Exporting just to ask a question
Opening a report, downloading a file, and uploading it into a chat adds work to every quick check.
Connect Shopify
reports to AI
Use Report Pundit MCP to run Shopify reports and explore the results in your AI assistant. Available now for Claude and ChatGPT.
Weekly sales reviewAI report preview
Summarize last week’s sales from Report Pundit.
.Report Pundit✓
Retrieved Sales Overview
Compared this week with the previous week
Here’s a summary of your store’s performance.
Weekly sales summary
September 14–20 · Sample data
MetricThis weekvs. last week
Net sales$24,000+12.0%
Orders320+6.7%
Net sales / order$75+5.0%
What changed: Net sales grew faster than orders, with more sales per order contributing to the increase.
Ask a follow-up question…
Report Pundit MCP
Claude
ChatGPT
Your reports. Your AI assistant.
How your reports connect to AI
Ask in Claude or ChatGPT. Report Pundit runs the report and returns the results.
01 · YOUR REPORTS
Starts with your Shopify data
Sales by product
Monthly tax summary
Inventory on hand
02 · THE CONNECTION
RP
Report Pundit
MCP
Find the report.
Run it. Return the results.
03 · YOUR AI ASSISTANT
ClaudeChatGPT
“Show my sales by product for last month.”
Report results, ready to explore.
Ask a question → Run your report → Explore the answer
Shopify reports
Your store’s reporting data
Report Pundit MCP
Connects your reports to AI
Claude or ChatGPT
Ask questions. Explore results.
The basics
What is Report Pundit MCP?
MCP, or Model Context Protocol, lets an AI assistant use tools from another application. Report Pundit MCP gives your assistant access to your Shopify reports through a connection you set up.
Ask for a report in your chat. Report Pundit runs it, and your assistant uses the returned rows to help you understand the results.
Choose a supported platform →Your AI assistant
You ask a question in Claude or ChatGPT.
Report Pundit MCP
The assistant requests the right report tool.
Your report results
Columns and rows return to the conversation.
Why connect your reports
Less work between a question and an answer
Quick reporting checks often involve more steps than the question itself.
An assistant without your reports
Without your report data, an AI assistant cannot explain what is happening in your particular store.
Losing your place
Moving between reports, spreadsheets, and conversations makes it harder to follow a question through.
What the connection changes
Your reporting workflow, in conversation
Use the reports you already rely on through the AI platform you prefer.
Ask for data where you work
Run a saved Report Pundit report from your conversation and read the returned results there.
Start with the question
Ask for a report, choose a date range, or find a Library template without remembering tool names.
Keep exploring the results
Ask for a breakdown, a comparison, or an explanation using the report data already in your chat.
Built around reports
Keep the reporting engine behind the conversation
Report Pundit runs the report. Your AI assistant helps you explore what comes back.
Find, run, and understand
Inspect a saved report’s fields and filters.
Run it for the dates you need.
Wait for a background report job to finish.
Ask questions about the returned rows.
Design, schedule, and export
Build reports with custom fields and complex filters.
Control the saved report’s structure and formatting.
Set up scheduled report delivery.
Export complete datasets and permanent records.
Working with a large report? Use a focused date range or a summary report. AI conversations have limits, so check row counts and use your Report Pundit export when you need every row.
Less moving files.
More finding answers.
Bring your reporting context into the AI tools you already use.
01
Skip the export routine
Find and run saved reports from your AI conversation.
02
Ask about your own results
Give your AI report data to work with, then ask follow-ups.
03
Keep your reporting workflow
Use existing reports, change dates, or find a Library template.
Sales by Product↗
Monthly Tax Summary↗
Inventory on Hand↗
MCP CONNECTION
“Run my Sales by Product report for last month.”
Retrieve the report. Explore the results. Ask your next question.
Less moving files.
More finding answers.
Bring your reporting context into the AI tools you already use.
Skip the export routine
Find and run saved reports from your AI conversation.
