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使用Qdrant、Mistral.ai和OpenAI构建税法助手

高级

这是一个Finance, AI领域的自动化工作流,包含 38 个节点。主要使用 Set, Wait, Filter, Switch, SplitOut 等节点,结合人工智能技术实现智能自动化。 使用Qdrant、Mistral.ai和OpenAI构建税法助手

前置要求
  • 可能需要目标 API 的认证凭证
  • OpenAI API Key
  • Qdrant 服务器连接信息
工作流预览
可视化展示节点连接关系,支持缩放和平移
导出工作流
复制以下 JSON 配置到 n8n 导入,即可使用此工作流
{
  "meta": {
    "instanceId": "26ba763460b97c249b82942b23b6384876dfeb9327513332e743c5f6219c2b8e"
  },
  "nodes": [
    {
      "id": "1bb3c94e-326e-41ca-82e4-102a598dba39",
      "name": "当点击\"测试工作流\"时",
      "type": "n8n-nodes-base.manualTrigger",
      "position": [
        -320,
        300
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "751b283b-ea88-4fcd-ace3-3c86631f8876",
      "name": "嵌入向量 Mistral Cloud",
      "type": "@n8n/n8n-nodes-langchain.embeddingsMistralCloud",
      "position": [
        1760,
        560
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "mistralCloudApi": {
          "id": "EIl2QxhXAS9Hkg37",
          "name": "Mistral Cloud account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "f0851949-1036-4040-84df-61295cc5db74",
      "name": "默认数据加载器",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        1900,
        560
      ],
      "parameters": {
        "options": {
          "metadata": {
            "metadataValues": [
              {
                "name": "chapter",
                "value": "={{ $('For Each Section...').item.json.chapter }}"
              },
              {
                "name": "section",
                "value": "={{ $('For Each Section...').item.json.label }}"
              },
              {
                "name": "=title",
                "value": "={{ $('For Each Section...').item.json.title }}"
              },
              {
                "name": "content_order",
                "value": "={{ $itemIndex }}"
              }
            ]
          }
        },
        "jsonData": "={{ $json.content }}",
        "jsonMode": "expressionData"
      },
      "typeVersion": 1
    },
    {
      "id": "41d10b61-9fbe-446e-a65a-0db6e0116e5b",
      "name": "递归字符文本分割器",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        1920,
        680
      ],
      "parameters": {
        "options": {},
        "chunkSize": 2000
      },
      "typeVersion": 1
    },
    {
      "id": "a1ecb096-4d31-4993-b801-ca3f09a9edc7",
      "name": "获取税务代码压缩文件",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        -20,
        340
      ],
      "parameters": {
        "url": "https://statutes.capitol.texas.gov/Docs/Zips/TX.pdf.zip",
        "options": {
          "response": {
            "response": {
              "responseFormat": "file"
            }
          }
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "cf983315-fe2a-43c1-8dc6-b17a217b845e",
      "name": "解压压缩文件",
      "type": "n8n-nodes-base.compression",
      "position": [
        140,
        340
      ],
      "parameters": {},
      "typeVersion": 1.1
    },
    {
      "id": "8d02dd80-d14a-4e56-ab40-f2c4a445c57b",
      "name": "文件作为项目",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        300,
        340
      ],
      "parameters": {
        "include": "allOtherFields",
        "options": {},
        "fieldToSplitOut": "$binary"
      },
      "typeVersion": 1
    },
    {
      "id": "038060dc-e01d-40ae-878d-5043bc36ab91",
      "name": "提取PDF内容",
      "type": "n8n-nodes-base.extractFromFile",
      "position": [
        560,
        380
      ],
      "parameters": {
        "options": {},
        "operation": "pdf",
        "binaryPropertyName": "=file_{{ $itemIndex }}"
      },
      "typeVersion": 1
    },
    {
      "id": "4a85003b-b988-467b-b1cb-29206cbed879",
      "name": "从章节提取",
      "type": "n8n-nodes-base.set",
      "position": [
        740,
        380
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "d791928a-d775-48cc-9004-a92cbe2403d3",
              "name": "contents",
              "type": "array",
              "value": "={{\n  $json.text\n    .substring($json.text.search(/\\nSec\\.\\nA[0-9]{1,4}\\.[0-9]{1,5}\\.AA/), $json.text.length)\n    .split(/\\nSec\\.\\nA[0-9]{1,2}\\.[0-9]{1,2}\\.AA/g)\n    .filter(text => !text.isEmpty())\n    .map(text => {\n      const output = text.replaceAll('AA', ' ').replaceAll('\\nA', ' ');\n      const title = output.substring(0, output.indexOf('.'));\n      const content = output.substring(output.indexOf('.')+1, output.length).replaceAll('\\n', ' ').trim();\n      return { title, content };\n    })\n}}"
