Collaboration
Master multi-user real-time co-authoring, live cursor presence, time-machine version rollbacks, and MCP concurrency locks.
Modern content operations demand seamless collaboration across planners, authors, and reviewers. MuseCanto provides millisecond-level WebSocket co-authoring coupled with a non-destructive version time machine.
Real-Time Multi-User Co-Authoring
When multiple teammates enter the same document simultaneously:
Live Cursor Presence
See team members' name badges and animated cursors in real time to avoid conflicting edits.
Operational Transformation Sync
Underlying OT algorithms reconcile keystrokes effortlessly, even during momentary network blips.
Collaboration Etiquette
- Readiness Indicator: Upon entering a document, watch the top status pill shift from "Connecting" to "Synced" before starting intensive edits.
- Section Independence: We recommend collaborators work on different headings or paragraphs simultaneously to maintain clean diff histories.
Version Time Machine & Rollback
Every time an author pauses or saves, the system captures an incremental snapshot attributed to that user.
Browse Historical Snapshots
Click Version History in the top-right toolbar. A drawer opens showing timestamped snapshots with author avatars and character deltas.
Visual Diff Inspection
Select any historical snapshot to inspect insertions in green and deletions in red against the current working copy.
Non-Destructive Rollback
Click Restore this version. MuseCanto applies the historical state as a new revision on top, never erasing newer intermediate states.
Rollbacks and Published Posts
Restoring a previous version does not retroactively alter or unpublish posts already sent to X, WeChat, or Zhihu. To update published content, re-publish via the distribution matrix.
MCP & AI Concurrency: Optimistic Locking
When AI agents (such as Cursor or Claude Code) interact with human writers on the same document:
Human edits in browser ─── Generates new updatedAt: T2 ───┐
├── Conflict!
MCP Client writes with stale T1 (updatedAt: T1) ──────────┘ Returns 409 Conflict- Optimistic Locking Guard: Write APIs mandate the
updatedAttimestamp obtained from the most recent read. - Conflict Prevention: If human editors save new changes in the browser, the MCP tool rejects the AI write call with
409 Conflict, prompting the model to re-read first.