Ingest Confluence into Graphlit

Connect Confluence spaces to Graphlit so wiki pages, child pages, and optional attachments become searchable context for RAG and agents, with approved delivery to Confluence.

Ingest + deliver

1 ingest surface • 1 delivery surface

Atlassian OAuth

Connected account boundary

Graphlit API

createFeed + queryContents

MCP-native

Agent context and delivery flows

Ingest

What gets ingested

Graphlit reads the selected Confluence surfaces, converts the source material into searchable content, and keeps enough source metadata for grounded answers, retrieval, and downstream agent workflows.

Confluence pages

Feed type: Confluence / AtlassianConfluence

Confluence
Spaces and pages
Child pages and recursive hierarchies
Attachments on pages
Parent page context

Setup fields

Atlassian Site *SpaceInclude AttachmentsPage Limit

Deliver

Deliver through Confluence

Delivery pages show the full path from context to action: Graphlit retrieves context from Confluence, agents reason over that context, and approved outputs are delivered through MCP tools and connected accounts.

Create or update page

Delivery path: Graphlit MCP + Confluence

create, replace, append, upsert
Create new pages in a Confluence space
Replace existing page content
Append sections to an existing page
Upsert pages into a target space

Prepare

What Graphlit prepares

The integration is not just a connector. Graphlit turns Confluence into content that can be searched, cited, summarized, enriched with observations, and supplied to agents through the Graphlit API and MCP.

{
  "source": "Confluence",
  "content": "Confluence pages",
  "extracted": [
    "entities",
    "observations",
    "facts",
    "summaries"
  ],
  "citations": [
    "Confluence source references"
  ],
  "agentContext": {
    "searchable": true,
    "groundedAnswers": true,
    "deliveryEnabled": true
  }
}

Use cases

What you can build with Confluence

01

Build a Confluence knowledge base from spaces and pages and child pages and recursive hierarchies and search it alongside the rest of your Graphlit content.

02

Ask grounded questions over Confluence context without forcing users to leave the tools where the work originally happened.

03

Extract people, organizations, projects, events, facts, and decisions from Confluence content so agents can reason over durable context.

04

Let approved agents create new pages in a Confluence space after retrieving the source context that justifies the delivery.

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FAQ

Common questions

Start building

Start building with Confluence and Graphlit

Create a free Graphlit project, connect Confluence, and turn real operational context into retrieval, knowledge graphs, and MCP-native agent workflows.

Create free account