Home Recipes Mongodb Ai Agent Intelligent Movie Recommendations

Mongodb Ai Agent Intelligent Movie Recommendations

1 Tools

Explore Tool Categories

Find Agencies for This Project

Know a Better Recipe?

Help the community by sharing your proven tool combinations.

Submit a Recipe

About this recipe

A recipe for Mongodb Ai Agent Intelligent Movie Recommendations

Recipe Template

{
    "id": "22PddLUgcjSJbT1w",
    "meta": {
        "instanceId": "fa7d5e2425ec76075df7100dbafffed91cc6f71f12fe92614bf78af63c54a61d",
        "templateCredsSetupCompleted": true
    },
    "name": "MongoDB Agent",
    "tags": [],
    "nodes": [
        {
            "id": "d8c07efe-eca0-48cb-80e6-ea8117073c5f",
            "name": "OpenAI Chat Model",
            "type": "@n8n\/n8n-nodes-langchain.lmChatOpenAi",
            "position": [
                1300,
                560
            ],
            "parameters": {
                "options": []
            },
            "credentials": {
                "openAiApi": {
                    "id": "TreGPMKr9hrtCvVp",
                    "name": "OpenAi account"
                }
            },
            "typeVersion": 1
        },
        {
            "id": "636de178-7b68-429a-9371-41cf2a950076",
            "name": "MongoDBAggregate",
            "type": "n8n-nodes-base.mongoDbTool",
            "position": [
                1640,
                540
            ],
            "parameters": {
                "query": "={{ $fromAI(\"pipeline\", \"The MongoDB pipeline to execute\" , \"string\" , [{\"$match\" : { \"rating\" : 5 } }])}}",
                "operation": "aggregate",
                "collection": "movies",
                "descriptionType": "manual",
                "toolDescription": "Get from AI the MongoDB Aggregation pipeline to get context based on the provided pipeline, the document structure of the documents is : {\n \"plot\": \"A group of bandits stage a brazen train hold-up, only to find a determined posse hot on their heels.\",\n \"genres\": [\n \"Short\",\n \"Western\"\n ],\n \"runtime\": 11,\n \"cast\": [\n \"A.C. Abadie\",\n \"Gilbert M. 'Broncho Billy' Anderson\",\n ...\n ],\n \"poster\": \"...jpg\",\n \"title\": \"The Great Train Robbery\",\n \"fullplot\": \"Among the earliest existing films in American cinema - notable as the ...\",\n \"languages\": [\n \"English\"\n ],\n \"released\": \"date\"\n },\n \"directors\": [\n \"Edwin S. Porter\"\n ],\n \"rated\": \"TV-G\",\n \"awards\": {\n \"wins\": 1,\n \"nominations\": 0,\n \"text\": \"1 win.\"\n },\n \"lastupdated\": \"2015-08-13 00:27:59.177000000\",\n \"year\": 1903,\n \"imdb\": {\n \"rating\": 7.4,"
            },
            "credentials": {
                "mongoDb": {
                    "id": "8xGgiXzf2o0L4a0y",
                    "name": "MongoDB account"
                }
            },
            "typeVersion": 1.1
        },
        {
            "id": "e0f248dc-22b7-40a2-a00e-6298b51e4470",
            "name": "Window Buffer Memory",
            "type": "@n8n\/n8n-nodes-langchain.memoryBufferWindow",
            "position": [
                1500,
                540
            ],
            "parameters": {
                "contextWindowLength": 10
            },
            "typeVersion": 1.2
        },
        {
            "id": "da27ee52-43db-4818-9844-3c0a064bf958",
            "name": "When chat message received",
            "type": "@n8n\/n8n-nodes-langchain.chatTrigger",
            "position": [
                1160,
                400
            ],
            "webhookId": "0730df2d-2f90-45e0-83dc-609668260fda",
            "parameters": {
                "mode": "webhook",
                "public": true,
                "options": {
                    "allowedOrigins": "*"
                }
            },
            "typeVersion": 1.1
        },
        {
            "id": "9ad79da9-3145-44be-9026-e37b0e856f5d",
            "name": "insertFavorite",
            "type": "@n8n\/n8n-nodes-langchain.toolWorkflow",
            "position": [
                1860,
                520
            ],
            "parameters": {
                "name": "insertFavorites",
                "workflowId": {
                    "__rl": true,
                    "mode": "list",
                    "value": "6QuKnOrpusQVu66Q",
                    "cachedResultName": "insertMongoDB"
                },
                "description": "=Use this tool only to add favorites with the structure of {\"title\" : \"recieved title\" }"
            },
            "typeVersion": 1.2
        },
        {
            "id": "4d7713d1-d2ad-48bf-971b-b86195e161ca",
            "name": "AI Agent - Movie Recommendation",
            "type": "@n8n\/n8n-nodes-langchain.agent",
            "position": [
                1380,
                300
            ],
            "parameters": {
                "text": "=Assistant for best movies context, you have tools to search using \"MongoDBAggregate\" and you need to provide a MongoDB aggregation pipeline code array as a \"query\" input param. User input and request: {{ $json.chatInput }}. Only when a user confirms a favorite movie use the insert favorite using the \"insertFavorite\" workflow tool of to insertFavorite as { \"title\" : \"<TITLE>\" }.",
                "options": [],
                "promptType": "define"
            },
            "typeVersion": 1.7
        },
        {
            "id": "2eac8aed-9677-4d89-bd76-456637f5b979",
            "name": "Sticky Note",
            "type": "n8n-nodes-base.stickyNote",
            "position": [
                880,
                300
            ],
            "parameters": {
                "width": 216.0875923062025,
                "height": 499.89779507612025,
                "content": "## AI Agent powered by OpenAI and MongoDB \n\nThis flow is designed to work as an AI autonomous agent that can get chat messages, query data from MongoDB using the aggregation framework.\n\nFollowing by augmenting the results from the sample movies collection and allowing storing my favorite movies back to the database using an \"insert\" flow. "
            },
            "typeVersion": 1
        },
        {
            "id": "4d8130fe-4aed-4e09-9c1d-60fb9ac1a500",
            "name": "Sticky Note1",
            "type": "n8n-nodes-base.stickyNote",
            "position": [
                1300,
                720
            ],
            "parameters": {
                "content": "## Process\n\nThe message is being processed by the \"Chat Model\" and the correct tool is used according to the message. "
            },
            "typeVersion": 1
        }
    ],
    "active": true,
    "pinData": [],
    "settings": {
        "executionOrder": "v1"
    },
    "versionId": "879aab24-6346-435f-8fd4-3fca856ba64c",
    "connections": {
        "insertFavorite": {
            "ai_tool": [
                [
                    {
                        "node": "AI Agent - Movie Recommendation",
                        "type": "ai_tool",
                        "index": 0
                    }
                ]
            ]
        },
        "MongoDBAggregate": {
            "ai_tool": [
                [
                    {
                        "node": "AI Agent - Movie Recommendation",
                        "type": "ai_tool",
                        "index": 0
                    }
                ]
            ]
        },
        "OpenAI Chat Model": {
            "ai_languageModel": [
                [
                    {
                        "node": "AI Agent - Movie Recommendation",
                        "type": "ai_languageModel",
                        "index": 0
                    }
                ]
            ]
        },
        "Window Buffer Memory": {
            "ai_memory": [
                [
                    {
                        "node": "AI Agent - Movie Recommendation",
                        "type": "ai_memory",
                        "index": 0
                    }
                ]
            ]
        },
        "When chat message received": {
            "main": [
                [
                    {
                        "node": "AI Agent - Movie Recommendation",
                        "type": "main",
                        "index": 0
                    }
                ]
            ]
        }
    }
}

