Workflow

Reviews in.
Jira work items out.

Your users file better bug reports than most bug reports — thousands of them, in public, for free. The only thing missing is the step where they become work items with a project, a type, and evidence attached.

Why the App Store never reaches the board

Jira is where the work is agreed. App store reviews are where the truth is. Between them sits a person with a spreadsheet, and that person is busy.

The manual version is grim: read reviews, group complaints, judge frequency by eye, then hand-create each issue with a project key, an issue type, and a description formatted the way Jira wants it.

Chaining both connectors collapses that into one instruction. Claude reads the reviews through ParseMyApp, does the grouping and the frequency count, and creates the issues through Atlassian — respecting the exact permissions your own account already has.

Connect both, once

Both tools speak MCP, so Claude can call them in the same conversation. Add each as a custom connector under Settings → Connectors, then never think about it again.

ParseMyApp

https://www.parsemyapp.com/mcp

Free, no account, no API key. Fetches App Store and Google Play reviews and analyzes them.

Jira

https://mcp.atlassian.com/v1/mcp/authv2

Official Atlassian Rovo MCP server — covers Jira, Jira Service Management, Confluence, and Bitbucket. OAuth 2.1, scoped to your existing access. The older https://mcp.atlassian.com/v1/sse endpoint still works but is deprecated, so use this one for anything new.

The workflow

1

Ask for the analysis and the tickets together

"Analyze our Android reviews, then create a bug in PROJ for each of the top 3 pain points." Both connectors, one message.

2

ParseMyApp reads what your users actually wrote

Up to 500 real reviews, stratified across star ratings. Pain points come back with a root cause, a verbatim quote, and roughly how often the complaint appears.

3

Atlassian creates the work items

Claude fills in the project, the issue type, and a description carrying the quote and the frequency. Name the project key in your prompt and it goes straight to the right board.

4

Or write the brief instead

Same connectors, different destination: have Claude publish the full competitive analysis as a Confluence page and link the issues to it. One source of truth, assembled in a chat.

Try asking

One message. Claude fetches the reviews through ParseMyApp, does the analysis, and writes the result into Jira without you switching tabs.

"Analyze our app's reviews and create a bug in PROJ for each of the top 3 pain points, with the quote and frequency in the description."

"Compare our reviews against our two main competitors and publish the findings as a Confluence page in the Product space."

"Find every review mentioning crashes since the last release and open one Jira issue summarizing them, with the five most specific quotes."

"What do our competitor's users complain about that we already solve? Draft a Confluence page for the positioning team."

Jira does

  • — Create and update Jira work items
  • — Search Jira, Confluence, and Bitbucket
  • — Publish and edit Confluence pages
  • — Move issues, add comments
  • — Honors your existing permissions

ParseMyApp adds

  • — Real reviews from both app stores
  • — Root cause behind each complaint
  • — Verbatim quotes for the description
  • — Frequency to justify the priority
  • — Any app in the store, not just yours

One thing to know

This runs inside a chat you start. It is not a scheduled alert — nothing fires while the window is closed. For a recurring check, put the prompt in your Monday routine, or run it whenever a release ships.

Let your users write the backlog

Add the ParseMyApp connector alongside Atlassian and ask once.

Set up the connector

Free. No account needed. Or use the web app instead.