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Recipe Messenger Auto

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API Development
Data Science & ML
Social Media Management

Automates recipe recommendations via Meta Messenger, responding to user inputs.

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RecipesMessengerAuto provides a sophisticated chatbot solution that integrates directly with Meta Messenger to deliver personalized recipe recommendations. Built as a FastAPI application, it leverages webhooks to automatically process user messages. At its core is an intelligent agent, powered by LangGraph, which orchestrates various tools in a loop to generate tailored responses. This includes searching a Pinecone vector database for existing recipes and utilizing a creative LLM-powered tool to invent custom ingredient ideas, all while using centralized, reusable MCP tools for efficiency. Users simply message the bot on Meta Messenger and receive instant, relevant recipe suggestions.

Key Features

01Pinecone vector database search for diverse recipes
020 GitHub stars
03LLM-driven creative recipe ingredient generation
04Automated recipe recommendations via Meta Messenger
05Integration with reusable centralized MCP tools
06Intelligent agent powered by LangGraph for conversational flow

Use Cases

01Providing automated recipe recommendations to users on Meta Messenger
02Developing interactive food discovery platforms via chat
03Automating personalized culinary content delivery