            },
            {
              "id": "bc06641f-0b75-4a35-8752-78803231d5d6",
              "name": "labels",
              "type": "array",
              "value": "={{\n  $json.text\n    .match(/\\nSec\\.\\nA[0-9]{1,4}\\.[0-9]{1,5}\\.AA/g)\n    .map(text => ({\n        label: text.replaceAll('AA', ' ')\n                  .replaceAll('\\nA', ' ')\n                  .replaceAll('\\n', '')\n                  .trim()\n    }))\n}}"
            }
          ]
        }
      },
      "typeVersion": 3.3
    },
    {
      "id": "ee338786-91df-4784-bd7e-f86c0e13ca26",
      "name": "映射到章节",
      "type": "n8n-nodes-base.set",
      "position": [
        740,
        520
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "60109e60-d760-45bb-be09-7cb2b5eb85bc",
              "name": "section",
              "type": "array",
              "value": "={{\n  $json.labels.map((label, idx) => ({\n    label: label.label.match(/\\d.+/)[0].replace(/\\.$/, ''),\n    title: $json.contents[idx].title,\n    content: $json.contents[idx].content,\n    chapter: $('Extract PDF Contents').first().json.info.Title,\n  }))\n}}"
            }
          ]
        }
      },
      "typeVersion": 3.3
    },
    {
      "id": "41c9899d-26d7-48af-9af2-8563ab0fb7e4",
      "name": "执行工作流触发器",
      "type": "n8n-nodes-base.executeWorkflowTrigger",
      "position": [
        1313,
        1200
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "3a93c19b-09d9-4e38-8b0c-2008fc03f7fc",
      "name": "获取Mistral嵌入",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        1660,
        1060
      ],
      "parameters": {
        "url": "https://api.mistral.ai/v1/embeddings",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "authentication": "predefinedCredentialType",
        "bodyParameters": {
          "parameters": [
            {
              "name": "model",
              "value": "mistral-embed"
            },
            {
              "name": "encoding_format",
              "value": "float"
            },
            {
              "name": "input",
              "value": "={{ $json.query }}"
            }
          ]
        },
        "nodeCredentialType": "mistralCloudApi"
      },
      "credentials": {
        "mistralCloudApi": {
          "id": "EIl2QxhXAS9Hkg37",
          "name": "Mistral Cloud account"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "1adc12bd-ba61-4f1a-b1f9-3f19a542e294",
      "name": "内容分块@5万字符",
      "type": "n8n-nodes-base.set",
      "position": [
        1580,
        400
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "7753a4f4-3ec2-4c05-81df-3d5e8979a478",
              "name": "=content",
              "type": "array",
              "value": "={{ new Array(Math.round($json.content.length / Math.min($json.content.length, 30000))).fill('').map((_,idx) => $json.content.substring(idx * 30000, idx * 50000 + 30000)) }}"
            }
          ]
        }
      },
      "typeVersion": 3.3
    },
    {
      "id": "ff8adce2-8f73-4a8f-b512-5aa560ca0954",
      "name": "拆分块",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        1580,
        580
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "content"
      },
      "typeVersion": 1
    },
    {
      "id": "5f08ce3c-240d-4c91-bb23-953866fd0361",
      "name": "对于每个章节...",
      "type": "n8n-nodes-base.splitInBatches",
      "position": [
        1400,
        280
      ],
      "parameters": {
        "options": {},
        "batchSize": 5
      },
      "typeVersion": 3
    },
    {
      "id": "6346cf67-7d93-4315-bb0d-2e016c9853b9",
      "name": "章节转为列表",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        940,
        380
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "section"
      },
      "typeVersion": 1
    },
    {
      "id": "95e34952-03e2-40e3-a245-9da8c9e1f249",
      "name": "仅有效章节",
      "type": "n8n-nodes-base.filter",
      "position": [
        1100,
        380
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "or",
          "conditions": [
            {
              "id": "121e8f86-2ead-47e0-8e17-52d7c6ba8265",
              "operator": {
                "type": "string",
                "operation": "notEmpty",
                "singleValue": true
              },
              "leftValue": "={{ $json.content }}",
              "rightValue": ""
            }
          ]
        }
      },
      "typeVersion": 2
    },
    {
      "id": "dfe1818f-93b7-4116-8a6e-dcb2e6c23fcf",
      "name": "使用Qdrant搜索API",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        1860,
