{"id":"mobeen-dev-chatbot-shopify","name":"chatbot_Shopify","af_score":40.2,"security_score":49.0,"reliability_score":23.8,"what_it_does":"A Shopify-integrated, AI-powered commerce chatbot that provides customer support and product discovery using hybrid retrieval (FAISS + Elasticsearch) and can perform agentic shopping actions (e.g., create/update cart and customer-related actions) through Shopify GraphQL APIs, with session persistence via Redis and chat history via MongoDB. Includes a Shopify Theme Extension for UI embedding and a FastAPI backend with Docker-based deployment. Mentions an MCP server in the architecture diagram but provides no MCP server endpoint or tooling details in the README.","best_when":null,"avoid_when":null,"last_evaluated":"2026-03-30T15:31:34.521922+00:00","has_mcp":false,"has_api":true,"auth_methods":["Environment variables for OpenAI API key","Shopify API credentials via env vars (SHOPIFY_API_KEY, SHOPIFY_API_SECRET, SHOPIFY_STORE_URL)"],"has_free_tier":false,"known_gotchas":["MCP is referenced only in a diagram/architecture description; no MCP server URL or tool contract is provided in the README, so agent integration may be incomplete.","Agentic actions that mutate cart/customer/order state may require idempotency controls and safe retry logic; README does not document such guarantees.","Endpoint naming includes a likely typo (/api/aync-chat), which may cause integration errors if implementations differ from docs."],"error_quality":0.0}