Sync Confluence Wiki to AI Knowledge Base

Confluence wikis accumulate years of institutional knowledge -- architecture decisions, runbooks, onboarding guides, post-mortems. REM Labs indexes all of it so your AI can search by meaning across every space, page, and comment your team has ever written.

What Gets Synced

The Confluence integration extracts structured content from your instance and stores each page as an indexed memory:

• Pages and blog posts -- full body content converted from Confluence storage format to clean markdown
• Page hierarchy -- parent/child relationships preserved as knowledge graph edges
• Labels -- Confluence labels become searchable categories on each memory
• Comments -- inline and page-level comments captured as context metadata
• Attachments -- text extracted from attached PDFs and documents
• Space metadata -- space key and name stored for namespace scoping

Connect Your Instance

In the REM Labs Console, go to Integrations and click Connect Confluence. Enter your Atlassian Cloud URL and authorize via OAuth 2.0. You can select specific spaces to sync rather than your entire instance.

Import via API

The space_keys array lets you target specific Confluence spaces. Incremental mode checks page version numbers and only re-indexes pages that have been updated since the last sync.

Space-Scoped Search

After sync, you can search across all spaces or scope queries to a specific space. This is particularly useful for separating engineering knowledge from product knowledge from operations docs.

The query "how to handle database migrations in production" will find the runbook titled "Schema Change Procedure" and the post-mortem about the migration that took down staging -- because semantic search matches meaning, not keywords.

Page Hierarchy as Knowledge Graph

Confluence's parent/child page structure maps naturally to REM Labs' entity graph. When you search for a topic, related pages discovered through graph traversal appear in results even when their content is not semantically similar to your query. A search about "deployment process" can surface the child page "Rollback Procedures" through structural relationships.

API Endpoints Reference