1st Place Solution for CrowdFlower Product Search Results Relevance Competition on Kaggle.
3rd Place Solution for HomeDepot Product Search Results Relevance Competition on Kaggle.
Framework for building Commerce Search Solutions around open source search technology like Elasticsearch
MODA: open fashion retrieval benchmark and models by Hopit AI. MODA (203M, open source), MODA Pro Lite (213M, open weights), MODA Pro (hosted). Full-corpus benchmarks vs FashionSigLIP, SigLIP-SO400M and ZooClaw — one harness, losses shown. #1 open model on LookBench.
Relevance Prediction in E-commerce Product Search
Simple RAG implementation from scratch using MCP, focusing on Perception, Memory, Decision and Action
Unofficial Ozon MCP server for product search, prices, product cards, and reviews.
Product Image Discovery & Verification Module - search pipeline, verification, download, scoring e publicity of product image, with Laravel, ai sdk, Sanctum, Horizon, MySQL and Redis
AI product recommendation engine for Shopify type any natural language query and instantly get ranked product matches. No external APIs, fully in-store.
SAP CX Intelligence & Incubation (CXII) Commerce extension is required to configure the tenant credentials in Commerce Backoffice. This is required for enabling configurations for CXII UI components like SAP-samples/cxii-visual-search-ui-component.
Validate ideas with AI personas + Reddit/HN/GitHub research. Optimize loop inspired by Karpathy's Autoresearch
Advanced full-stack product search & filter system using Django REST Framework, MySQL, Next.js App Router, Tailwind CSS, and Shadcn UI with pagination, live search, and dynamic filtering.
Validate TREC qrels and runs in CI; explore a MiniLM browser lab and FAISS + DeBERTa product-search pipeline.
MCP server for exploring Shopee product listings and prices, via an authenticated CloakBrowser session. Discovery only.
Agent-native shopping for extreme value: verifiable same-product price evidence, checkout, orders, delivery, and after-sales.
This code repo demonstrates how to use the word embedding model from Azure OpenAI Service to perform a semantic search on a grocery store dataset. This enhanced/completed version used Streamlit to build a web user experience to semantic search and display the most relevant items
SAP CX Visual Search UI component is an extension of SAP Commerce Cloud, composable storefront. This is a reference implementation for customers to use as a library or other custom implementations.
MagnificShop is a dynamic product searcher built with Javascript Vanilla, HTML5 and CSS.
AI sales bot that syncs Shopify product data into Qdrant using webhooks, enabling vector search and change-aware product intelligence.
Zero-config MCP server for discovering Tokopedia — product search with full dynamic filtering, product detail, reviews, and shop info. No login required.
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