Automated Loot Box Probability Calculator with AI Agent
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This n8n workflow automates the calculation of loot box probabilities using a powerful AI agent. It leverages LangChain nodes for text splitting, embedding, vector storage, and LLM interaction, while logging results to a Google Sheet.
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About This Workflow
Overview
This n8n workflow is designed to act as an automated loot box probability calculator. It takes input from a webhook, processes it using LangChain's text splitting and embedding capabilities, stores and queries this information in a Pinecone vector database, and utilizes an AI agent powered by OpenAI's chat model to provide probability insights. The results are then logged to a Google Sheet for record-keeping.
This workflow is particularly useful for game developers, data analysts, or even players who want to understand the complex probabilities associated with in-game loot boxes programmatically.
Key Features
- Webhook Integration: Accepts loot box data via a POST request.
- Text Processing: Utilizes LangChain's
Text SplitterandEmbeddingsnodes for efficient data preparation. - Vector Database Storage: Stores embeddings in a Pinecone vector store for fast retrieval.
- AI Agent for Calculation: Employs an AI agent with OpenAI chat for intelligent probability analysis.
- Memory Management: Uses a buffer window memory to maintain conversation context.
- Google Sheets Logging: Automatically logs calculation results to a specified Google Sheet.
How To Use
- Set up Webhook: Configure the
Webhooknode with your desired path (e.g.,loot-box_probability_calculator). - Configure Text Splitter: Adjust
chunkSizeandchunkOverlapin theSplitternode as needed. - Set up Embeddings: Ensure your Cohere API credentials are provided for the
Embeddingsnode. - Configure Pinecone: Set up your Pinecone credentials and specify the
indexNamefor both theInsertandQuerynodes. - Configure AI Model: Provide your OpenAI API credentials for the
Chatnode. - Define Agent Prompt: Configure the
Agentnode with a prompt that instructs the AI to perform probability calculations based on the input. - Set up Google Sheets: Provide your Google Sheets API credentials and specify the
documentIdandsheetNamefor theSheetnode. - Connect Nodes: Ensure all nodes are correctly connected in the workflow.
- Activate Workflow: Trigger the webhook with your loot box data to initiate the calculation and logging process.
Apps Used
Workflow JSON
{
"id": "c77b2b62-6128-4070-b889-1cc6d3d9bdac",
"name": "Automated Loot Box Probability Calculator with AI Agent",
"nodes": 0,
"category": "Gaming",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
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ID: c77b2b62-6128...
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