A ComfyUI custom node package that silently tracks which nodes, packages, and model files you actually use. Helps identify unused packages and models that are safe to remove — keeping your ComfyUI install lean.

Features

Silent tracking — hooks into every prompt submission, zero config needed
Node & model tracking — tracks custom node packages and model files (checkpoints, VAEs, ControlNets, etc.) separately
Per-package classification — packages are sorted into tiers based on usage recency
Per-model classification — models grouped by type (checkpoints, vae, …) with the same recency tiers
Smart aging — items gradually move from "recently unused" to "safe to remove" over time
Uninstall detection — removed packages/models are flagged separately, historical data preserved
Expandable detail — click any package to see individual node-level stats
One-click disable — disable unused packages straight from the dialog via ComfyUI Manager (per-package or in bulk), reversible at any time
Non-blocking — DB writes happen in a background thread, no impact on workflow execution

Package Classification

Packages are classified into tiers based on when they were last used:

Used	Actively used within the last month
Recently Unused	Not used yet, but tracking started less than a month ago — too early to judge
Consider Removing	Unused for 1–2 months — worth reviewing
Safe to Remove	Unused for 2+ months — confident removal candidate
Uninstalled	Previously tracked but no longer installed — shown for reference

Installation

cd /path/to/ComfyUI/custom_nodes
git clone https://github.com/ethanfel/Comfyui-Nodes-Stats.git

Restart ComfyUI. Tracking starts immediately and silently.

Usage

UI

Click the Node Stats button (bar chart icon) in the ComfyUI top menu bar. A dialog opens with two tabs:

Nodes tab

Summary bar with counts for each classification tier
Sections for each tier, sorted from most actionable to least
Expandable rows — click any package to see per-node execution counts and timestamps
Disable buttons on the "Safe to Remove" and "Consider Removing" tiers (see below)

Disabling unused packages

When ComfyUI Manager is installed, the "Safe to Remove" and "Consider Removing" sections show a Disable button on each package, plus a Disable all button per section. Disabling:

Hands off to ComfyUI Manager, which moves the package into custom_nodes/.disabled/
Is fully reversible — re-enable any package from ComfyUI Manager whenever you like
Requires a ComfyUI restart to unload the package from the running session (a banner with a Restart ComfyUI button appears after disabling)

If ComfyUI Manager is not installed, the disable buttons are hidden and stats work as before.

Models tab

Summary bar with counts for each tier across all model types
Sections per model type (checkpoints, vae, controlnet, …)
Per-model table showing execution count, last used date, and status

API

Endpoint	Method	Description
`/nodes-stats/packages`	GET	Per-package aggregated stats with classification
`/nodes-stats/usage`	GET	Raw per-node usage data
`/nodes-stats/models`	GET	Per-type model stats with classification
`/nodes-stats/reset`	POST	Clear all tracked data

curl http://localhost:8188/nodes-stats/packages | python3 -m json.tool

Example response

[
  {
    "package": "ComfyUI-Impact-Pack",
    "total_executions": 42,
    "used_nodes": 5,
    "total_nodes": 30,
    "last_seen": "2026-02-22T12:00:00+00:00",
    "installed": true,
    "status": "used",
    "nodes": [
      {
        "class_type": "SAMDetectorCombined",
        "package": "ComfyUI-Impact-Pack",
        "count": 20,
        "first_seen": "2026-01-01T00:00:00+00:00",
        "last_seen": "2026-02-22T12:00:00+00:00"
      }
    ]
  },
  {
    "package": "ComfyUI-Unused-Nodes",
    "total_executions": 0,
    "used_nodes": 0,
    "total_nodes": 12,
    "last_seen": null,
    "installed": true,
    "status": "safe_to_remove",
    "nodes": []
  }
]

How It Works

Queue Prompt ──> Prompt Handler ──> Extract class_types + prompt ──> Background Thread
                                                                              │
                                              ┌───────────────────────────────┘
                                              ▼
                                         SQLite DB
                                        usage_stats.db
                                         ┌─────────────┐
                                         │ node_usage  │  per-node counts & timestamps
                                         │ prompt_log  │  full node list per prompt
                                         │ model_usage │  per-model counts & timestamps
                                         └─────────────┘
                                              │
          GET /nodes-stats/packages ◄─────────┤
          GET /nodes-stats/models   ◄─────────┘
                    │
                    ▼
          Merge DB data with installed
          nodes/models, classify by recency
                    │
                    ▼
          JSON response ──> UI Dialog (Nodes tab / Models tab)

Registers a prompt handler via PromptServer.instance.add_on_prompt_handler()
On every prompt submission, extracts class_type from each node and the full prompt dict
Offloads recording to a background thread (non-blocking)
Maps each class_type to its source package using RELATIVE_PYTHON_MODULE
Detects model file selections by introspecting each node's INPUT_TYPES() for folder-dropdown inputs, then resolves filenames via folder_paths
Upserts per-node and per-model counts and timestamps into SQLite
On stats request, merges DB data with current node registry / installed models and classifies by recency

Data Storage

All data is stored in <ComfyUI user dir>/nodes_stats/usage_stats.db (survives extension reinstalls).

Table	Contents
`node_usage`	Per-node: class_type, package, execution count, first/last seen
`prompt_log`	Per-prompt: timestamp, JSON array of all class_types used
`model_usage`	Per-model: filename, type, execution count, first/last seen

Use POST /nodes-stats/reset to clear all data and start fresh.

Slow ComfyUI boot? Diagnose the model-folder scan

If ComfyUI is slow to start at the "scanning model folders" / "Building node definitions" stage, the cause is almost always model folders on a slow (often network) filesystem: ComfyUI walks every registered model folder on each boot, and that cache is in-memory only (lost on restart).

tools/diagnose_model_scan.py measures this the same way ComfyUI does and ranks the folders by scan cost, flags network mounts and their actimeo/cache options, and points at the worst offender. It is read-only.

cd /path/to/ComfyUI
python tools/diagnose_model_scan.py            # 30s cap per folder
python tools/diagnose_model_scan.py --timeout 600 --warm   # full timing + warm pass

Typical fix for network-mounted model folders (CIFS): raise the attribute-cache timeout so the kernel keeps the listing warm across restarts, e.g. actimeo=3600,acdirmax=3600,acregmax=3600,cache=loose.

File Structure

__init__.py                     Entry point: prompt handler, API routes
mapper.py                       class_type → package mapping; model filename → type mapping
tracker.py                      SQLite persistence and stats aggregation
js/nodes_stats.js               Frontend: menu button + stats dialog (Nodes/Models tabs)
tools/diagnose_model_scan.py    Standalone: diagnose slow model-folder scans at boot
pyproject.toml                  Package metadata
tests/                          Unit tests for tracker and mapper

README.md Unescape Escape

ComfyUI Node Usage Stats