10 actions in 5 pieces of software · ranked by words, meaning and measured trust · 910 ms

1. 1Retail Shelf Intelligencedemo or tutorialno passport yet

   MCP serverrecord

   • retail_shelf_intelligence_run_shelf_analysis

     Run shelf computer vision (OpenAI gpt-5.4-mini or Edge CV) and generate Deepwork Labs analytics.

   • retail_shelf_intelligence_run_shelf_analysis_1

     Run shelf computer vision (OpenAI gpt-5.4-mini or Edge CV) and generate Deepwork Labs analytics. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the to

   • retail_shelf_intelligence_execute_eval_benchmarks

     Run the live evaluation suite against ground truth annotations.

2. 2Retail APIverified and signedpassport

   APIrecord

   • retail.projects.locations.catalogs.servingConfigs.predict

     Makes a recommendation prediction.

3. 3retail-intelligence-platformfound in code, not yet checkedno passport yet

   MCP serverazaken1248/retail-intelligence-platform

   • category_analysis

     Get product category analysis showing freight cost burden relative to revenue.

   • monthly_trends

     Get month-over-month sales performance data.

   • execute_sql

     Execute a read-only SQL query against the Databricks Gold layer.

4. 4Shelf Auditor MCPfound in code, not yet checkedno passport yet
   • count_products

     Count products on a shelf photo. Returns per-label counts, per-item boxes (absolute + normalized) with confidence, and an annotated image.

   • detect_gaps

     Find empty (out-of-stock) regions on the shelf, grouped by row, each with a width ratio versus the row's mean product width and a severity.

5. 5SHOPIFY-INTEL — Shopify & DTC E-Commerce Store Competitive Intelligenceverified and signedpassport

   agentrecord

   • Shopify & DTC E-Commerce Store Competitive Intelligence

     Extracts live product catalogs, pricing tiers, SKU variants, and stock availability from any Shopify or e-commerce storefront. e.g. GET https://shopify-intel-72343955726.us-central1.run.app/v1/shopify-intel?store_url=https://shop.polymer.co