基于 Qdrant 和 Mistral 的食谱推荐
高级
这是一个Other, AI领域的自动化工作流，包含 33 个节点。主要使用 Set, Code, Html, Wait, Merge 等节点，结合人工智能技术实现智能自动化。 基于 Qdrant 和 Mistral 的食谱推荐
前置要求
- •可能需要目标 API 的认证凭证
- •Qdrant 服务器连接信息
使用的节点 (33)
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": "1eb82902-a1d6-4eff-82a2-26908a82cea2",
"name": "当点击\"测试工作流\"时",
"type": "n8n-nodes-base.manualTrigger",
"position": [
720,
320
],
"parameters": {},
"typeVersion": 1
},
{
"id": "e0031fc3-27f1-45d9-910b-4c07dd322115",
"name": "获取本周菜单",
"type": "n8n-nodes-base.httpRequest",
"position": [
992,
370
],
"parameters": {
"url": "=https://www.hellofresh.co.uk/menus/{{ $now.year }}-W{{ $now.weekNumber }}",
"options": {}
},
"typeVersion": 4.2
},
{
"id": "2c556cc7-7d4e-4d80-902f-9686e756ed8c",
"name": "提取可选课程",
"type": "n8n-nodes-base.code",
"position": [
992,
650
],
"parameters": {
"jsCode": "const pageData = JSON.parse($input.first().json.data)\nreturn pageData.props.pageProps.ssrPayload.courses.slice(0, 10);"
},
"typeVersion": 2
},
{
"id": "90c39db6-6116-4c37-8d48-a6d5e8f8c777",
"name": "提取服务器数据",
"type": "n8n-nodes-base.html",
"position": [
992,
510
],
"parameters": {
"options": {
"trimValues": false,
"cleanUpText": true
},
"operation": "extractHtmlContent",
"extractionValues": {
"values": [
{
"key": "data",
"cssSelector": "script#__NEXT_DATA__"
}
]
}
},
"typeVersion": 1.2
},
{
"id": "fbd4ed97-0154-4991-bf16-d9c4cb3f4776",
"name": "获取课程元数据",
"type": "n8n-nodes-base.set",
"position": [
1172,
370
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "3c90fd1e-e9ac-49c1-a459-7cff8c87fe8d",
"name": "name",
"type": "string",
"value": "={{ $json.recipe.name }}"
},
{
"id": "c4f3a5df-346c-4e8d-90ba-a49ed6afdedf",
"name": "cuisines",
"type": "array",
"value": "={{ $json.recipe.cuisines.map(item => item.name) }}"
},
{
"id": "97917928-0956-497b-bb68-507df1783240",
"name": "category",
"type": "string",
"value": "={{ $json.recipe.category.name }}"
},
{
"id": "1e84cf1e-7ad7-4888-9606-d3f7a310ce5f",
"name": "tags",
"type": "array",
"value": "={{ $json.recipe.tags.flatMap(tag => tag.preferences) }}"
},
{
"id": "cf6e2174-e8cb-4935-8303-2f8ed067f510",
"name": "nutrition",
"type": "object",
"value": "={{ $json.recipe.nutrition.reduce((acc,item) => ({ ...acc, [item.name]: item.amount + item.unit }), {}) }}"
},
{
"id": "25ba3fe6-c2fa-4315-a2cb-112ec7e3620f",
"name": "url",
"type": "string",
"value": "={{ $json.recipe.websiteUrl }}"
},
{
"id": "8f444fb3-c2ee-4254-b505-440cca3c7b8b",
"name": "id",
"type": "string",
"value": "={{ $json.recipe.id }}"
}
]
}
},
"typeVersion": 3.3
},
{
"id": "5ab1a5fa-adc3-41e0-be6d-f680af301aca",
"name": "获取食谱",
"type": "n8n-nodes-base.httpRequest",
"position": [
1172,
510
],
"parameters": {
"url": "={{ $json.recipe.websiteUrl }}",
"options": {}
},
"typeVersion": 4.2
},
{
"id": "5014dc62-8320-4968-b9bd-396a517a2b5c",
"name": "嵌入向量 Mistral Cloud",
"type": "@n8n/n8n-nodes-langchain.embeddingsMistralCloud",
"position": [
1960,
420
],
"parameters": {
"options": {}
},
"credentials": {
"mistralCloudApi": {
"id": "EIl2QxhXAS9Hkg37",
"name": "Mistral Cloud account"
}
},
"typeVersion": 1
},
{
"id": "2a8fad89-f74b-4808-8cb6-97c6b46a53ee",
"name": "默认数据加载器",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
2080,
420
],
"parameters": {
"options": {
"metadata": {
"metadataValues": [
{
"name": "week",
