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AI agents for Confluence

A Monmo agent works in Confluence the way a technical writer would. It drafts release notes from a Jira fix version, turns a Slack incident thread into a postmortem page, finds pages nobody has touched in a year, and answers questions from the spaces it can read. It uses your own Atlassian account and asks before it publishes, edits, moves or archives a page.

Updated 2026-11-13 · Free to start. Paid plans from $15 a month.

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What agents do in Confluence

  • Write release notes from a fix version

    When a Jira fix version ships, it reads every issue in it, groups them into new features, fixes and known issues, and drafts the release notes page in your product space for review.

    AskDraft release notes for fix version 4.12 in the Product space, grouped by feature, fix and known issue.
  • Turn an incident thread into a postmortem

    After an incident it reads the Slack channel, the timeline and the linked Jira issues, then fills your postmortem template: impact, timeline, root cause, and follow-up actions with owners.

    AskWrite the postmortem for last night's checkout outage from the incident channel, using our postmortem template.
  • Find stale pages with CQL

    It runs a CQL search for pages in a space not modified in twelve months, reads them against recent work, and lists which to update, merge into another page or archive.

    AskIn the Engineering space, find pages not updated since last November and tell me which still look accurate.
  • Answer questions from your spaces

    Ask how to rotate the staging database password and it searches the spaces it can read, reads the matching pages, and answers in a few lines with a link to each page it relied on.

    AskHow do we rotate the staging database password? Link the page you used and tell me when it was last edited.
  • Keep meeting notes and a decision log

    From a Zoom transcript it drafts the meeting notes page with decisions, open questions and action items, then adds each decision as a dated line on the team's decision log page.

    AskTurn this architecture review transcript into meeting notes and add the decisions to our Decision log page.
  • Restructure a messy page tree

    When a space has grown sideways, it proposes a new page tree: which parent each page moves under, which pages to merge and which labels to add. Nothing moves until you approve the plan.

    AskPropose a cleaner page tree for the Support space, with moves, merges and labels. Do not move anything yet.
  • Send a weekly digest of changes

    Every Friday it lists pages created and edited that week in the spaces you follow, with one line on what changed, and drafts a digest post for Slack or Microsoft Teams.

    AskEvery Friday at 4, draft a digest of this week's new and edited pages in the Product and Engineering spaces.

How it connects

  1. 1You connect your own Atlassian account once. If your organisation restricts third-party apps, a site or organisation admin may need to approve the connection. The agent sees only the spaces and pages that account can open.
  2. 2You choose which agents may use Confluence. An engineering or operations agent that also has Jira will use it most; a social media agent has no need for your wiki.
  3. 3Searching and reading pages, including CQL queries, need no approval. Publishing, editing, commenting, labelling, moving pages in the tree and archiving ask first, and one card can cover a batch.

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FAQ

Questions people ask

Can an AI agent write Confluence pages?

Yes. A Monmo agent drafts pages in your templates from Jira issues, Slack threads, meeting transcripts or a rough explanation, and shows you the draft. The page is published in the space you choose once you allow it. It works through the Confluence connection, or in its own browser when the connection does not cover a step.

Can an AI agent answer questions using our Confluence?

Yes, from the spaces the connected account can read. The AI agent searches with CQL or plain keywords, reads the pages that match and answers with links to each page it used. If two pages disagree it tells you and names the older one, so you can decide which is right.

Does it work with Jira as well as Confluence?

Yes, when you connect both. The agent can read a Jira fix version or epic and write the Confluence page that goes with it, or turn the decisions on a Confluence page into Jira issues. Creating or changing issues and pages in either product asks first.

How does it find outdated Confluence pages?

It looks at when each page was last modified, who owns it and whether it refers to things that have since changed, such as closed Jira issues or renamed services. Then it reads the likely stale pages and lists each with a suggested action: update, merge or archive. You approve the changes.

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