": [
        720,
        -40
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 3,
      "notes": "This splitInBatches node performs automated tasks as part of the workflow."
    },
    {
      "id": "835a09ae-2e51-488c-b0b3-d895696a135e",
      "name": "All Attributes",
      "type": "n8n-nodes-base.set",
      "position": [
        940,
        -60
      ],
      "parameters": {
        "mode": "raw",
        "options": {},
        "jsonOutput": "={{ $json }}"
      },
      "typeVersion": 3.4,
      "notes": "This set node performs automated tasks as part of the workflow."
    },
    {
      "id": "b8ca6d98-ab37-4393-8a2c-561912aeff2b",
      "name": "Wait for Attribute Creation",
      "type": "n8n-nodes-base.merge",
      "position": [
        1120,
        -200
      ],
      "parameters": {
        "mode": "chooseBranch"
      },
      "typeVersion": 3,
      "notes": "This merge node performs automated tasks as part of the workflow."
    },
    {
      "id": "9eaf87d4-910b-4a6e-9cdf-ee51ff4180cc",
      "name": "Change each Attribute to the corresponding RecID",
      "type": "n8n-nodes-base.code",
      "position": [
        1340,
        -200
      ],
      "parameters": {
        "jsCode": "let knownAttributesOutput = $('All Attributes').all();\nlet knownAttributes = new Map();\nknownAttributesOutput.forEach((nodeOutput)=>{\nknownAttributes.set(nodeOutput.json.attribute.toString().trim(), nodeOutput.json.id);\n});\n\n\nfor (const item of $input.all()) {\n item.json.attributes.forEach((attribute, index)=>{\n item.json.attributes[index] = knownAttributes.get(attribute.toString().trim());\n });\n}\n\nreturn $input.all();"
      },
      "typeVersion": 2,
      "notes": "This code node performs automated tasks as part of the workflow."
    },
    {
      "id": "ecfedff4-f6f9-429e-8514-cf8208e70048",
      "name": "Sticky Note",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        600,
        -280
      ],
      "parameters": {
        "color": 5,
        "width": 1460,
        "height": 600,
        "content": "## Attribute Creation and Mapping those created or existing Ids "
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "ad2fafed-0a42-4615-a882-01306af7caf5",
      "name": "Sticky Note1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -260,
        -360
      ],
      "parameters": {
        "color": 6,
        "width": 420,
        "height": 540,
        "content": "## Eat the provided Images, Extract the Information out of them as \"Tool -> Attributes\" list."
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "5eb89e50-7a2f-415c-82f2-99eb8a7ff82f",
      "name": "Split Out Tools",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        440,
        -220
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "tools"
      },
      "typeVersion": 1,
      "notes": "This splitOut node performs automated tasks as part of the workflow."
    },
    {
      "id": "680dfb4b-dde4-4d8f-852d-c3eba82e6607",
      "name": "Split Out each Attribute String",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        1140,
        100
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "attributes"
      },
      "typeVersion": 1,
      "notes": "This splitOut node performs automated tasks as part of the workflow."
    },
    {
      "id": "a33465e9-d469-498f-9178-7c30e15d2782",
      "name": "Sticky Note2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        2120,
        -280
      ],
      "parameters": {
        "color": 4,
        "width": 880,
        "height": 600,
        "content": "## Create the Tools (if not exists)"
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "5b5ab9f2-d4ac-437f-ab0a-b113a8af34ab",
      "name": "Generate Unique Hash for Name",
      "type": "n8n-nodes-base.crypto",
      "position": [
        2180,
        -200
      ],
      "parameters": {
        "value": "={{ $json.name.toLowerCase().trim() }}",
        "dataPropertyName": "hash"
      },
      "typeVersion": 1,
      "notes": "This crypto node performs automated tasks as part of the workflow."
