Choose Doco when
- Stable block IDs and If-Match protected agent writes are central to your workflow.
- MIT licensing and self-hosting are requirements.
- Claude Code, Cursor, and Codex need to read and write shared documents through MCP, CLI, or API.
Choose Confluence for a mature enterprise wiki with spaces, permissions, and Jira integration. Choose Doco for an agent-native shared docs workspace with stable block IDs and a Markdown-first CLI/REST/MCP contract. Confluence already offers official read/write access through Atlassian’s cloud-hosted Rovo MCP Server.
The products overlap, but their centers of gravity are different. Start with the source of truth and the people or agents who must maintain it.
| Dimension | Doco | Confluence |
|---|---|---|
| Primary job | Agent-safe collaborative documents | Enterprise wiki with spaces and permissions |
| Data ownership | MIT licensed application and self-hosting | Atlassian Cloud; Data Center is a separate self-managed product |
| Human collaboration | Yjs live editing with browser-local persistence | Enterprise knowledge sharing, spaces, permissions and Jira integration |
| Agent access | 29-tool MCP, CLI, REST, stable IDs and If-Match | Official Rovo MCP: read/write, CQL search and permission groups |
| Content model | Document and block model with embedded tables/spreadsheets | Whole-page REST updates with optimistic version numbers |
| Best fit | Teams whose agents maintain written knowledge | Large organizations prioritizing an established enterprise wiki |
Confluence is stronger for enterprise wiki workflows, spaces, permissions, and Jira integration in large organizations. Its official cloud-hosted Rovo MCP Server became generally available in February 2026 and connects MCP clients to Confluence, Jira, Bitbucket, and Loom. MCP access follows existing Atlassian permissions.
Doco is stronger when stable block IDs, Markdown round-trip, and MIT self-hosting matter. Humans and AI agents share documents; Claude Code, Cursor, and Codex read and write via MCP, CLI, or API. Confluence also supports agent writes; its REST page updates use whole-page optimistic versioning rather than Doco’s protected block edits.
Pilot a small set of representative pages before changing your enterprise wiki workflow. Prepare Markdown copies and associated assets for Doco, keeping the original Confluence pages available. Review content fidelity, spaces, permissions, and Jira-dependent workflows separately; do not assume they transfer automatically.
Keep a backup of representative Confluence pages and assets before preparing Markdown copies.
Import Markdown into Doco and organize documents into knowledge bases and folders.
Review formatting and assets; check permissions, space organization, and Jira-dependent workflows separately.
Pilot stable block IDs and If-Match with your agents, then decide which enterprise wiki workflows should remain in Confluence.
Run a representative trial first. Keep the original export until links, attachments, permissions, tables, and a restore have all been verified.
Choose Confluence for an established enterprise wiki with spaces, permissions, Jira integration, and official Cloud MCP access. Consider Doco as a Confluence alternative for AI agents when shared documents, stable block addresses, Markdown, and MIT self-hosting are the priority. Both support protected writes with different editing models.
Yes. Atlassian’s cloud-hosted Rovo MCP Server at https://mcp.atlassian.com/v2/mcp lets clients such as Claude, Cursor, VS Code, and ChatGPT read, create, and update pages, search with CQL, and manage comments, attachments, permissions, and spaces. It also covers Jira, Bitbucket, and Loom.
Rovo MCP uses OAuth 2.1, or API tokens if the organization admin enables them. Every action respects existing Atlassian permissions. Organization admins grant permission groups such as read_confluence, write_confluence, and search_confluence. It connects to Atlassian Cloud apps; Confluence Data Center is a separate self-managed product.
Confluence REST page updates require the next version number. A stale version causes a conflict, so an agent must read the current page and version before retrying. This is whole-page optimistic versioning; Doco instead offers stable block IDs and If-Match protected block edits.