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Workflow Snapshot Manager automatically captures your ComfyUI workflow as you edit. Browse, name, search, and restore any previous version from a sidebar panel — stored as JSON files on the server, accessible from any browser.

Features

• Auto-capture — Snapshots are saved automatically as you edit, with configurable debounce
• Custom naming — Name your snapshots when taking them manually ("Before merge", "Working v2", etc.)
• Search & filter — Quickly find snapshots by name with the filter bar
• Restore or Swap — Open a snapshot as a new workflow, or replace the current one in-place
• Workflow browser — Browse and recover snapshots from any workflow, including renamed or deleted ones
• Per-workflow storage — Each workflow has its own independent snapshot history
• Theme-aware UI — Adapts to light and dark ComfyUI themes
• Toast notifications — Visual feedback for save, restore, and error operations
• SaveSnapshot node — Trigger snapshot captures from your workflow with a custom node; node snapshots are visually distinct (purple border + "Node" badge) and have their own rolling limit
• Change-type icons — Timeline markers show what kind of change each snapshot represents (node add, remove, connection, parameter, move, mixed) with distinct colored icons — like Fusion 360's operation timeline
• Timeline bar — Optional centered floating bar on the canvas showing all snapshots as iconic markers, with a Snapshot button for quick captures; tucks behind the sidebar when open
• Active & current markers — When you swap to a snapshot, the timeline highlights where you came from (green dot) and where you are (white ring)
• Auto-save before swap — Swapping to an older snapshot automatically saves your current state first, so you can always get back; browsing between saved snapshots skips redundant saves
• Ctrl+S shortcut — Press Ctrl+S (or Cmd+S on Mac) to take a manual snapshot alongside ComfyUI's own save
• SVG graph previews — Hover any snapshot for a tooltip preview of the workflow graph; click the eye button for a full-size modal; diff view now shows side-by-side SVG comparison with color-coded highlights (green = added, red = removed, amber = modified)
• Diff view — Compare any snapshot against the current workflow (one click) or two snapshots against each other (Shift+click to set base); see added/removed/modified nodes, widget value changes, and rewired connections in a single modal
• Snapshot branching — Swap to an old snapshot and edit to fork into a new branch; navigate between branches with < 1/3 > arrows at fork points in the sidebar and timeline, like ChatGPT conversation branching
• Profile manager — Save and load named sets of workflows as session profiles (like browser tab groups); profiles track which workflows you visited and restore the latest snapshot for each
• Hide auto-saves — Toggle button next to the search bar hides auto-save snapshots to reduce clutter while keeping manual, locked, and node-triggered snapshots visible
• Lock/pin snapshots — Protect important snapshots from auto-pruning and "Clear All" with a single click
• Concurrency-safe — Lock guard prevents double-click issues during restore
• Server-side storage — Snapshots persist on the ComfyUI server's filesystem, accessible from any browser
• Automatic migration — Existing IndexedDB snapshots are imported to the server on first load

Installation

ComfyUI Manager (Recommended)

Search for Workflow Snapshot Manager in ComfyUI Manager and click Install.

Git Clone

cd ComfyUI/custom_nodes
git clone https://github.com/ethanfel/Comfyui-Workflow-Snapshot-Manager.git

Restart ComfyUI after installing.

Usage

1. Open the Sidebar

Click the clock icon () in the ComfyUI sidebar to open the Snapshots panel.

2. Snapshots are Captured Automatically

As you edit your workflow, snapshots are saved automatically after a configurable delay (default: 3 seconds). An initial snapshot is also captured when the workflow loads.

3. Take a Named Snapshot

Click Take Snapshot to manually save the current state. A prompt lets you enter a custom name — great for checkpoints like "Before refactor" or "Working config".

4. Search & Filter

Use the filter bar at the top of the panel to search snapshots by name. The clear button (×) resets the filter.