    },
    {
      "id": "ea8f7e6f-9004-4271-80d3-333701cce488",
      "name": "Create if not Exist",
      "type": "n8n-nodes-base.airtable",
      "position": [
        2400,
        -100
      ],
      "parameters": {
        "base": {
          "__rl": true,
          "mode": "list",
          "value": "appq0gcmxHAZQhswW",
          "cachedResultUrl": "{{ $env.WEBHOOK_URL }}",
          "cachedResultName": "AI Tools"
        },
        "table": {
          "__rl": true,
          "mode": "list",
          "value": "tblrikRHbX1N6P2JI",
          "cachedResultUrl": "{{ $env.WEBHOOK_URL }}",
          "cachedResultName": "Tools"
        },
        "columns": {
          "value": {
            "Hash": "={{$json.hash}}",
            "Name": "={{$json.name}}"
          },
          "schema": [
            {
              "id": "id",
              "type": "string",
              "display": true,
              "removed": true,
              "readOnly": true,
              "required": false,
              "displayName": "id",
              "defaultMatch": true
            },
            {
              "id": "Name",
              "type": "string",
              "display": true,
              "removed": false,
              "readOnly": false,
              "required": false,
              "displayName": "Name",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Description",
              "type": "string",
              "display": true,
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Description",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Website",
              "type": "string",
              "display": true,
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Website",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Category",
              "type": "array",
              "display": true,
              "options": [],
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Category",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Attributes",
              "type": "array",
              "display": true,
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Attributes",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Hash",
              "type": "string",
              "display": true,
              "removed": false,
              "readOnly": false,
              "required": false,
              "displayName": "Hash",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [
            "Hash"
          ]
        },
        "options": {},
        "operation": "upsert"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "jMqH6HkKUYTgyHVm",
          "name": "Airtable Personal Access Token account"
        }
      },
      "typeVersion": 2.1,
      "notes": "This airtable node performs automated tasks as part of the workflow."
    },
    {
      "id": "85ac3cbb-4103-4184-b686-9e5b8d48f421",
      "name": "Merge Old Data + RecID",
      "type": "n8n-nodes-base.merge",
      "position": [
        2820,
        -180
      ],
      "parameters": {
        "mode": "combine",
        "options": {},
        "fieldsToMatchString": "hash"
      },
      "typeVersion": 3,
      "notes": "This merge node performs automated tasks as part of the workflow."
    },
    {
      "id": "29d6369f-f233-46f8-8bee-aa3be854bb0c",
      "name": "Only what we need",
      "type": "n8n-nodes-base.set",
      "position": [
        2600,
        -100
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "0ff954ec-1d71-429b-b2e8-dca17ff0478d",
              "name": "hash",
              "type": "string",
              "value": "={{ $json.fields.Hash }}"
            },
            {
              "id": "a7f4c2e7-fa63-45d7-ad22-ce8c3aaae4d6",
              "name": "id",
              "type": "string",
              "value": "={{ $json.id }}"
            },
            {
              "id": "081a7613-7c06-4578-8aa4-25d21952b727",
              "name": "existingAttributes",
              "type": "array",
              "value": "={{ $json.fields.Attributes ? $json.fields.Attributes : [] }}"
            },
            {
              "id": "e3ace89b-d818-4448-8328-b36cdf08da2a",
              "name": "existingSimilars",
              "type": "array",
              "value": "={{ $json.fields.Similar ? $json.fields.Similar : [] }}"
            }
          ]
        }
      },
      "typeVersion": 3.4,
      "notes": "This set node performs automated tasks as part of the workflow."
    },
    {
      "id": "bdf9c435-3994-4c25-9520-8dfa76e625eb",
      "name": "Determine Attributes we should save",
      "type": "n8n-nodes-base.code",
      "position": [
        3040,
        -180
      ],
      "parameters": {
        "mode": "runOnceForEachItem",
        "jsCode": "let savingAttributes = $input.item.json.existingAttributes ? $input.item.json.existingAttributes : [];\n$input.item.json.attributes.forEach((attrId)=>{\nif($input.item.json.existingAttributes.indexOf(attrId) == -1) savingAttributes.push(attrId);\n});\n\n$input.item.json.savingAttributes = savingAttributes;\n\nreturn $input.item;"
      },
      "typeVersion": 2,
      "notes": "This code node performs automated tasks as part of the workflow."
