Who it is for
Direct-to-consumer merchants and their marketing teams already using Polar to consolidate store and ad data.
AI Connectors · Data & Analytics
Polar Analytics
Ecommerce and ad metrics from a Polar semantic layer
Overview
What Polar Analytics does
Polar Analytics brings store and advertising figures into ChatGPT for merchants running on Shopify alongside paid channels. Questions are asked in ordinary wording and answered from connected accounts covering Google Ads, Meta Ads, and other linked sources.
Return on ad spend, customer acquisition cost, profit margins, and per-SKU performance are among the numbers available. Values come through Polar's semantic layer, which holds the metric definitions, so a calculation follows one agreed set of rules rather than being improvised per question.
Merchants operating more than one storefront are supported, and the connector list reaches Klaviyo and TikTok Ads alongside the main ecommerce integrations.
What stands out
Metric definitions are inherited from Polar's semantic layer rather than reconstructed for each question.
Availability
Where Polar Analytics is listed
Polar Analytics ships this on both marketplaces: Polar 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
In the ChatGPT apps directory
- Developer
- Polar Analytics, Inc.
- Filed under
- Data & Analytics
- Listed since
- June 2026
- Authentication
- Authenticates when installed
- Website
- polaranalytics.com
- Policies published
- Privacy policy · Terms of service
- Official listing
- Open in ChatGPT
- Snapshot
- August 2026
Claude listing
In the Claude connectors directory
Polar Analytics publishes 11 tools to Claude. That is a mid-sized surface: 48% of the 1,253 Claude-listed connectors expose fewer.
The median Claude-listed connector filed under Data & Analytics publishes 12, so this one sits one tool below its bucket's median, 104th of 198.
It falls in the 11-20 tools band, which holds 22.5% of the Claude directory.
Polar 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.
- Publisher
- Polar Analytics
- Verification
- Verified partner (37.8% of the Claude directory)
- Filed under
- Data & Analytics
- Endpoint
-
https://api.polaranalytics.com/mcp - Documentation
- Publisher setup docs
- Published tools
- 11 · 11-20 tools band
- Depth rank in Data & Analytics
- 104 of 198
- Snapshot
- August 2026
Polar Analytics carries partner verification in the Claude directory, which 474 of 1,253 listings do (37.8%). That is a review step past self-publishing, not an Anthropic-built server.
In the publisher's words
How Polar Analytics describes it
Polar is the trusted data layer for commerce brands. Connect your Shopify, Meta, Google, Klaviyo, and 45+ other data sources into a unified semantic layer with validated metrics, custom business rules, and cross-platform attribution. Turn Claude into your data analyst. Get answers on ROAS, CAC, top-performing SKUs, profit margins, and more, with answers grounded in consistent, reconciled data instead of raw API pulls. Polar eliminates the "different answer every time" problem by applying your business definitions, exclusions, and attribution logic to every query. Supports multi-store setups and works with major e-commerce integrations.
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 Polar 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 Polar Analytics, and inclusion here is not an endorsement.
Want your company reachable inside ChatGPT and Claude?
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.