Enables querying Confluence documents through agentic reasoning over hierarchical document trees, replacing vector similarity with structural navigation.
Getting started
Add confluence-vectorless-rag to your MCP-capable client — Claude Code, Cursor, Codex, and others — by following the setup at the source, which documents the exact command, configuration, and any required API keys.