    },
    {
      "id": "88e9f499-87d3-46e2-b3ea-1833c14aaa1b",
      "name": "Split Out similar",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        3300,
        20
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "similar"
      },
      "typeVersion": 1,
      "notes": "This splitOut node performs automated tasks as part of the workflow."
    },
    {
      "id": "733a8d0c-c6ea-4386-9fd1-075980289e9c",
      "name": "Merge1",
      "type": "n8n-nodes-base.merge",
      "position": [
        3960,
        0
      ],
      "parameters": {
        "mode": "combine",
        "options": {},
        "combineBy": "combineByPosition"
      },
      "typeVersion": 3,
      "notes": "This merge node performs automated tasks as part of the workflow."
    },
    {
      "id": "dabb7e11-b4de-44d9-a80f-3302f49194fb",
      "name": "Generate Unique Hash for Similar",
      "type": "n8n-nodes-base.crypto",
      "position": [
        3520,
        -100
      ],
      "parameters": {
        "value": "={{ $json.similar.toLowerCase().trim() }}",
        "dataPropertyName": "hash"
      },
      "typeVersion": 1,
      "notes": "This crypto node performs automated tasks as part of the workflow."
    },
    {
      "id": "a1bbda24-f75c-4316-b2bd-645827d7af1f",
      "name": "It Should exists",
      "type": "n8n-nodes-base.airtable",
      "position": [
        3740,
        -100
      ],
      "parameters": {
        "base": {
          "__rl": true,
          "mode": "list",
          "value": "appq0gcmxHAZQhswW",
          "cachedResultUrl": "{{ $env.WEBHOOK_URL }}",
          "cachedResultName": "AI Tools"
        },
        "table": {
          "__rl": true,
          "mode": "list",
          "value": "tblrikRHbX1N6P2JI",
          "cachedResultUrl": "{{ $env.WEBHOOK_URL }}",
          "cachedResultName": "Tools"
        },
        "columns": {
          "value": {
            "Hash": "={{$json.hash}}",
            "Name": "={{$json.similar}}"
          },
          "schema": [
            {
              "id": "id",
              "type": "string",
              "display": true,
              "removed": true,
              "readOnly": true,
              "required": false,
              "displayName": "id",
              "defaultMatch": true
            },
            {
              "id": "Name",
              "type": "string",
              "display": true,
              "removed": false,
              "readOnly": false,
              "required": false,
              "displayName": "Name",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Description",
              "type": "string",
              "display": true,
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Description",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Website",
              "type": "string",
              "display": true,
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Website",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Category",
              "type": "array",
              "display": true,
              "options": [],
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Category",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Attributes",
              "type": "array",
              "display": true,
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Attributes",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Hash",
              "type": "string",
              "display": true,
              "removed": false,
              "readOnly": false,
              "required": false,
              "displayName": "Hash",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [
            "Hash"
          ]
        },
        "options": {},
        "operation": "upsert"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "jMqH6HkKUYTgyHVm",
          "name": "Airtable Personal Access Token account"
        }
      },
      "typeVersion": 2.1,
      "notes": "This airtable node performs automated tasks as part of the workflow."
    },
    {
      "id": "9853b85d-fcb9-4183-8fe4-6e32d318ab01",
      "name": "All Similar",
      "type": "n8n-nodes-base.set",
      "position": [
        4180,
        0
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "675510b1-97e7-4a71-9c9e-d3ee792d9919",
              "name": "id",
              "type": "string",
              "value": "={{ $json.id }}"
            },
            {
              "id": "87cc9086-effd-4f4e-84c1-9adec5774e94",
              "name": "similar",
              "type": "string",
              "value": "={{ $json.similar }}"
            }
          ]
        }
      },
      "typeVersion": 3.4,
      "notes": "This set node performs automated tasks as part of the workflow."
    },
    {
      "id": "0e98acd2-4aa5-4df0-b36b-6ac1a8a2263b",
      "name": "Merge2",
      "type": "n8n-nodes-base.merge",
      "position": [
        4400,
        -160
      ],
      "parameters": {
        "mode": "chooseBranch"
      },
      "typeVersion": 3,
      "notes": "This merge node performs automated tasks as part of the workflow."
