Merge branch 'Comfy-Org:main' into main

.github/workflows/publish-to-pypi.yml

@@ -0,0 +1,58 @@
+name: Publish to PyPI
+
+on:
+  workflow_dispatch:
+  push:
+    branches:
+      - draft-v4
+    paths:
+      - "pyproject.toml"
+
+jobs:
+  build-and-publish:
+    runs-on: ubuntu-latest
+    if: ${{ github.repository_owner == 'ltdrdata' || github.repository_owner == 'Comfy-Org' }}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.9'
+
+      - name: Install build dependencies
+        run: |
+          python -m pip install --upgrade pip
+          python -m pip install build twine
+
+      - name: Get current version
+        id: current_version
+        run: |
+          CURRENT_VERSION=$(grep -oP 'version = "\K[^"]+' pyproject.toml)
+          echo "version=$CURRENT_VERSION" >> $GITHUB_OUTPUT
+          echo "Current version: $CURRENT_VERSION"
+
+      - name: Build package
+        run: python -m build
+
+      - name: Create GitHub Release
+        id: create_release
+        uses: softprops/action-gh-release@v2
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          files: dist/*
+          tag_name: v${{ steps.current_version.outputs.version }}
+          draft: false
+          prerelease: false
+          generate_release_notes: true
+
+      - name: Publish to PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          password: ${{ secrets.PYPI_TOKEN }}
+          skip-existing: true
+          verbose: true 

README.md

@@ -17,7 +17,7 @@
 
 To install ComfyUI-Manager in addition to an existing installation of ComfyUI, you can follow the following steps:
 
-1. goto `ComfyUI/custom_nodes` dir in terminal(cmd)
+1. Go to `ComfyUI/custom_nodes` dir in terminal (cmd)
 2. `git clone https://github.com/ltdrdata/ComfyUI-Manager comfyui-manager`
 3. Restart ComfyUI
 
@@ -28,8 +28,8 @@ To install ComfyUI-Manager in addition to an existing installation of ComfyUI, y
 - standalone version  
 - select option: use windows default console window
 2. Download [scripts/install-manager-for-portable-version.bat](https://github.com/ltdrdata/ComfyUI-Manager/raw/main/scripts/install-manager-for-portable-version.bat) into installed `"ComfyUI_windows_portable"` directory
-- Don't click. Right click the link and use save as...
+- Don't click. Right-click the link and choose 'Save As...'
-3. double click `install-manager-for-portable-version.bat` batch file
+3. Double-click `install-manager-for-portable-version.bat` batch file
 
 ![portable-install](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/portable-install.jpg)
 
@@ -47,7 +47,7 @@ pip install comfy-cli
 comfy install
 ```
 
-Linux/OSX:
+Linux/macOS:
 ```commandline
 python -m venv venv
 . venv/bin/activate
@@ -57,13 +57,13 @@ comfy install
 * See also: https://github.com/Comfy-Org/comfy-cli
 
 
-### Installation[method4] (Installation for linux+venv: ComfyUI + ComfyUI-Manager)
+### Installation[method4] (Installation for Linux+venv: ComfyUI + ComfyUI-Manager)
 
 To install ComfyUI with ComfyUI-Manager on Linux using a venv environment, you can follow these steps:
 * **prerequisite: python-is-python3, python3-venv, git**
 
 1. Download [scripts/install-comfyui-venv-linux.sh](https://github.com/ltdrdata/ComfyUI-Manager/raw/main/scripts/install-comfyui-venv-linux.sh) into empty install directory
-- Don't click. Right click the link and use save as...
+- Don't click. Right-click the link and choose 'Save As...'
 - ComfyUI will be installed in the subdirectory of the specified directory, and the directory will contain the generated executable script.
 2. `chmod +x install-comfyui-venv-linux.sh`
 3. `./install-comfyui-venv-linux.sh`
@@ -176,7 +176,7 @@ The following settings are applied based on the section marked as `is_default`.
 ![model-install-dialog](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/snapshot.jpg)
 
 
-## cm-cli: command line tools for power user
+## cm-cli: command line tools for power users
 * A tool is provided that allows you to use the features of ComfyUI-Manager without running ComfyUI.
 * For more details, please refer to the [cm-cli documentation](docs/en/cm-cli.md).
 
