Who it is for
Shopify operators tracking margin and net profit rather than top-line sales alone.
AI Connectors · Data & Analytics
Shopify profitability analytics answered in chat
Overview
Bloom reports on the money side of a Shopify store: revenue, margins, spend on marketing, net profit, costs attached to individual orders, and how particular products and variants perform. Answers come back in the conversation, drawn from store data already connected to Bloom.
The questions it is built around are practical ones. Which products contribute the most profit, how fulfillment costs eat into margin, where net profit is heading, and which of several connected stores needs attention.
The app reads and reports rather than changing anything in the store. Example requests include a 30 day profit and loss summary with revenue, CM2, marketing spend, and net profit, and a quarterly ranking of products by net profit alongside their ad spend.
Shopify operators tracking margin and net profit rather than top-line sales alone.
Costs are broken out at order level, fulfillment included, rather than reported only as a store-wide total.
Availability
Estore Automate ships this on both marketplaces: Bloom Profit Analytics is listed in the Claude connectors directory and in the ChatGPT apps directory, under the same publisher domain.
Only 392 of the 3,150 products in this directory are listed in both marketplaces. One MCP server can serve both surfaces; what differs is each platform's listing and review process.
ChatGPT listing
Claude listing
Bloom Profit Analytics publishes 4 tools to Claude, a deliberately narrow surface; only 17.2% of the 1,253 Claude-listed connectors expose fewer.
The median Claude-listed connector filed under Data & Analytics publishes 12, so this one sits 8 tools below its bucket's median, 163rd of 198.
It falls in the 4-6 tools band, which holds 16.2% of the Claude directory.
Bloom Profit Analytics publishes a remote MCP endpoint. Claude connects to it over HTTP; there is nothing to install locally.
Every connector in the Claude directory is remote, all 1,253 of them, so transport is not a differentiator there.
https://app.bloomanalytics.io/mcp Bloom Profit Analytics is community-listed in the Claude directory, the tier 770 of 1,253 connectors sit in (61.5%). It is the default for a self-published server, and says nothing either way about quality.
In the publisher's words
Bloom connects Claude to your e-commerce store's profit and sales data. Query real-time revenue, orders, profit margins, and marketing attribution across Shopify and Amazon — including ad spend, ROAS, and per-order costs. Ask questions in plain language and get accurate numbers pulled straight from your live store data.
Quoted from the connector's own Claude directory listing as captured in August 2026. Node8 did not write it and does not vouch for it.
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This is an independent catalogue entry compiled by Node8 from Bloom Profit Analytics's public marketplace listings as they stood in August 2026. Listing facts come from the marketplaces; the comparisons against the rest of the directory and any live-endpoint measurements are Node8's. Node8 is not affiliated with Estore Automate, and inclusion here is not an endorsement.
Node8 builds MCP servers end to end: deciding which tools are worth exposing, the authentication and permission model, the review submissions, and the onboarding that gets them used. One server serves ChatGPT, Claude, and Microsoft Copilot.