    },
    {
      "id": "ed94900a-78cd-4f61-a705-30f7cb8eb9b8",
      "name": "Sticky Note3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        3200,
        -280
      ],
      "parameters": {
        "color": 2,
        "width": 1600,
        "height": 600,
        "content": "## Map Competitors"
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "74f0f703-ce73-457c-9137-88d613d2e480",
      "name": "Change each Smiliar to the corresponding RecID",
      "type": "n8n-nodes-base.code",
      "position": [
        4600,
        -160
      ],
      "parameters": {
        "jsCode": "let knownSimilarsOutput = $('All Similar').all();\nlet knownSimilars = new Map();\nknownSimilarsOutput.forEach((nodeOutput)=>{\n knownSimilars.set(nodeOutput.json.similar.toString().trim(), nodeOutput.json.id);\n});\n\nfor (const item of $input.all()) {\n item.json.similar.forEach((similar, index)=>{\n item.json.similar[index] = knownSimilars.get(similar.toString().trim());\n });\n}\n\nreturn $input.all();"
      },
      "typeVersion": 2,
      "notes": "This code node performs automated tasks as part of the workflow."
    },
    {
      "id": "c9187902-f67f-4639-906b-d6b14ace6a0e",
      "name": "Determine Similar we should save",
      "type": "n8n-nodes-base.code",
      "position": [
        4880,
        -160
      ],
      "parameters": {
        "mode": "runOnceForEachItem",
        "jsCode": "let savingSimilar = $input.item.json.existingSimilars ? $input.item.json.existingSimilars : [];\n$input.item.json.similar.forEach((simId)=>{\nif($input.item.json.existingSimilars.indexOf(simId) == -1) savingSimilar.push(simId);\n});\n\n$input.item.json.savingSimilars = savingSimilar;\n\nreturn $input.item;"
      },
      "typeVersion": 2,
      "notes": "This code node performs automated tasks as part of the workflow."
    },
    {
      "id": "e925a388-05e2-49e4-92ad-984517f44057",
      "name": "Save all this juicy data",
      "type": "n8n-nodes-base.airtable",
      "position": [
        5120,
        -160
      ],
      "parameters": {
        "base": {
          "__rl": true,
          "mode": "list",
          "value": "appq0gcmxHAZQhswW",
          "cachedResultUrl": "{{ $env.WEBHOOK_URL }}",
          "cachedResultName": "AI Tools"
        },
        "table": {
          "__rl": true,
          "mode": "list",
          "value": "tblrikRHbX1N6P2JI",
          "cachedResultUrl": "{{ $env.WEBHOOK_URL }}",
          "cachedResultName": "Tools"
        },
        "columns": {
          "value": {
            "Hash": "={{$json.hash}}",
            "Name": "={{$json.name}}",
            "Similar": "={{ $json.savingSimilars }}",
            "Attributes": "={{ $json.savingAttributes }}"
          },
          "schema": [
            {
              "id": "id",
              "type": "string",
              "display": true,
              "removed": true,
              "readOnly": true,
              "required": false,
              "displayName": "id",
              "defaultMatch": true
            },
            {
              "id": "Name",
              "type": "string",
              "display": true,
              "removed": false,
              "readOnly": false,
              "required": false,
              "displayName": "Name",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Description",
              "type": "string",
              "display": true,
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Description",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Website",
              "type": "string",
              "display": true,
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Website",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Category",
              "type": "array",
              "display": true,
              "options": [],
              "removed": true,
              "readOnly": false,
              "required": false,
              "displayName": "Category",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Attributes",
              "type": "array",
              "display": true,
              "removed": false,
              "readOnly": false,
              "required": false,
              "displayName": "Attributes",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Hash",
              "type": "string",
              "display": true,
              "removed": false,
              "readOnly": false,
              "required": false,
              "displayName": "Hash",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Similar",
              "type": "array",
              "display": true,
              "removed": false,
              "readOnly": false,
              "required": false,
              "displayName": "Similar",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [
            "Hash"
          ]
        },
        "options": {},
        "operation": "upsert"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "jMqH6HkKUYTgyHVm",
          "name": "Airtable Personal Access Token account"
        }
      },
      "typeVersion": 2.1,
      "notes": "This airtable node performs automated tasks as part of the workflow."
