VaultBase vs Confluence

Speed you can feel

Confluence is notoriously slow. Page loads lag, search is unreliable, and the editor fights you on formatting. Teams stop writing documentation because the tool itself is friction.

VaultBase is a single Go binary backed by SQLite with FTS5. Search is sub-millisecond. Pages are plain markdown files served directly. The entire system — server, sync, search, RBAC — runs in one process with minimal resource usage. Your team gets fast knowledge access, which means they'll actually use it.

Markdown-native, not markdown-adjacent

Confluence uses a proprietary XHTML storage format. Even with their "markdown support," you're editing through a WYSIWYG layer that produces non-standard markup. Export to markdown is lossy. Import from markdown is lossy. Your content is locked in Confluence's format.

VaultBase stores everything as .md files with YAML frontmatter. Edit them in VaultBase's UI, VS Code, vim, or any text editor. Back them up with Git. Diff changes with standard tools. Your knowledge base is files on disk, not rows in a proprietary database.

AI agents with permission scoping

Confluence has Atlassian Intelligence, but it's limited to summarization and basic Q&A within the Confluence UI. There's no MCP server, no way for external AI agents to query your wiki, and no permission scoping on AI access.

VaultBase's MCP server exposes 25 tools to any MCP-compatible agent — Claude Code, custom automation, internal tooling. Every query respects RBAC. An engineering agent sees engineering docs. A support agent sees support runbooks. HR docs stay invisible to both. This isn't a feature request on a roadmap — it works today.

10x cheaper at scale

Confluence Cloud Standard is $5.75/user/month, but real costs add up: Premium for audit logs and analytics ($11/user), storage limits, and the Atlassian ecosystem tax. A 50-person team on Premium pays $550+/month. VaultBase Business at $50/month covers your whole team with RBAC, audit logs, MCP access, and decision traces included. Or self-host for free under AGPL-3.0 and pay nothing.

Who should choose VaultBase

• ✓ Teams frustrated with Confluence's speed — if your team avoids the wiki because it's slow and painful to use, VaultBase removes that friction.
• ✓ Engineering organizations — developers who want markdown files they can edit in their IDE, version with Git, and feed to AI agents via MCP.
• ✓ Cost-conscious teams — organizations paying $500+/month for Confluence Premium that could get more functionality at a fraction of the cost.
• ✓ Decision-driven organizations — teams that need to track architectural decisions, policy choices, and technical trade-offs with full provenance and staleness detection.

If your team is deeply integrated with the Atlassian suite (Jira, Bitbucket, Opsgenie) and relies on that tight coupling, Confluence may still be the pragmatic choice. VaultBase shines when your priority is speed, markdown, AI access, and cost.

Migrating from Confluence

Confluence exports can be converted to markdown for VaultBase. Here's the process:

1. 1. Export your Confluence spaces as HTML (Space Settings → Export Space → HTML).
2. 2. Convert HTML to markdown using a tool like pandoc or a Confluence-to-markdown converter. Preserve page hierarchy as folder structure.
3. 3. Add YAML frontmatter to converted pages for metadata (tags, authors, dates). VaultBase indexes this automatically.
4. 4. Place the converted files in a VaultBase vault directory. Run VaultBase to build the search index and context graph.
5. 5. Configure RBAC to match your Confluence space permissions. Map Confluence groups to VaultBase roles.

Confluence macros and embedded Jira links won't translate directly. Plan for a cleanup pass on converted content. The good news: once your content is markdown, it's yours forever.