5. Restore or Swap

Each snapshot has action buttons:

Button	Action
Preview (eye icon)	Opens a full-size SVG preview of the workflow graph
Lock	Toggles lock protection (padlock icon)
Swap	Replaces the current workflow in-place (same tab)
Restore	Opens the snapshot as a new workflow

6. Lock / Pin Snapshots

Click the padlock icon on any snapshot to lock it. Locked snapshots are protected from:

• Auto-pruning — When the snapshot count exceeds the max, only unlocked snapshots are pruned
• Clear All — Locked snapshots survive bulk deletion (the toast reports how many were kept)

To unlock, click the padlock again. Deleting a locked snapshot individually is still possible but requires confirmation.

7. Browse Other Workflows

Click the workflow name below the header to expand the workflow picker. It lists every workflow that has snapshots in the database, with counts. Click any workflow to view its snapshots — an amber banner confirms you're viewing a different workflow, and "Take Snapshot" is disabled to avoid confusion. Click Back to current to return.

This is especially useful for recovering snapshots from workflows that were renamed or deleted.

8. Timeline Bar

Enable the timeline in Settings > Snapshot Manager > Timeline > Show snapshot timeline on canvas. A centered floating bar appears at the bottom of the canvas with an iconic marker for each snapshot — each icon shows what kind of change the snapshot represents:

Icon	Color	Change Type
Filled circle	Blue	Initial — first snapshot after load
Plus +	Green	Node Add — nodes were added
Minus −	Red	Node Remove — nodes were removed
Zigzag	Amber	Connection — links/wires changed
Wave	Purple	Param — widget values changed
Arrows ↕	Gray	Move — nodes repositioned
Star ✱	Orange	Mixed — multiple change types
Faded dot	Gray	Unknown — legacy snapshot or no detected change

Additional marker styles are layered on top of the change-type icon:

Overlay	Meaning
Purple background	Node-triggered snapshot (overrides change-type color)
Yellow border	Locked snapshot
White ring (larger)	Active — the snapshot you swapped TO
Green background	Current — your auto-saved state before the swap

Click any marker to swap to that snapshot. Hover to see a tooltip with the snapshot name, time, and change description. The Snapshot button on the right takes a quick manual snapshot. The bar is centered at 80% width to clear both the sidebar icon strip and bottom-right controls, and tucks behind the sidebar panel when it's open.

The sidebar list also shows the change type in the meta line below each snapshot (e.g., "5 nodes · Parameters changed").

9. Auto-save Before Swap

When you swap to an older snapshot (via the sidebar or timeline), the extension automatically captures a "Current" snapshot of your work-in-progress first. This green-marked snapshot appears on the timeline so you can click it to get back. The marker disappears once you edit the graph (since auto-capture creates a proper snapshot at that point). Browsing between existing snapshots does not create additional "Current" entries — the auto-save only triggers on the first swap away from unsaved work.

10. Keyboard Shortcut

Press Ctrl+S (or Cmd+S on Mac) to take a manual snapshot. This works alongside ComfyUI's own workflow save — both fire simultaneously.

11. Delete & Clear

• Click × on any snapshot to delete it individually (locked snapshots prompt for confirmation)
• Click Clear All Snapshots in the footer to remove all unlocked snapshots for the current workflow (locked snapshots are preserved)

12. Diff View

Compare two snapshots — or a snapshot against the current workflow — to see exactly what changed without touching the graph.

One-click (vs current workflow): Click Diff on any snapshot to see what changed between that snapshot and your current live workflow.

Two-snapshot compare: Shift+click Diff on snapshot A to set it as the base (purple outline + toast confirmation), then click Diff on snapshot B to compare A → B. The base clears after comparison.

The diff modal shows:

Section	Details
SVG comparison	Side-by-side graph previews at the top — base on the left, target on the right, with highlighted nodes (green = added, red = removed, amber = modified)
Summary pills	Colored counts — green (added), red (removed), amber (modified), blue (links)
Added Nodes	Nodes present in the target but not the base
Removed Nodes	Nodes present in the base but not the target
Modified Nodes	Nodes with changed position, size, title, mode, widget values, or properties — each change shown as old (red strikethrough) → new (green)
Link Changes	Added/removed connections with node names and slot indices

Sections are collapsible (click the header to toggle). If the two snapshots are identical, a "No differences found." message is shown. Dismiss the modal with Escape, the X button, or by clicking outside.