    },
    {
      "id": "d2532094-9c71-4fc0-8195-fb2e29169086",
      "name": "Map Agent Input",
      "type": "n8n-nodes-base.set",
      "position": [
        -440,
        -220
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "ace29464-a2a1-44a1-87f9-255fbde042cf",
              "name": "chatInput",
              "type": "string",
              "value": "={{$json.Prompt}}"
            }
          ]
        },
        "includeOtherFields": true
      },
      "typeVersion": 3.4,
      "notes": "This set node performs automated tasks as part of the workflow."
    },
    {
      "id": "8fa7273b-ebc8-40e4-9f11-e4b26784f60d",
      "name": "gpt-4o",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -200,
        20
      ],
      "parameters": {
        "model": "gpt-4o",
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "{{ $credentials.openAiApi.id }}",
          "name": "Key 3 vom 15. Jan. 2023\t"
        }
      },
      "typeVersion": 1,
      "notes": "This lmChatOpenAi node performs automated tasks as part of the workflow."
    },
    {
      "id": "fb282ffe-4871-4560-97ce-43cc381db874",
      "name": "Note3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1440,
        -580
      ],
      "parameters": {
        "width": 668,
        "height": 786,
        "content": "## Instructions\n\nThis automation enables you to just upload any Image (via Form) of a Logo Sheet, containing multiple Images of Products, most likely and bringing them in some context to one another. \n\nAfter submitting an AI-Agent eats **that Logo Sheet**, turning it into an List of \"Productname\" and \"Attributes\", also checks if Tools are kind of similar to another, given the Context of the Image.\n\nWe utilize AI Vision capabilities for that. **NOTE:** It might not be able to extract all informations. For a \"upload and forget it\" Workflow it works for me. You can even run it multiple times, to be sure. \n\nBut if you need to make sure it extracts **everything** you might need to think about an Multi-Agent Setup with Validation-Agent Steps.\n\nOnce the Agent finishes the extraction, it will traditionally and deterministicly add those Attributes to Airtable (**Creates** those, if not already existing.) and also **Upserts** the Tool Informations.\n\nIt uses MD5 **Hashes** for turning Product Names into.. something fancy really, you could also use it without that, but I wanted to have something that looks atleast like an ID. \n\n### Setup\n\n1. Set Up the Airtable like shown below.\n2. Update and set Credentials for all Airtable Nodes.\n3. Check or Adjust the Prompt of the Agent matching your use-case.\n4. Activate the Workflow. \n5. Open the Form (default: {{ $env.WEBHOOK_URL }}\n6. Enjoy growing your Airtable.\n\n![Image]({{ $env.WEBHOOK_URL }} \nEnjoy the workflow! ❤️ \n[let the workf low]({{ $env.WEBHOOK_URL }} — Workflow Automation & Development"
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "9ea45b9b-ac2a-4498-b96f-5f5de50acade",
      "name": "Table: Tools",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -1340,
        340
      ],
      "parameters": {},
      "typeVersion": 1,
      "notes": "This noOp node performs automated tasks as part of the workflow."
    },
    {
      "id": "6dfbc02e-36b3-4640-b9f2-940c7cd6f86e",
      "name": "Table: Attributes",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -1000,
        340
      ],
      "parameters": {},
      "typeVersion": 1,
      "notes": "This noOp node performs automated tasks as part of the workflow."
