E-commerce

Let non-technical staff query sales data in plain English

An e-commerce company connected internal users’ agents to its data so they can ask for sales counts and charts themselves.

By NichoPaolucci on Hacker News · Posted · Added Oct 16, 2026

Difficulty
IntermediateOur rating
Time to build
Not reportedOur estimate
Monthly cost
Not reported
Revenue
Not reportedWe only show revenue the source states
Engagement
0 replies to HN commentComment in “Ask HN: Who is using MCP in production?” (198 points, 201 comments) · fetched Oct 15, 2026

What they did

NichoPaolucci set up a way for internal users to connect an agent to company data, replacing many hand-built reports.

How it went

Users ask things like how many shirts sold in 2024 or for a revenue chart. He says they love it and the team has time for more pressing work.

Worth knowing

Use read-only access and define metrics clearly.

Builder recipe

Our own starting point, written from the source. Adapt it to your setup.

Stack

  • Read-only data access
  • MCP server
  • Claude or ChatGPT

Steps

  1. Connect store data (orders, products, policies).
  2. Have the agent answer or act within written policy.
  3. Hand off refunds and edge cases to a human.
  4. Review transcripts weekly.

Starter prompt

How many units of [product] sold each month in 2024? Make a chart and note any month that changed by more than 20%.

Tags

Tool MCP
Industry E-commerce

Read the original

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