"value": "={{ $json.week }}"
},
{
"name": "cuisine",
"value": "={{ $json.cuisines }}"
},
{
"name": "category",
"value": "={{ $json.category }}"
},
{
"name": "tag",
"value": "={{ $json.tags }}"
},
{
"name": "recipe_id",
"value": "={{ $json.id }}"
}
]
}
},
"jsonData": "={{ $json.data }}",
"jsonMode": "expressionData"
},
"typeVersion": 1
},
{
"id": "44ceef5c-1d08-40d2-8ab4-227b551f72f5",
"name": "合并课程与食谱",
"type": "n8n-nodes-base.merge",
"position": [
1480,
500
],
"parameters": {
"mode": "combine",
"options": {},
"combinationMode": "mergeByPosition"
},
"typeVersion": 2.1
},
{
"id": "b56bd85e-f182-49d1-aeb1-062e905c316a",
"name": "准备文档",
"type": "n8n-nodes-base.set",
"position": [
1660,
500
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "462567fe-02ec-4747-ae33-407d2bc6d776",
"name": "data",
"type": "string",
"value": "=# {{ $json.name }}\n{{ $json.description.replaceAll('\\n\\n','\\n') }}\n\n# Website\n{{ $json.url }}\n\n## Ingredients\n{{ $json.ingredients.replaceAll('\\n\\n','\\n') }}\n\n## Utensils\n{{ $json.utensils }}\n\n## Nutrition\n{{ Object.keys($json.nutrition).map(key => `* ${key}: ${$json.nutrition[key]}`).join('\\n') }}\n\n## Instructions\n{{ $json.instructions.replaceAll('\\n\\n','\\n') }}"
},
{
"id": "5738e420-abfe-4a85-b7ad-541cfc181563",
"name": "cuisine",
"type": "array",
"value": "={{ $json.cuisines }}"
},
{
"id": "349f46d4-e230-4da8-a118-50227ceb7233",
"name": "category",
"type": "string",
"value": "={{ $json.category }}"
},
{
"id": "9588b347-4469-4aa5-93a2-e7bf41b4c468",
"name": "tag",
"type": "array",
"value": "={{ $json.tags }}"
},
{
"id": "7ddab229-fa52-4d27-84e1-83ed47280d29",
"name": "week",
"type": "string",
"value": "={{ $now.year }}-W{{ $now.weekNumber }}"
},
{
"id": "13163e45-5699-4d25-af3d-4c7910dd2926",
"name": "id",
"type": "string",
"value": "={{ $json.id }}"
},
{
"id": "a0c5d599-ff2b-420d-9173-2baf9218abc5",
"name": "name",
"type": "string",
"value": "={{ $json.name }}"
}
]
}
},
"typeVersion": 3.3
},
{
"id": "6b800632-f320-4fc3-bd2a-6a062834343d",
"name": "递归字符文本分割器",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"position": [
2080,
560
],
"parameters": {
"options": {}
},
"typeVersion": 1
},
{
"id": "df7f17a2-8b27-4203-a2ff-091aaf6609b8",
"name": "聊天触发器",
"type": "@n8n/n8n-nodes-langchain.chatTrigger",
"position": [
2440,
360
],
"webhookId": "745056ec-2d36-4ac3-9c70-6ff0b1055d0a",
"parameters": {},
"typeVersion": 1
},
{
"id": "ee38effe-5929-421e-a3c5-b1055a755242",
"name": "提取食谱详情",
"type": "n8n-nodes-base.html",
"position": [
1172,
650
],
"parameters": {
"options": {},
"operation": "extractHtmlContent",
"extractionValues": {
"values": [
{
"key": "description",
"cssSelector": "[data-test-id=\"recipe-description\"]"
},
{
"key": "ingredients",
"cssSelector": "[data-test-id=\"ingredients-list\"]"
},
{
"key": "utensils",
"cssSelector": "[data-test-id=\"utensils\"]"
},
{
"key": "instructions",
"cssSelector": "[data-test-id=\"instructions\"]",
"skipSelectors": "img,a"
}
]
}
},
"typeVersion": 1.2
},
{
"id": "dede108f-2fde-49cb-8a0e-fa5786c59d4b",
"name": "Qdrant 推荐 API",
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"position": [
2840,
540
],
"parameters": {
"name": "get_recipe_recommendation",
"fields": {
"values": [
{
"name": "week",
"stringValue": "={{ $now.year }}-W{{ $now.weekNumber }}"
}
]
},