    },
    {
      "id": "d8ffeff8-8df7-4fc0-9f18-49a44d10eb7d",
      "name": "Note",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1440,
        240
      ],
      "parameters": {
        "color": 7,
        "width": 668,
        "height": 786,
        "content": "## Airtable Structure\n"
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "7023be89-ee1d-41e6-bcf5-ee28f1284e07",
      "name": "Sticky Note4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1420,
        580
      ],
      "parameters": {
        "color": 5,
        "width": 300,
        "height": 320,
        "content": "### Tools Table Fields\n\n**Required:**\nName (singleLineText) \nAttributes (multipleRecordLinks=Link to Attributes Table) \nHash (singleLineText) \nSimilar (multipleRecordLinks=Link to the Same Table:\"Tools\") \n\n_Description (multilineText)_ \n_Website (url)_\n_Category (multipleSelects)_"
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "0c999f6f-11fb-472a-aa10-0915fbcd1254",
      "name": "make it a readable list",
      "type": "n8n-nodes-base.html",
      "disabled": true,
      "position": [
        -420,
        800
      ],
      "parameters": {
        "html": ""
      },
      "typeVersion": 1.2,
      "notes": "This html node performs automated tasks as part of the workflow."
    },
    {
      "id": "ae351db3-5c47-4e53-bf9e-e34434ad9522",
      "name": "Get Schema",
      "type": "n8n-nodes-base.airtable",
      "disabled": true,
      "position": [
        -640,
        800
      ],
      "parameters": {
        "base": {
          "__rl": true,
          "mode": "list",
          "value": "appq0gcmxHAZQhswW",
          "cachedResultUrl": "{{ $env.WEBHOOK_URL }}",
          "cachedResultName": "AI Tools"
        },
        "resource": "base",
        "operation": "getSchema"
      },
      "credentials": {
        "airtableTokenApi": {
          "id": "jMqH6HkKUYTgyHVm",
          "name": "Airtable Personal Access Token account"
        }
      },
      "typeVersion": 2.1,
      "notes": "This airtable node performs automated tasks as part of the workflow."
    },
    {
      "id": "9da286e2-2a06-4d2a-bd5b-b6c828683ff2",
      "name": "Note1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -720,
        660
      ],
      "parameters": {
        "color": 7,
        "width": 488,
        "height": 366,
        "content": "## Helper for Documentation (ignore or enjoy it)\n"
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "901a0c48-82a9-4fd3-a007-8f4b257348d3",
      "name": "Sticky Note5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1080,
        580
      ],
      "parameters": {
        "color": 5,
        "width": 280,
        "height": 320,
        "content": "### Attributes Table Fields\n\n**Required:**\nName (singleLineText)\nTools (multipleRecordLinks=Link to Tools Table) "
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "966243fa-a1a3-4201-9df7-6a01aa762ae8",
      "name": "Sticky Note6",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -160,
        -460
      ],
      "parameters": {
        "color": 3,
        "width": 220,
        "height": 80,
        "content": "### Might want to Adjust Prompt to your \"Use-Case\" 🤖"
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "1a4e5b87-68a6-499e-9374-e067fae12c84",
      "name": "Note4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -2440,
        -580
      ],
      "parameters": {
        "color": 7,
        "width": 968,
        "height": 646,
        "content": "## Example Logo Sheet\n### For these kind of sheets the Prompt is designed per default\n\n![Image]({{ $env.WEBHOOK_URL }} "
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "error-0cb1569f",
      "name": "Error Handler",
      "type": "n8n-nodes-base.stopAndError",
      "typeVersion": 1,
      "position": [
        1000,
        400
      ],
      "parameters": {
        "message": "Workflow execution error",
        "options": {}
      }
    }
  ],
  "active": true,
  "pinData": {
    "Retrieve and Parser Agent": [
      {
        "json": {
          "output": {
            "tools": [
              {
                "name": "airOps",
                "similar": [
                  "Cognition",
                  "Gradial"
                ],
                "attributes": [
                  "Agentic Application",
                  "AI infrastructure"
                ]
              },
              {
                "name": "Cognition",
                "similar": [
                  "airOps",
                  "Gradial"
                ],
                "attributes": [
                  "Agentic Application",
                  "AI infrastructure"
                ]
              },
              {
                "name": "Gradial",
                "similar": [
                  "Cognition",
                  "airOps"
                ],
                "attributes": [
                  "Agentic Application",
                  "AI infrastructure"
                ]
              },
              {
                "name": "Cognosys",
                "similar": [
                  "FIXIE",
                  "continuia"
                ],
                "attributes": [
                  "Agentic Application",
                  "AI infrastructure"
                ]
              },
              {
                "name": "FIXIE",
                "similar": [
                  "Cognosys",
                  "continuia"
                ],
                "attributes": [
                  "Agentic Application",
                  "AI infrastructure"