@@ -222,7 +222,7 @@ The following settings are applied based on the section marked as `is_default`.
   * `<current timestamp>` Ensure that the timestamp is always unique.
     * "components" should have the same structure as the content of the file stored in `<USER_DIRECTORY>/default/ComfyUI-Manager/components`.
       * `<component name>`: The name should be in the format `<prefix>::<node name>`.
-        * `<compnent nodeata>`: In the nodedata of the group node.
+        * `<component node data>`: In the node data of the group node.
           * `<version>`: Only two formats are allowed: `major.minor.patch` or `major.minor`. (e.g. `1.0`, `2.2.1`)
           * `<datetime>`: Saved time
           * `<packname>`: If the packname is not empty, the category becomes packname/workflow, and it is saved in the <packname>.pack file in `<USER_DIRECTORY>/default/ComfyUI-Manager/components`.
@@ -240,7 +240,7 @@ The following settings are applied based on the section marked as `is_default`.
 * Dragging and dropping or pasting a single component will add a node. However, when adding multiple components, nodes will not be added.
 
 
-## Support of missing nodes installation
+## Support for installing missing nodes
 
 ![missing-menu](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/missing-menu.jpg)
 
@@ -279,10 +279,10 @@ The following settings are applied based on the section marked as `is_default`.
 * Logging to file feature
   * This feature is enabled by default and can be disabled by setting `file_logging = False` in the `config.ini`.
 
-* Fix node(recreate): When right-clicking on a node and selecting `Fix node (recreate)`, you can recreate the node. The widget's values are reset, while the connections maintain those with the same names.
+* Fix node (recreate): When right-clicking on a node and selecting `Fix node (recreate)`, you can recreate the node. The widget's values are reset, while the connections maintain those with the same names.
   * It is used to correct errors in nodes of old workflows created before, which are incompatible with the version changes of custom nodes.
 
-* Double-Click Node Title: You can set the double click behavior of nodes in the ComfyUI-Manager menu.
+* Double-Click Node Title: You can set the double-click behavior of nodes in the ComfyUI-Manager menu.
   * `Copy All Connections`, `Copy Input Connections`: Double-clicking a node copies the connections of the nearest node.
     * This action targets the nearest node within a straight-line distance of 1000 pixels from the center of the node.
     * In the case of `Copy All Connections`, it duplicates existing outputs, but since it does not allow duplicate connections, the existing output connections of the original node are disconnected.
@@ -348,7 +348,7 @@ When you run the `scan.sh` script:
 
 * It updates the `github-stats.json`.
   * This uses the GitHub API, so set your token with `export GITHUB_TOKEN=your_token_here` to avoid quickly reaching the rate limit and malfunctioning.
-  * To skip this step, add the `--skip-update-stat` option.
+  * To skip this step, add the `--skip-stat-update` option.
 
 * The `--skip-all` option applies both `--skip-update` and `--skip-stat-update`.
 
@@ -356,9 +356,9 @@ When you run the `scan.sh` script:
 ## Troubleshooting
 * If your `git.exe` is installed in a specific location other than system git, please install ComfyUI-Manager and run ComfyUI. Then, specify the path including the file name in `git_exe = ` in the `<USER_DIRECTORY>/default/ComfyUI-Manager/config.ini` file that is generated.
 * If updating ComfyUI-Manager itself fails, please go to the **ComfyUI-Manager** directory and execute the command `git update-ref refs/remotes/origin/main a361cc1 && git fetch --all && git pull`.
-* If you encounter the error message `Overlapped Object has pending operation at deallocation on Comfyui Manager load` under Windows
+* If you encounter the error message `Overlapped Object has pending operation at deallocation on ComfyUI Manager load` under Windows
   * Edit `config.ini` file: add `windows_selector_event_loop_policy = True`
-* if `SSL: CERTIFICATE_VERIFY_FAILED` error is occured.
+* If the `SSL: CERTIFICATE_VERIFY_FAILED` error occurs.
   * Edit `config.ini` file: add `bypass_ssl = True`
 
