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RecipesMessengerAuto

Verified Safe

by c-azb

Overview

Automates recipe recommendations via Meta Messenger using an LLM agent and external tools.

Installation

Run Command
python main.py

Environment Variables

  • NGROK_AUTH_TOKEN
  • VERIFY_TOKEN
  • ACCESS_TOKEN
  • PHONE_NUMBER_ID
  • RECIPES_VDB_MCP_URL
  • PINECONE_API_KEY
  • PINECONE_ENVIRONMENT
  • GOOGLE_API_KEY

Security Notes

Uses ngrok to expose the local server publicly, which can introduce security risks if the environment is not properly secured. Webhook verification for Meta Messenger is implemented. Sensitive credentials (tokens, API keys) are retrieved from environment variables, which is good practice. Integrates with external LLMs (Gemini, Ollama) and a Pinecone vector database. The 'RECIPES_VDB_MCP_URL' points to an external service that must be trusted.

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Stats

Interest Score0
Security Score8
Cost ClassMedium
Avg Tokens1000
Stars0
Forks0
Last Update2025-11-26

Tags

Messenger BotRecipe RecommendationLLM AgentFastAPILangChain