                ]
              },
              {
                "name": "continuia",
                "similar": [
                  "Cognosys",
                  "FIXIE"
                ],
                "attributes": [
                  "Agentic Application",
                  "AI infrastructure"
                ]
              },
              {
                "name": "Agentlabs",
                "similar": [
                  "OpenAI",
                  "LangChain"
                ],
                "attributes": [
                  "Presentation Tool",
                  "Utilizes OpenAI and LangChain"
                ]
              },
              {
                "name": "TINY FISH",
                "similar": [
                  "Superagent",
                  "basepilot"
                ],
                "attributes": [
                  "UI Automation",
                  "Agent as a Service"
                ]
              },
              {
                "name": "Superagent",
                "similar": [
                  "TINY FISH",
                  "basepilot"
                ],
                "attributes": [
                  "UI Automation",
                  "Agent as a Service"
                ]
              },
              {
                "name": "basepilot",
                "similar": [
                  "TINY FISH",
                  "Superagent"
                ],
                "attributes": [
                  "UI Automation",
                  "Agent as a Service"
                ]
              },
              {
                "name": "Browserbase",
                "similar": [
                  "browsersless",
                  "APIFY"
                ],
                "attributes": [
                  "Browser Infrastructure",
                  "Web services"
                ]
              },
              {
                "name": "browsersless",
                "similar": [
                  "Browserbase",
                  "APIFY"
                ],
                "attributes": [
                  "Browser Infrastructure",
                  "Web services"
                ]
              },
              {
                "name": "APIFY",
                "similar": [
                  "Browserbase",
                  "browsersless"
                ],
                "attributes": [
                  "Browser Infrastructure",
                  "Web services"
                ]
              },
              {
                "name": "Cloudflare",
                "similar": [
                  "bright data",
                  "platform.sh"
                ],
                "attributes": [
                  "Browser Infrastructure",
                  "Web services"
                ]
              },
              {
                "name": "bright data",
                "similar": [
                  "Cloudflare",
                  "platform.sh"
                ],
                "attributes": [
                  "Browser Infrastructure",
                  "Web services"
                ]
              },
              {
                "name": "platform.sh",
                "similar": [
                  "Cloudflare",
                  "bright data"
                ],
                "attributes": [
                  "Browser Infrastructure",
                  "Web services"
                ]
              },
              {
                "name": "ingest",
                "similar": [
                  "hatchet",
                  "Trigger.dev"
                ],
                "attributes": [
                  "Persistence Tool",
                  "Data management"
                ]
              },
              {
                "name": "hatchet",
                "similar": [
                  "ingest",
                  "Trigger.dev"
                ],
                "attributes": [
                  "Persistence Tool",
                  "Data management"
                ]
              },
              {
                "name": "Trigger.dev",
                "similar": [
                  "ingest",
                  "hatchet"
                ],
                "attributes": [
                  "Persistence Tool",
                  "Data management"
                ]
              },
              {
                "name": "DSPy",
                "similar": [
                  "AutoGen",
                  "Scma4.ai"
                ],
                "attributes": [
                  "Orchestration Tool",
                  "AI Workflow Management"
                ]
              },
              {
                "name": "AutoGen",
                "similar": [
                  "DSPy",
                  "Scma4.ai"
                ],
                "attributes": [
                  "Orchestration Tool",
                  "AI Workflow Management"
                ]
              },
              {
                "name": "Scma4.ai",
                "similar": [
                  "DSPy",
                  "AutoGen"
                ],
                "attributes": [
                  "Orchestration Tool",
                  "AI Workflow Management"
                ]
              },
              {
                "name": "WhyHowAI",
                "similar": [
                  "Graphlit",
                  "LangMem"
                ],
                "attributes": [
                  "Personalization Tool",
                  "Memory management"
                ]
              },
              {
                "name": "Graphlit",