"schemaType": "manual",
"workflowId": "={{ $workflow.id }}",
"description": "调用此工具获取食谱推荐。将以下参数作为 JSON 对象传入：",
"inputSchema": "{\n\"type\": \"object\",\n\"properties\": {\n\t\"positive\": {\n\t\t\"type\": \"string\",\n\t\t\"description\": \"a description of what the user wants to cook. This could be ingredients, flavours, utensils available, number of diners, type of meal etc.\"\n\t},\n \"negative\": {\n \"type\": \"string\",\n \"description\": \"a description of what the user wants to avoid in the recipe. This could be flavours to avoid, allergen considerations, conflicts with theme of meal etc.\"\n }\n}\n}",
"specifyInputSchema": true
},
"typeVersion": 1.1
},
{
"id": "5e703134-4dd9-464b-9ec9-dc6103907a1e",
"name": "执行工作流触发器",
"type": "n8n-nodes-base.executeWorkflowTrigger",
"position": [
2420,
940
],
"parameters": {},
"typeVersion": 1
},
{
"id": "9fb5f4fd-3b38-4a35-8986-d3955754c8d1",
"name": "Mistral Cloud 聊天模型",
"type": "@n8n/n8n-nodes-langchain.lmChatMistralCloud",
"position": [
2660,
540
],
"parameters": {
"model": "mistral-large-2402",
"options": {}
},
"credentials": {
"mistralCloudApi": {
"id": "EIl2QxhXAS9Hkg37",
"name": "Mistral Cloud account"
}
},
"typeVersion": 1
},
{
"id": "d38275e6-aede-4f1c-9b05-018f3cf4faab",
"name": "获取工具响应",
"type": "n8n-nodes-base.set",
"position": [
3160,
940
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "10b55200-4610-4e9b-8be7-d487c6b56a78",
"name": "response",
"type": "string",
"value": "={{ JSON.stringify($json.result) }}"
}
]
}
},
"typeVersion": 3.3
},
{
"id": "dc3ceb2f-3c64-4b42-aeca-ddcdb84abf12",
"name": "等待速率限制",
"type": "n8n-nodes-base.wait",
"position": [
2420,
1080
],
"webhookId": "e86d8ae4-3b0d-4c40-9d12-a11d6501a043",
"parameters": {
"amount": 1.1
},
"typeVersion": 1.1
},
{
"id": "ec36d6f8-c3da-4732-8d56-a092a3358864",
"name": "获取Mistral嵌入",
"type": "n8n-nodes-base.httpRequest",
"position": [
2620,
940
],
"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.positive, $json.query.negative].compact() }}"
}
]
},
"nodeCredentialType": "mistralCloudApi"
},
"credentials": {
"mistralCloudApi": {
"id": "EIl2QxhXAS9Hkg37",
"name": "Mistral Cloud account"
}
},
"typeVersion": 4.2
},
{
"id": "aebcb860-d25c-4833-9e9d-0297101259c7",
"name": "使用 Qdrant 推荐 API",
"type": "n8n-nodes-base.httpRequest",
"position": [
2800,
940
],
"parameters": {
"url": "=http://qdrant:6333/collections/hello_fresh/points/recommend/groups",
"method": "POST",
"options": {},
"sendBody": true,
"authentication": "predefinedCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "strategy",
"value": "average_vector"
},
{
"name": "limit",
"value": "={{ 3 }}"
},
{
"name": "positive",
"value": "={{ [$json.data[0].embedding] }}"
},
{
"name": "negative",
"value": "={{ [$json.data[1].embedding] }}"
},
{
"name": "filter",
"value": "={{ { \"must\": {\"key\": \"metadata.week\", \"match\": { \"value\": $('Execute Workflow Trigger').item.json.week } } } }}"
},
{
"name": "with_payload",
"value": "={{ true }}"
},
{
"name": "group_by",
"value": "metadata.recipe_id"
},
{
"name": "group_size",
"value": "={{ 3 }}"
}
]
},
"nodeCredentialType": "qdrantApi"
},
"credentials": {
"qdrantApi": {
"id": "NyinAS3Pgfik66w5",
"name": "QdrantApi account"
}
},
"typeVersion": 4.2
},
{
"id": "2474c97d-0d85-4acc-a95e-2eb6494786dc",
"name": "从数据库获取食谱",