        1060
      ],
      "parameters": {
        "url": "=http://qdrant:6333/collections/texas_tax_codes/points/search",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "authentication": "predefinedCredentialType",
        "bodyParameters": {
          "parameters": [
            {
              "name": "limit",
              "value": "={{ 4 }}"
            },
            {
              "name": "vector",
              "value": "={{ $json.data[0].embedding }}"
            },
            {
              "name": "with_payload",
              "value": "={{ true }}"
            }
          ]
        },
        "nodeCredentialType": "qdrantApi"
      },
      "credentials": {
        "qdrantApi": {
          "id": "NyinAS3Pgfik66w5",
          "name": "QdrantApi account"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "588318e6-e188-4d99-9c11-39b2f3fb1c18",
      "name": "使用Qdrant滚动API",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        1660,
        1320
      ],
      "parameters": {
        "url": "=http://qdrant:6333/collections/texas_tax_codes/points/scroll",
        "method": "POST",
        "options": {
          "pagination": {
            "pagination": {
              "parameters": {
                "parameters": [
                  {
                    "name": "next_page_offset",
                    "type": "body",
                    "value": "={{ $response.body.result.next_page_offset }}"
                  }
                ]
              },
              "completeExpression": "={{ $response.body.result.next_page_offset === null }}",
              "paginationCompleteWhen": "other"
            }
          }
        },
        "sendBody": true,
        "authentication": "predefinedCredentialType",
        "bodyParameters": {
          "parameters": [
            {
              "name": "limit",
              "value": "={{ 100 }}"
            },
            {
              "name": "with_payload",
              "value": "={{ true }}"
            },
            {
              "name": "filter",
              "value": "={{\n{\n  \"must\": [\n    ($json.query.section\n      ? { \"key\": \"metadata.section\", \"match\": { \"value\": $json.query.section } }\n      : { \"key\": \"metadata.chapter\", \"match\": { \"value\": $json.query.chapter } }\n    )\n  ]\n}\n}}"
            }
          ]
        },
        "nodeCredentialType": "qdrantApi"
      },
      "credentials": {
        "qdrantApi": {
          "id": "NyinAS3Pgfik66w5",
          "name": "QdrantApi account"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "bbf01344-c60e-42b3-8d7d-2bb360876d79",
      "name": "获取搜索响应",
      "type": "n8n-nodes-base.set",
      "position": [
        1860,
        1320
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "08ad2d6e-4ed1-409e-b89c-1f0c7fdf1b64",
              "name": "response",
              "type": "string",
              "value": "=---\nchapter: {{ $json.result.points.first().payload.metadata.chapter }}\nsection: {{ $json.result.points.first().payload.metadata.section }}\ntitle: {{ $json.result.points.first().payload.metadata.title }}\n---\n{{ $json.result.points\n      .toSorted((a,b) => (a.payload.metadata.content_order || 0) - (b.payload.metadata.content_order || 0))\n      .map(point => point.payload.content).join('\\n') }}"
            }
          ]
        }
      },
      "typeVersion": 3.3
    },
    {
      "id": "3b23ff5e-158a-470f-a262-d001d52feeba",
      "name": "便签",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -100,
        183.38345554113084
      ],
      "parameters": {
        "color": 7,
        "width": 571.4359274276384,
        "height": 352.65642339230595,
        "content": "## 步骤1. 下载税务代码PDF"
      },
      "typeVersion": 1
    },
    {
      "id": "02826887-eb26-48a0-928e-fe56ee008425",
      "name": "便签1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        500,
        199.87747230655896
      ],
      "parameters": {
        "color": 7,
        "width": 777.897719182587,
        "height": 503.3459981018574,
        "content": "## 步骤2. 提取并分区为章节和条款"
      },
      "typeVersion": 1
    },
    {
      "id": "31a34972-31ab-4b96-9d09-cd30a3b184cf",
      "name": "便签2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1300,
        108.82958126396
      ],
      "parameters": {
        "color": 7,
        "width": 1045.1698686248747,
        "height": 771.1260499456115,
        "content": "## 步骤3. 保存到Qdrant向量存储"
      },
      "typeVersion": 1
    },
    {