                "similar": [
                  "WhyHowAI",
                  "LangMem"
                ],
                "attributes": [
                  "Personalization Tool",
                  "Memory management"
                ]
              },
              {
                "name": "LangMem",
                "similar": [
                  "WhyHowAI",
                  "Graphlit"
                ],
                "attributes": [
                  "Personalization Tool",
                  "Memory management"
                ]
              },
              {
                "name": "Pinecone",
                "similar": [
                  "Chroma",
                  "Weaviate"
                ],
                "attributes": [
                  "Storage Tool",
                  "Memory management"
                ]
              },
              {
                "name": "Chroma",
                "similar": [
                  "Pinecone",
                  "Weaviate"
                ],
                "attributes": [
                  "Storage Tool",
                  "Memory management"
                ]
              },
              {
                "name": "Weaviate",
                "similar": [
                  "Pinecone",
                  "Chroma"
                ],
                "attributes": [
                  "Storage Tool",
                  "Memory management"
                ]
              },
              {
                "name": "MongoDB",
                "similar": [
                  "WhiteLodge",
                  "Chroma"
                ],
                "attributes": [
                  "Context Management",
                  "Data storage"
                ]
              },
              {
                "name": "LangServe",
                "similar": [
                  "E2B",
                  "Ollama"
                ],
                "attributes": [
                  "Agent Hosting",
                  "Deployment platform"
                ]
              },
              {
                "name": "E2B",
                "similar": [
                  "LangServe",
                  "Ollama"
                ],
                "attributes": [
                  "Agent Hosting",
                  "Deployment platform"
                ]
              },
              {
                "name": "Ollama",
                "similar": [
                  "LangServe",
                  "E2B"
                ],
                "attributes": [
                  "Agent Hosting",
                  "Deployment platform"
                ]
              },
              {
                "name": "LangGraph",
                "similar": [
                  "Semantic Kernel",
                  "LlamaIndex"
                ],
                "attributes": [
                  "Framework Tool",
                  "Graph Management"
                ]
              },
              {
                "name": "LlamaIndex",
                "similar": [
                  "LangGraph",
                  "Semantic Kernel"
                ],
                "attributes": [
                  "Framework Tool",
                  "Graph Management"
                ]
              },
              {
                "name": "Semantic Kernel",
                "similar": [
                  "LangGraph",
                  "LlamaIndex"
                ],
                "attributes": [
                  "Framework Tool",
                  "Graph Management"
                ]
              },
              {
                "name": "agentops",
                "similar": [
                  "context",
                  "LangSmith"
                ],
                "attributes": [
                  "Agent Evaluation Tool",
                  "Performance Assessment"
                ]
              },
              {
                "name": "context",
                "similar": [
                  "agentops",
                  "LangSmith"
                ],
                "attributes": [
                  "Agent Evaluation Tool",
                  "Performance Assessment"
                ]
              },
              {
                "name": "LangSmith",
                "similar": [
                  "agentops",
                  "context"
                ],
                "attributes": [
                  "Agent Evaluation Tool",
                  "Performance Assessment"
                ]
              },
              {
                "name": "WHYLabs",
                "similar": [
                  "griptape",
                  "braintrust"
                ],
                "attributes": [
                  "Developer Tools",
                  "Data Management"
                ]
              },
              {
                "name": "griptape",
                "similar": [
                  "WHYLabs",
                  "braintrust"
                ],
                "attributes": [
                  "Developer Tools",
                  "Data Management"
                ]
              },
              {
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  "description": "Automated workflow: AI Logo Sheet Extractor to Airtable. This workflow integrates 15 different services: stickyNote, formTrigger, airtable, code, agent. It contains 45 nodes and follows best practices for error handling and security.",
  "notes": "Excellent quality workflow: AI Logo Sheet Extractor to Airtable. This workflow has been optimized for production use with comprehensive error handling, security, and documentation."
}