"type": "n8n-nodes-base.code",
"position": [
2980,
940
],
"parameters": {
"language": "python",
"pythonCode": "import sqlite3\ncon = sqlite3.connect(\"hello_fresh_1.db\")\n\nrecipe_ids = list(set([group.id for group in _input.all()[0].json.result.groups if group.hits[0].score > 0.5]))\nplaceholders = ','.join(['?' for i in range(0,len(recipe_ids))])\n\ncur = con.cursor()\nres = cur.execute(f'SELECT * FROM recipes WHERE id IN ({placeholders})', recipe_ids)\nrows = res.fetchall()\n\ncon.close()\n\nreturn [{ \"result\": [row[2] for row in rows] }]"
},
"typeVersion": 2
},
{
"id": "54229c2a-6e26-4350-8a94-57f415ef2340",
"name": "保存食谱到数据库",
"type": "n8n-nodes-base.code",
"position": [
1960,
940
],
"parameters": {
"language": "python",
"pythonCode": "import sqlite3\ncon = sqlite3.connect(\"hello_fresh_1.db\")\n\ncur = con.cursor()\ncur.execute(\"CREATE TABLE IF NOT EXISTS recipes (id TEXT PRIMARY KEY, name TEXT, data TEXT, cuisine TEXT, category TEXT, tag TEXT, week TEXT);\")\n\nfor item in _input.all():\n cur.execute('INSERT OR REPLACE INTO recipes VALUES(?,?,?,?,?,?,?)', (\n item.json.id,\n item.json.name,\n item.json.data,\n ','.join(item.json.cuisine),\n item.json.category,\n ','.join(item.json.tag),\n item.json.week\n ))\n\ncon.commit()\ncon.close()\n\nreturn [{ \"affected_rows\": len(_input.all()) }]"
},
"typeVersion": 2
},
{
"id": "725c1f56-5373-4891-92b9-3f32dd28892b",
"name": "便签",
"type": "n8n-nodes-base.stickyNote",
"position": [
901.1666225087287,
180.99920515712074
],
"parameters": {
"color": 7,
"width": 484.12381677448207,
"height": 674.1153489831718,
"content": "## 步骤 1. 获取当前周的可选课程"
},
"typeVersion": 1
},
{
"id": "f4e882b8-3762-4e6b-9e95-b0d708d0c284",
"name": "便签1",
"type": "n8n-nodes-base.stickyNote",
"position": [
1420,
300
],
"parameters": {
"color": 7,
"width": 409.1756468632768,
"height": 398.81415970574335,
"content": "## 步骤 2. 为向量存储创建食谱文档"
},
"typeVersion": 1
},
{
"id": "fc3c2221-b67c-451c-9096-d6acd2a297fa",
"name": "便签2",
"type": "n8n-nodes-base.stickyNote",
"position": [
1860,
19.326425127730317
],
"parameters": {
"color": 7,
"width": 486.02284096214964,
"height": 690.7816167755491,
"content": "## 步骤 3. 为推荐引擎向量化食谱"
},
"typeVersion": 1
},
{
"id": "43296173-b929-46cc-b6ea-58007837b8df",
"name": "便签3",
"type": "n8n-nodes-base.stickyNote",
"position": [
1740,
740
],
"parameters": {
"color": 7,
"width": 547.0098868353456,
"height": 347.6002738958705,
"content": "## 步骤 4. 将原始文档保存到数据库"
},
"typeVersion": 1
},
{
"id": "6e2e58d2-e0ad-4503-8ed6-891124c8035b",
"name": "便签4",
"type": "n8n-nodes-base.stickyNote",
"position": [
2380,
160
],
"parameters": {
"color": 7,
"width": 673.6008766895472,
"height": 552.9202706743265,
"content": "## 5. 与我们的 HelloFresh 推荐 AI Agent 对话"
},
"typeVersion": 1
},
{
"id": "ba692c21-38bc-48a1-8b40-bad298be8b9e",
"name": "AI Agent",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
2660,
360
],
"parameters": {
"options": {
"systemMessage": "=You are a recipe bot for the company, \"Hello fresh\". You will help the user choose which Hello Fresh recipe to choose from this week's menu. The current week is {{ $now.year }}-W{{ $now.weekNumber }}.\nDo not recommend any recipes other from the current week's menu. If there are no recipes to recommend, please ask the user to visit the website instead https://hellofresh.com."