How to Use an n8n Template

1

Create a New Workflow

Click "New Workflow" in your n8n dashboard to get started.

2

Copy & Paste Template

First, copy this template: Click here to copy the JSON .
Then, in n8n, click the three dots (···) → "Import from file" and paste the JSON code.

3

Customize the Nodes

Go through each node in the workflow to update inputs like spreadsheet IDs, email addresses, or message content. Adjust field mappings to match your data.

4

Grant Access

For nodes that connect to external apps (like Google Sheets or Slack), you'll need to grant access. Connect your accounts using OAuth or an API key and save the credentials in the node.

5

Test It

Run the workflow by clicking "Execute Node" for each step or "Run Once" for the whole thing. Check the right sidebar to inspect data and debug any errors (they'll show up in red).

6

Activate Workflow

Once everything works as expected, click the "Activate" toggle to turn your workflow on. You're all set!

Frequently Asked Questions

How long does it take to implement this development recipe?

This recipe typically takes 30 minutes to implement, depending on your experience level with the tools involved.

What tools do I need for this recipe?

You'll need: n8n. All tools are linked above with setup instructions.

Is this recipe free to use?

This recipe uses a mix of free and paid tools. Check individual tool pricing above.

Do I need coding experience for this recipe?

Most tools in this recipe are no-code or low-code solutions, making them accessible to beginners. Each tool includes difficulty level indicators.

Can I customize this recipe?

Absolutely! This recipe provides a foundation that you can adapt to your specific needs. Feel free to add or remove tools based on your requirements.

What if I get stuck implementing this recipe?

Each tool includes documentation links and support resources. You can also reach out to our community or consider hiring one of our verified agencies for assistance.