Product Recommendation System

Item: Product Recommendation System
Rating: 67
Author: M8ven

Enables semantic search and natural language product recommendations using ChromaDB vector store and Azure OpenAI embeddings. Supports multi-filter search by category, brand, and price with 8 specialized MCP methods for intelligent product discovery.

→ josephazar/Products-Recommendation-MCP-MAF · listed on glama

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find.

Install from

Glama

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

🔐

You'll be asked for 1 credential: AZURE_OPENAI_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configMCP_SERVER_URL

configAZURE_OPENAI_ENDPOINT— Azure OpenAI endpoint URL https://xxx.openai.azure.com

configAZURE_OPENAI_DEPLOYMENT_NAME— gpt-4o-mini

🔐 secretAZURE_OPENAI_API_KEY— your-api-key-here

configAZURE_OPENAI_API_VERSION— 2024-12-01-preview

configAZURE_OPENAI_EMBEDDING_DEPLOYMENT— text-embedding-ada-002

configCHROMA_PERSIST_DIRECTORY— ./chroma_db

configTOP_K— Default number of results 50

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 6 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/josephazar-products-recommendation-mcp-maf-m3n4tr)](https://m8ven.ai/mcp/josephazar-products-recommendation-mcp-maf-m3n4tr)

commit: 40c67b39a248ce0907af4df7da178177c9e3e32d

code hash: 88f443e0d566b43eaf6f018807a59ff0dd41eb8d17728b02c10d90c3d1129cc7

verified: 6/26/2026, 9:49:11 AM

view raw JSON →