Ask about your own results
Give your AI report data to work with, then ask follow-ups.
Keep your reporting workflow
Use existing reports, change dates, or find a Library template.
Your reporting tools, ready for AI
Search your reports…
Sales by productSAVED
Inventory reportsLIBRARY
01 · FIND
Start with the right report
Find reports
Browse saved reports and inspect their fields.
Search templates
Find a matching report in the Library.
LAST MONTH → THIS MONTH
Sales by productREADY
02 · EXPLORE
Put your data to work
Run reports
Get report results inside your AI conversation.
Change dates
Explore the same report for a different period.
Template saved as a report
Report run in progress
03 · MANAGE
Keep your work moving
Save templates
Add a Library template to your saved reports.
Check progress
Check run status or cancel a report run.
Find reports
Browse saved reports and inspect their fields.
Run reports
Get report results inside your AI conversation.
Change dates
Explore the same report for a different period.
Search templates
Find a matching report in the Library.
Save templates
Add a Library template to your saved reports.
Check progress
Check run status or cancel a report run.
See what you can ask
Choose an example. The prompt and preview change together.
Saved reports
Start with reports you already trust
Find your saved reports, ask what they include, and run the one you need.
“What reports do I have saved in Report Pundit?”
RPReport Pundit
Monthly Tax Summary↗
Sales by Product↗
Inventory on Hand↗
Illustrative preview · Your store is not connected here
Saved reports
Find and run a saved report
Find your saved reports, ask what they include, and run the one you need.
“What reports do I have saved in Report Pundit?”
RPReport Pundit
Monthly Tax Summary↗
Sales by Product↗
Inventory on Hand↗
Date ranges
A new period. The same report.
Run an existing report for a different date range, then ask follow-up questions about the results.
“Run my Sales by Product report for January 2026.”
RPReport Pundit
Report · Sales by Product↗
Start date · January 1, 2026↗
End date · January 31, 2026↗
Illustrative preview · Your store is not connected here
Date ranges
Choose a different date range
Run an existing report for a different date range, then ask follow-up questions about the results.
“Run my Sales by Product report for January 2026.”
RPSales by Product
JANUARY
01
2026
JANUARY
31
2026
RPReport Pundit
Report · Sales by Product↗
Start date · January 1, 2026↗
End date · January 31, 2026↗
Report Library
Find the right report to get started
Describe what you need. Your AI assistant can find matching Library templates and save or run a suitable report.
“Is there a report template for abandoned checkouts?”
RPReport Pundit
Describe what you need↗
Explore matching templates↗
Save or run a report↗
Illustrative preview · Your store is not connected here
Report Library
Find a report template
Describe what you need. Find a Library template, then ask to save or run it.
“Is there a report template for abandoned checkouts?”
Search: abandoned checkouts
▤
Find a matching report template
Review its fields, then ask to save or run it.
RPReport Pundit
Describe what you need↗
Explore matching templates↗
Save or run a report↗
Find saved reports
See the reports available in your store by name.
Understand a report
Check its fields, filters, dates, and sort order before running it.
Run for new dates
Use a different date range without redesigning your saved report.
Manage report jobs
Check progress, retrieve results, or stop a running report job.
Search the Library
Find templates that match the question you want to answer.
Start from a template
Save a Library template as a report or ask to run it.
Connect Claude or ChatGPT
Choose your platform and follow three steps.
Claude · AvailableChatGPT · AvailableMore AI platforms · Coming soon
Available now
Connect Report Pundit to Claude
1
Copy your access URL
In Report Pundit, open Settings → Account Details. Copy the MCP Access URL using its copy icon. Do not copy the Shop Key.
2
Add and connect
In Claude: Settings → Connectors → Add → Custom. Choose Web if asked. Enter Report Pundit and paste the full URL. Continue with the detected authentication settings, then open the connector and click Connect.
3
Enable it and ask
In your chat, open + → Connectors and turn on Report Pundit. Ask the prompt below and allow the tool if requested.