13. SVG Graph Previews

Visually inspect any snapshot without restoring or swapping it.

Hover tooltip: Hover over any snapshot in the sidebar list. After 200ms, a small SVG preview appears next to the item showing the graph layout with nodes, links, and groups. Move the mouse away to dismiss.

Preview modal: Click the eye button on any snapshot to open a full-size preview modal showing the complete graph with node titles, colored link beziers, input/output slot dots, and group overlays. Dismiss with Escape, the X button, or by clicking outside.

The SVG renderer draws nodes with their stored position, size, and colors. Links are rendered as bezier curves colored by type (blue for IMAGE, orange for CLIP, purple for MODEL, etc.). Collapsed nodes appear as thin title-only strips. Thumbnails (hover tooltips) auto-simplify by hiding labels and slot dots for clarity at small sizes.

14. Snapshot Branching

Branching lets you explore multiple variations of a workflow without losing any history — similar to conversation branching in ChatGPT.

How it works:

1. Work normally — snapshots chain linearly as you edit
2. Swap to an older snapshot and start editing — the next auto-capture forks into a new branch from that point
3. A < 1/2 > branch navigator appears at every fork point in the sidebar and the timeline
4. Click the arrows to switch between branches — the sidebar and timeline update together

Details:

• Each snapshot stores a parentId linking it to its predecessor, forming a tree
• Legacy snapshots (from before branching) are automatically chained by timestamp for backwards compatibility
• Pruning is branch-safe — ancestors of the current branch tip and fork-point snapshots are never auto-pruned
• Deleting a fork point re-parents its children to the deleted snapshot's parent (with a confirmation dialog)
• Switching workflows clears branch navigation state

15. Hide Auto-saves

Click the Hide Auto button next to the search bar to hide all auto-save snapshots ("Auto" and "Initial"). The button turns blue and switches to Show Auto when active.

The filter works together with text search — both are applied simultaneously. Branch navigators remain visible regardless of the filter. Manual, locked, node-triggered, and "Current" snapshots are always shown.

16. Session Profiles

Save and load named sets of workflows — like browser tab groups for ComfyUI.

Save a profile:

1. Click the > Profiles toggle between the workflow picker and search bar to expand
2. Click Save — enter a profile name
3. The profile captures all workflows you've visited in this session

Load a profile:

1. Expand the Profiles section
2. Click Load on any profile — the extension fetches the latest snapshot for each workflow and loads them via loadGraphData
3. The profile's active workflow is loaded last so it ends up visible
4. A toast reports how many workflows were loaded and how many were skipped (missing snapshots)

Delete a profile: Click X on any profile (with confirmation).

Profiles are stored as JSON files on the server at <extension_dir>/data/profiles/.

Note: ComfyUI's loadGraphData replaces the current workflow — there is no API to open new tabs. Each loaded workflow overwrites the previous one. The user ends up seeing the last loaded workflow (the active one). Previously loaded workflows may appear in ComfyUI's workflow history/tabs depending on the frontend version.

Settings

All settings are available in ComfyUI Settings > Snapshot Manager:

Setting	Type	Default	Description
Auto-capture on edit	Toggle	On	Automatically save snapshots when the workflow changes
Capture delay	Slider	3s	Seconds to wait after the last edit before auto-capturing (1–30s)
Max snapshots per workflow	Slider	50	Maximum number of unlocked snapshots kept per workflow (5–200). Oldest unlocked are pruned automatically; locked snapshots are never pruned
Capture on workflow load	Toggle	On	Save an "Initial" snapshot when a workflow is first loaded
Max node-triggered snapshots	Slider	5	Rolling limit for SaveSnapshot node captures per workflow (1–50). Node snapshots are pruned independently from auto/manual snapshots
Show snapshot timeline	Toggle	Off	Display a timeline bar at the bottom of the canvas with snapshot markers, active/current indicators, and a quick Snapshot button

Architecture

Auto/manual capture flow:

