Workflows

How to turn meeting notes into Jira tickets on a Mac

Save the ticket format as a reusable prompt, then run it on the notes you already have selected. In Khint you write a ticket-writer agent once, highlight a block of meeting notes in any app, press Cmd+Shift+K, and the notes come back as a title, a user-story description, and acceptance criteria. Connect Atlassian and a workflow can file the issue directly, returning the issue key, with the credentials staying in your Mac's Keychain and the calls going from your machine to your Atlassian cloud.

If you run sprint ceremonies, the worst part is not the meeting. It is the thirty minutes afterwards, retyping half-formed notes into issues with proper titles, descriptions and acceptance criteria. The notes already say what needs doing. You are doing data entry on your own words.

This guide shows the setup that collapses that into one keyboard shortcut on a Mac, using Khint Agents and the built-in Jira integration. Select your notes, press the shortcut, and get a clean ticket, drafted or filed.

Why copy-paste-and-clean-up costs so much

The usual flow is: copy a chunk of notes, switch to Jira, click New issue, paste, then rewrite it into something a developer can act on. Every ticket is a context switch and a rewrite. Across a refinement session that is a real tax, and it is why so many tickets end up as one-line stubs nobody can estimate.

Pasting into an AI chat window instead does not fix it. It replaces one copy-paste with two, adds a window to manage, and you retype the same instruction every time. The fix is to run the transformation in place, on the text you already selected, without leaving the app you are in.

Step 1: write a ticket-writer agent

An agent is a saved prompt you trigger from the palette. Create one in Agents with a prompt like this:

You are a product owner writing a Jira ticket.
Turn the selected meeting notes into a single issue:
- A short, imperative title (max 8 words).
- A description in user-story form: "As a <role>, I want <goal>, so that <reason>".
- 3-5 acceptance criteria as a checklist.
Keep it concrete. Do not invent scope that isn't in the notes.
A reusable ticket-writer agent. Write it once, run it all quarter.

That last line earns its place. Left unconstrained, a model fills gaps with plausible scope, and plausible scope in a ticket is how a two-point story becomes an eight-point argument in refinement. If you are unsure how to phrase any of it, the editor's Generate button drafts the prompt from a plain description, and Improve refines one you already have.

Step 2: connect Atlassian

You can stop at step 1 and paste the drafted ticket into Jira yourself. But connect Atlassian with your email, API token and cloud domain, and the palette grows a JIRA section: Create issue, Add comment, Change status, plus the Confluence rows. Now the ticket can be filed rather than drafted.

Step 3: select, shortcut, done

  1. Highlight the notes

    Select the chunk that describes one piece of work, in Apple Notes, a Google Doc, Slack, or a transcript.

  2. Press Cmd+Shift+K

    The palette opens over whatever app you are in, without taking focus from it.

  3. Run your ticket-writer agent

    The selection comes back as a proper issue: title, user story, acceptance criteria, in your house format.

  4. File it in Jira

    Use the palette's Create issue row, which opens the project and issue-type picker first, then writes. Or let a workflow do both in one press.

Going further: one workflow, several destinations

A workflow runs up to five steps in series. The pattern that pays off here is format the notes into a ticket then create the Jira issue, because the create step reuses your formatting agent and hands you back the issue key.

A step can also fan out. One step can dispatch the same text to up to four tools at once: file the Jira issue, post the summary to Slack, and append the decision to the Confluence page, concurrently. Fan-out is deliberately best-effort rather than all-or-nothing, for a reason worth knowing: a branch that succeeded has already written to someone else's tool and cannot be un-written, so a partial failure reports what landed instead of pretending the whole step failed and inviting you to run it twice.

If you keep a work sessionrunning during refinement, each ticket is drafted with the session's compacted context in view, so a batch of related tickets stays consistent instead of each being written in a vacuum. And if you would rather talk than type, a workflow can take voice as its source: hold its shortcut, describe the ticket out loud, and the issue is filed from what you said.

Why this beats a generic AI chat

  • No app-switching: the transformation runs on selected text, in place.
  • Repeatable: the prompt is saved once, so every ticket comes out in the same house style instead of drifting with how you phrased the request today.
  • Filed, not just drafted: with Atlassian connected the issue is created and the key comes back to you.
  • Auditable: every write is logged into your work session after the external write succeeded, never before, so your session never claims a ticket that does not exist.
  • Scoped: it sees the text you selected, when you trigger it, and nothing else.

Common questions

Do I need a paid plan to turn notes into Jira tickets?

No. The free tier includes 300 credits a month, about 10 AI actions a day, which covers a typical refinement session. Connecting Atlassian and creating issues is included on every tier: plans sell volume, not features. Paid plans start at €7 a month if you write tickets in bulk.

Does Khint read my whole screen or my meeting audio?

No. It receives the text you select when you trigger an agent. There is no background recording of your screen, your microphone, or your keystrokes. If you ask it to file the ticket, the formatted text goes to your Atlassian cloud using credentials stored in your Mac's Keychain.

Can it create Confluence pages too, not just Jira issues?

Yes. The same Atlassian connection adds Confluence rows: create a page, append to an existing one, or comment on it. The append is version-locked, so if a teammate publishes an edit while you are writing, the write fails and asks you to retry rather than overwriting their paragraph.

Will the tickets follow my team's format?

That is the point of saving it as an agent. Whatever structure you put in the prompt is applied to every ticket, so a quarter of tickets comes out consistent rather than reflecting how you happened to phrase the request that morning.

What happens if the Jira write fails?

You are told, and nothing is logged as done. Integration writes record their entry in your work session only after the external write has succeeded, precisely so a landed ticket is never reported as failed and a failed one never looks landed.

Try it in your own workflow

Khint runs your prompts on selected text in any Mac app, from one shortcut. Free with 300 credits a month, about 10 AI actions a day.