      "id": "27039fa6-6388-45ee-a2d5-6bb68554944b",
      "name": "Qdrant 向量存储",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "position": [
        1760,
        400
      ],
      "parameters": {
        "mode": "insert",
        "options": {},
        "qdrantCollection": {
          "__rl": true,
          "mode": "list",
          "value": "texas_tax_codes",
          "cachedResultName": "texas_tax_codes"
        }
      },
      "credentials": {
        "qdrantApi": {
          "id": "NyinAS3Pgfik66w5",
          "name": "QdrantApi account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "5ec16c20-eb1e-454a-8165-594d83dd8711",
      "name": "便签3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        360,
        900
      ],
      "parameters": {
        "color": 7,
        "width": 858.1415560000298,
        "height": 513.2269439624808,
        "content": "## 步骤4. 构建税务代码助手聊天机器人"
      },
      "typeVersion": 1
    },
    {
      "id": "d5145c6f-768b-42d8-a045-20e045f52b0b",
      "name": "便签4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1240,
        904.6076722083936
      ],
      "parameters": {
        "color": 7,
        "width": 1030.0926850706744,
        "height": 577.7854680142904,
        "content": "## 步骤5. 使用Qdrant API作为工具"
      },
      "typeVersion": 1
    },
    {
      "id": "ccf50479-53d8-4edf-8f2b-73060a6a6e0f",
      "name": "AI Agent",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        700,
        1063
      ],
      "parameters": {
        "options": {
          "systemMessage": "You are a helpful assistant answering user questions on the tax code legistration for the state of Texas, united states of america.\n\nAlong with your response also note in which chapter and section number the information was found. "
        }
      },
      "typeVersion": 1.6
    },
    {
      "id": "d7e7fa9e-73ba-4df3-862e-25af63d9d9b4",
      "name": "窗口缓冲内存",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        820,
        1223
      ],
      "parameters": {},
      "typeVersion": 1.2
    },
    {
      "id": "a79bdbcd-7157-470a-aadc-bd3f8a4c40d2",
      "name": "当收到聊天消息时",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        420,
        1063
      ],
      "webhookId": "db2b118d-942e-4be9-b154-7df887232f97",
      "parameters": {
        "public": true,
        "options": {
          "loadPreviousSession": "memory"
        },
        "initialMessages": ""
      },
      "typeVersion": 1
    },
    {
      "id": "6046f137-b508-484f-8577-ac51a35eee09",
      "name": "窗口缓冲记忆",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        420,
        1223
      ],
      "parameters": {},
      "typeVersion": 1.2
    },
    {
      "id": "30f238f8-1987-4d6d-b06d-ac2106ea3734",
      "name": "OpenAI 聊天模型",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        700,
        1223
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "8gccIjcuf3gvaoEr",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "8a8490f6-5957-495c-a7af-15cec669f39c",
      "name": "1秒",
      "type": "n8n-nodes-base.wait",
      "position": [
        2160,
        660
      ],
      "webhookId": "852317f0-aadf-4658-ae44-d05e5de29302",
      "parameters": {
        "amount": 1
      },
      "executeOnce": false,
      "typeVersion": 1.1
    },
    {
      "id": "142450f5-8ec1-4ae6-b25c-df3233394d4e",
      "name": "询问工具",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        960,
        1223
      ],
      "parameters": {
        "name": "query_tax_code_knowledgebase",
        "fields": {
          "values": [
            {
              "name": "route",
              "stringValue": "ask_tool"
            }
          ]
        },
        "workflowId": "={{ $workflow.id }}",
        "description": "调用此工具查询税务代码数据库以获取信息。将您的查询构建为问题形式以获得最佳结果。"
      },
      "typeVersion": 1.1
    },
    {
      "id": "ee455a4e-c9a1-49b2-a036-d3f3d34099c6",
      "name": "搜索工具",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        1060,
        1223
      ],
      "parameters": {
        "name": "get_tax_code_section",
        "fields": {
          "values": [
            {
              "name": "route",
              "stringValue": "search_tool"
            }
          ]
        },
        "workflowId": "={{ $workflow.id }}",
        "description": "调用此工具搜索税务代码文档的特定章节。传入已知的章节编号/ID以获取该章节的文本,或传入已知的章节名称以返回该章节的所有条款。",
        "jsonSchemaExample": "{\n\t\"chapter\": \"some_value\",\n    \"section\": \"Sec 1.01\"\n}",
        "specifyInputSchema": true