1. Graph edits trigger a graphChanged event
2. A debounce timer prevents excessive writes
3. The workflow is serialized and hash-checked against the last capture (per-workflow) to avoid duplicates
4. The previous graph state is diffed against the current to detect the change type (node add/remove, connection, parameter, move, or mixed) — stored as a changeType field on the record
5. New snapshots are sent to the server and stored as individual JSON files under data/snapshots/
6. The sidebar panel and timeline bar fetch snapshots from the server and render them with change-type icons
7. Restore/Swap loads graph data back into ComfyUI with a lock guard to prevent concurrent operations, and updates the graph cache so the next diff is accurate

Node-triggered capture flow:

1. SaveSnapshot node executes during a queue prompt run
2. A WebSocket event is sent to the frontend, skipping hash dedup (the workflow doesn't change between runs)
3. The snapshot is saved with source: "node" and pruned against its own rolling limit (maxNodeSnapshots)
4. Node snapshots appear in the sidebar with a purple left border and "Node" badge

Swap with auto-save:

1. User clicks Swap (sidebar or timeline marker)
2. If the current graph is unsaved work (not already a swapped snapshot), captureSnapshot("Current") saves it before the swap — browsing between existing snapshots skips this step
3. The target snapshot is loaded into the graph
4. The timeline updates: the swapped-to snapshot gets a white ring (active), the auto-saved snapshot gets a green dot (current)
5. Clicking the green dot swaps back; editing the graph clears both markers (the next auto-capture supersedes them)

Branching:

1. Each snapshot stores a parentId pointing to its predecessor
2. buildSnapshotTree() constructs parent/child maps from all records — legacy snapshots (no parentId) are chained by timestamp automatically
3. getDisplayPath() walks the tree from root to tip, following activeBranchSelections at each fork point, producing the linear branch view
4. The sidebar and timeline render only the current branch; < 1/3 > navigators at fork points switch between branches
5. Pruning protection: before pruning, getAncestorIds() collects all ancestors of the branch tip; these IDs plus fork-point IDs are sent as protectedIds to the server

Profiles:

1. Session tracking records each visited workflow key with timestamps
2. Save creates a JSON file at <extension_dir>/data/profiles/<id>.json with the workflow list and active workflow
3. Load fetches the latest snapshot for each workflow in the profile and calls loadGraphData

Storage: Snapshots are stored as JSON files on the server at <extension_dir>/data/snapshots/<workflow_key>/<id>.json. Profiles are stored at <extension_dir>/data/profiles/<id>.json. Both persist across browser sessions, ComfyUI restarts, and are accessible from any browser connecting to the same server.

FAQ

Where are snapshots stored? On the server's filesystem under <extension_dir>/data/snapshots/. Each workflow gets its own directory, and each snapshot is an individual JSON file. They persist across browser sessions and are accessible from any browser connecting to the same ComfyUI server.

I'm upgrading from v1.x — what happens to my existing snapshots? On first load after upgrading, the extension automatically migrates all snapshots from your browser's IndexedDB to the server. Once migration succeeds, the old IndexedDB database is deleted. If migration fails (e.g., server unreachable), your old data is preserved and migration will retry on the next load.

Will this slow down ComfyUI? No. Snapshots are captured asynchronously after a debounce delay. The hash check prevents redundant writes.

What happens if I switch workflows? Each workflow has its own snapshot history. Switching workflows cancels any pending captures and shows the correct snapshot list. You can also browse snapshots from other workflows using the workflow picker.

I renamed/deleted a workflow — are my snapshots gone? No. Snapshots are keyed by the workflow name at capture time. Use the workflow picker to find and restore them under the old name.

How does branching work? When you swap to an old snapshot and then edit, the next capture forks into a new branch. A < 1/2 > navigator appears at the fork point — click the arrows to switch branches. The tree structure is computed from parentId links on each snapshot. Old snapshots without parentId (from before v3.0) are automatically chained by timestamp.

Can I delete a fork-point snapshot? Yes. The extension re-parents its children to the deleted snapshot's parent, preserving the branch structure. A confirmation dialog warns you first.

What are profiles? Profiles save a list of workflows you've visited in a session. Loading a profile restores the latest snapshot for each workflow. They're useful for switching between project contexts — like browser tab groups.

Can I use this with ComfyUI Manager? Yes — install via ComfyUI Manager or clone the repo into custom_nodes/.

License

MIT