Atlassian adds AI Remix & partner agents to Confluence

Atlassian has launched new artificial intelligence features in Confluence, including an open beta tool called Remix and partner agents for Lovable, Replit and Gamma.

Remix lets users turn Confluence page content into formats such as charts, infographics, scorecards and presentation-ready summaries. Users can highlight a paragraph, table or full document, and the output stays linked to the original page rather than being exported as a separate file.

At launch, Remix supports data visualisations, infographics, scorecards and charts. It uses Atlassian's Teamwork Graph to suggest a visual format based on the content type and usage patterns within an organisation.

Atlassian also introduced pre-built partner agents in Confluence that connect pages to third-party tools through the Model Context Protocol, or MCP. The first agents are for Lovable, Replit and Gamma.

These integrations are designed to turn a product specification into a user interface prototype in Lovable, a technical document into a starter application in Replit, and meeting notes or a status page into a presentation in Gamma. Each agent launches from within Confluence, reads page content and metadata, and creates an output that links back to the original source page.

Administrators can enable a partner's MCP server in Atlassian Administration, after which the agent appears in the team's Rovo directory. Atlassian says this removes the need for custom scripting or separate integrations.

Context Flow

The changes extend Atlassian's broader use of Rovo, its artificial intelligence system, across collaboration products. Here, the focus is on moving material already stored in Confluence into other formats or external tools without manual copying.

That approach targets a common issue for teams using workplace documentation software: plans, specifications and meeting notes often need to be reformatted before they can be used in presentations, prototypes or development environments. Atlassian is positioning Confluence less as a static repository and more as a starting point for downstream work across business and technical teams.

The partner agents are the first available in Confluence, with more partners planned. The integrations are built on open MCP standards, which have emerged as a way for artificial intelligence systems and software tools to exchange context and instructions in a more consistent format.

For partners, this provides a common way to connect services to Confluence content. For users, it means a page and its associated metadata can move into another tool with its context intact.

Atlassian has framed the new features around reducing the steps between writing a document and using it in another format. Instead of copying text into slide software, prototype builders or coding tools, teams can trigger those workflows from within Confluence.

"Technology should fade into the background and let people focus on their best work," said Sanchan Saxena, Senior Vice President, Head of Product, Teamwork Collection, Atlassian.

He said the company sees the Confluence page as the central source for multiple outputs.

"With Remix and partner agents in Confluence, a single page becomes the starting point for whatever comes next: a clear story for leaders, a prototype for builders, or a walkthrough for customers, all from the same source of truth. As content flows effortlessly into tools like Lovable, Replit and Gamma, the distance between an idea and a real outcome gets smaller. When you remove that friction, teams do more than manage documents; they create the next generation of products and experiences," said Saxena.

Atlassian says more than 350,000 customers use its software, including more than 80% of Fortune 500 companies.