      },
      "typeVersion": 1.1
    },
    {
      "id": "f3240f8d-8869-4088-8e4f-d4e23a3c12a8",
      "name": "Switch",
      "type": "n8n-nodes-base.switch",
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                  }
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              "renameOutput": true
            },
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      "name": "获取询问响应",
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        "assignments": {
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      "parameters": {
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      },
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    },
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      "parameters": {
        "color": 5,
        "width": 489.3944544742706,
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        "content": "### 🙋‍♀️有什么区别?"
      },
      "typeVersion": 1
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    },
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            "node": "Get Mistral Embeddings",
            "type": "main",
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          }
        ],
        [
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            "node": "Use Qdrant Scroll API",
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    "Ask Tool": {
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    },
    "Files as Items": {
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          }
        ]
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    },
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            "node": "Sections To List",
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          }
        ]
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    },
    "Sections To List": {
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    },
    "Split Out Chunks": {
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        ]
      ]
    },
    "OpenAI Chat Model": {
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          {
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        ]
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    },
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        ]
      ]
    },
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        ]
      ]
    },
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    "Window Buffer Memory1": {
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          }
        ]
      ]
    },
    "Use Qdrant Search API1": {
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            "node": "Get Ask Response",
            "type": "main",
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        ]
      ]
    },
    "Embeddings Mistral Cloud": {
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        ]
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    },
    "Execute Workflow Trigger": {
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          }
        ]
      ]
    },
    "When chat message received": {
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    },
    "Content Chunking @ 50k Chars": {
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            "node": "Split Out Chunks",
            "type": "main",
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        ]
      ]
    },
    "Recursive Character Text Splitter": {
      "ai_textSplitter": [
        [
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            "node": "Default Data Loader",
            "type": "ai_textSplitter",
            "index": 0
          }
        ]
      ]
    },
    "When clicking ‘Test workflow’": {
      "main": [
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          {
            "node": "Get Tax Code Zip File",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}
常见问题

如何使用这个工作流?

复制上方的 JSON 配置代码,在您的 n8n 实例中创建新工作流并选择「从 JSON 导入」,粘贴配置后根据需要修改凭证设置即可。

这个工作流适合什么场景?

高级 - 财务, 人工智能

需要付费吗?

本工作流完全免费,您可以直接导入使用。但请注意,工作流中使用的第三方服务(如 OpenAI API)可能需要您自行付费。

工作流信息
难度等级
高级
节点数量38
分类2
节点类型21
难度说明

适合高级用户,包含 16+ 个节点的复杂工作流

作者
Jimleuk

Jimleuk

@jimleuk

Freelance consultant based in the UK specialising in AI-powered automations. I work with select clients tackling their most challenging projects. For business enquiries, send me an email at hello@jimle.uk LinkedIn: https://www.linkedin.com/in/jimleuk/ X/Twitter: https://x.com/jimle_uk

外部链接
在 n8n.io 查看

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