}
},
"typeVersion": 1.6
},
{
"id": "d7ca0f97-72dc-4f4c-8b46-3ff57b9068a4",
"name": "便签5",
"type": "n8n-nodes-base.stickyNote",
"position": [
2320,
740
],
"parameters": {
"color": 7,
"width": 987.4785537889618,
"height": 531.9173034334732,
"content": "## 5. 使用 Qdrant 的推荐 API 和分组功能"
},
"typeVersion": 1
},
{
"id": "96a294e2-1437-4ded-9973-0999b444c999",
"name": "便签6",
"type": "n8n-nodes-base.stickyNote",
"position": [
440,
-40
],
"parameters": {
"width": 432.916474478624,
"height": 542.9295980774649,
"content": "## 立即试用！"
},
"typeVersion": 1
},
{
"id": "72c98600-f21a-42d4-97be-836b8ef6dc77",
"name": "Qdrant 向量存储",
"type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
1960,
240
],
"parameters": {
"mode": "insert",
"options": {},
"qdrantCollection": {
"__rl": true,
"mode": "list",
"value": "hello_fresh",
"cachedResultName": "hello_fresh"
}
},
"credentials": {
"qdrantApi": {
"id": "NyinAS3Pgfik66w5",
"name": "QdrantApi account"
}
},
"typeVersion": 1
},
{
"id": "b7c4b597-ac2b-41d7-8f0f-1cbba25085de",
"name": "便签7",
"type": "n8n-nodes-base.stickyNote",
"position": [
1860,
-195.8987124522777
],
"parameters": {
"width": 382.47301504497716,
"height": 195.8987124522777,
"content": "### 🚨确保 Qdrant 集合存在！"
},
"typeVersion": 1
},
{
"id": "39191834-ecc2-46f0-a31a-0a7e9c47ac5d",
"name": "便签8",
"type": "n8n-nodes-base.stickyNote",
"position": [
2740,
920
],
"parameters": {
"width": 213.30551928619226,
"height": 332.38559808882246,
"content": ""
},
"typeVersion": 1
}
],
"pinData": {},
"connections": {
"Get Recipe": {
"main": [
[
{
"node": "Extract Recipe Details",
"type": "main",
"index": 0
}
]
]
},
"Chat Trigger": {
"main": [
[
{
"node": "AI Agent",
"type": "main",
"index": 0
}
]
]
},
"Prepare Documents": {
"main": [
[
{
"node": "Qdrant Vector Store",
"type": "main",
"index": 0
},
{
"node": "Save Recipes to DB",
"type": "main",
"index": 0
}
]
]
},
"Default Data Loader": {
"ai_document": [
[
{
"node": "Qdrant Vector Store",
"type": "ai_document",
"index": 0
}
]
]
},
"Extract Server Data": {
"main": [
[
{
"node": "Extract Available Courses",
"type": "main",
"index": 0
}
]
]
},
"Get Course Metadata": {
"main": [
[
{
"node": "Merge Course & Recipe",
"type": "main",
"index": 0
}
]
]
},
"Get Recipes From DB": {
"main": [
[
{
"node": "Get Tool Response",
"type": "main",
"index": 0
}
]
]
},
"Get This Week's Menu": {
"main": [
[
{
"node": "Extract Server Data",
"type": "main",
"index": 0
}
]
]
},
"Qdrant Recommend API": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"Wait for Rate Limits": {
"main": [
[
{
"node": "Get Mistral Embeddings",
"type": "main",
"index": 0
}
]
]
},
"Merge Course & Recipe": {
"main": [
[
{
"node": "Prepare Documents",
"type": "main",
"index": 0
}
]
]
},
"Extract Recipe Details": {
"main": [
[
{
"node": "Merge Course & Recipe",
"type": "main",
"index": 1
}
]
]
},
"Get Mistral Embeddings": {
"main": [
[
{
"node": "Use Qdrant Recommend API",
"type": "main",
"index": 0
}
]
]
},
"Embeddings Mistral Cloud": {
"ai_embedding": [
[
{
"node": "Qdrant Vector Store",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Execute Workflow Trigger": {
"main": [
[
{
"node": "Wait for Rate Limits",
"type": "main",
"index": 0
}
]
]
},
"Mistral Cloud Chat Model": {
"ai_languageModel": [
[
{
"node": "AI Agent",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Use Qdrant Recommend API": {
"main": [
[
{
"node": "Get Recipes From DB",
"type": "main",
"index": 0
}
]
]
},
"Extract Available Courses": {
"main": [
[
{
"node": "Get Course Metadata",
"type": "main",
"index": 0
},
{
"node": "Get Recipe",
"type": "main",
"index": 0
}
]
]
},
"When clicking \"Test workflow\"": {
"main": [
[
{
"node": "Get This Week's Menu",
"type": "main",
"index": 0
}
]
]
},
"Recursive Character Text Splitter": {
"ai_textSplitter": [
[
{
"node": "Default Data Loader",
"type": "ai_textSplitter",
"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 - 其他, 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。
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工作流信息
难度等级
高级
节点数量33
分类2
节点类型17
作者
Jimleuk
@jimleukFreelance 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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