“List my Report Pundit reports.”
Available now
Connect Report Pundit to Claude
1
Copy your access URL
In Report Pundit, open Settings → Account Details. Copy the MCP Access URL using its copy icon. Do not copy the Shop Key.
2
Add and connect
In Claude: Settings → Connectors → Add → Custom. Choose Web if asked. Enter Report Pundit and paste the full URL. Continue with the detected authentication settings, then open the connector and click Connect.
3
Enable it and ask
In your chat, open + → Connectors and turn on Report Pundit. Ask the prompt below and allow the tool if requested.
“List my Report Pundit reports.”
Available now
Connect Report Pundit to ChatGPT
1
Copy your MCP URL
Open Report Pundit Settings and copy your store’s full MCP URL. Its token identifies your store, so keep it private.
2
Create and connect
In accounts with Plugins: Plugins → + → Create app → Create MCP App. Enter Report Pundit, add a description and the URL, choose No Auth, and accept the terms. Click Create app → Connect.
3
Start a chat and ask
Check that Report Pundit tools appear after connecting. Start a chat with the app available, ask the prompt below, and approve the tool call when requested.
“List my saved reports in Report Pundit.”
Available now
Connect Report Pundit to ChatGPT
1
Copy your MCP URL
Open Report Pundit Settings and copy your store’s full MCP URL. Its token identifies your store, so keep it private.
2
Create and connect
In accounts with Plugins: Plugins → + → Create app → Create MCP App. Enter Report Pundit, add a description and the URL, choose No Auth, and accept the terms. Click Create app → Connect.
3
Start a chat and ask
Check that Report Pundit tools appear after connecting. Start a chat with the app available, ask the prompt below, and approve the tool call when requested.
“List my saved reports in Report Pundit.”
Coming soon
More ways to connect are on the way
Claude and ChatGPT are supported now. As new AI platforms become available, their connection guides will appear here in the same selector.
Select Claude or ChatGPT above to get started today.
Coming soon
More ways to connect are on the way
Claude and ChatGPT are supported now. As new AI platforms become available, their connection guides will appear here in the same selector.
Select Claude or ChatGPT above to get started today.
Your MCP URL is private. Enter it only in your chosen AI platform.
AFTER CONNECTING, TRY A REAL TASK
“Run my Sales by Product report for last month. Which products generated the highest net sales?”
Use your own saved report name. Answers depend on the fields and rows returned.
Frequently asked questions
What is Report Pundit MCP?
MCP stands for Model Context Protocol. It connects Report Pundit to an AI assistant so you can find and run your Shopify reports, then explore the results in a conversation without exporting a file first.
Which AI assistants can I connect?
Report Pundit supports Claude and ChatGPT. Choose your AI assistant in the connection section above and follow its setup steps. Your AI account or workspace must allow custom MCP connections.
Do I need to write code to connect?
No. Copy your MCP Access URL from Report Pundit, add it as a connector or app in your AI assistant, and complete the connection. You can then ask for reports in plain language, such as “List my saved reports in Report Pundit.”
What can I do with my reports through MCP?
You can list saved reports, understand their fields and filters, run reports for a chosen date range, and check or cancel running report jobs. You can also search the Report Pundit Library for a suitable template and run it from your conversation.
Can Claude or ChatGPT create or edit reports?
Both assistants can create a saved report from a Report Pundit Library template. For custom fields, complex filters, formatting, or scheduled delivery, use the report designer in Report Pundit.
Can the connection change my Shopify store?
The available MCP tools work with Report Pundit reports. They do not edit Shopify orders, products, inventory, or customers. Creating or running a Library template may save a report in Report Pundit for future use.
Why can’t my AI assistant see my reports?
Check that you completed the Connect step and that Report Pundit is available in the current chat. Copy the full MCP Access URL again if needed, including its token. If you have no saved reports yet, ask your assistant to suggest a Library template.