 

check.sh

@@ -37,7 +37,7 @@ find ~/.tmp/default -name "*.py" -print0 | xargs -0 grep -E "crypto|^_A="
 
 echo
 echo CHECK3
-find ~/.tmp/default -name "requirements.txt" | xargs grep "^\s*https\\?:"
+find ~/.tmp/default -name "requirements.txt" | xargs grep "^\s*[^#]*https\?:"
-find ~/.tmp/default -name "requirements.txt" | xargs grep "\.whl"
+find ~/.tmp/default -name "requirements.txt" | xargs grep "^\s*[^#].*\.whl"
 
 echo

cm-cli.py

@@ -46,10 +46,7 @@ comfyui_manager_path = os.path.abspath(os.path.dirname(__file__))
 cm_global.pip_blacklist = {'torch', 'torchaudio', 'torchsde', 'torchvision'}
 cm_global.pip_downgrade_blacklist = ['torch', 'torchaudio', 'torchsde', 'torchvision', 'transformers', 'safetensors', 'kornia']
 
-if sys.version_info < (3, 13):
+cm_global.pip_overrides = {}
-    cm_global.pip_overrides = {'numpy': 'numpy<2'}
-else:
-    cm_global.pip_overrides = {}
 
 if os.path.exists(os.path.join(manager_util.comfyui_manager_path, "pip_overrides.json")):
     with open(os.path.join(manager_util.comfyui_manager_path, "pip_overrides.json"), 'r', encoding="UTF-8", errors="ignore") as json_file:
@@ -152,9 +149,6 @@ class Ctx:
             with open(core.manager_pip_overrides_path, 'r', encoding="UTF-8", errors="ignore") as json_file:
                 cm_global.pip_overrides = json.load(json_file)
 
-                if sys.version_info < (3, 13):
-                    cm_global.pip_overrides = {'numpy': 'numpy<2'}
-
         if os.path.exists(core.manager_pip_blacklist_path):
             with open(core.manager_pip_blacklist_path, 'r', encoding="UTF-8", errors="ignore") as f:
                 for x in f.readlines():

docs/en/cm-cli.md

@@ -139,7 +139,7 @@ You can set whether to use ComfyUI-Manager solely via CLI.
 `restore-dependencies`
 
 * This command can be used if custom nodes are installed under the `ComfyUI/custom_nodes` path but their dependencies are not installed.
-* It is useful when starting a new cloud instance, like colab, where dependencies need to be reinstalled and installation scripts re-executed.
+* It is useful when starting a new cloud instance, like Colab, where dependencies need to be reinstalled and installation scripts re-executed.
 * It can also be utilized if ComfyUI is reinstalled and only the custom_nodes path has been backed up and restored.
 
 ### 7. Clear

docs/ko/cm-cli.md

@@ -23,13 +23,13 @@ OPTIONS:
 ## How To Use?
 * `python cm-cli.py` 를 통해서 실행 시킬 수 있습니다.
 * 예를 들어 custom node를 모두 업데이트 하고 싶다면
-    * ComfyUI-Manager경로 에서 `python cm-cli.py update all` 를 command를 실행할 수 있습니다.
+    * ComfyUI-Manager 경로에서 `python cm-cli.py update all` 명령을 실행할 수 있습니다.
     * ComfyUI 경로에서 실행한다면, `python custom_nodes/ComfyUI-Manager/cm-cli.py update all` 와 같이 cm-cli.py 의 경로를 지정할 수도 있습니다.
 
 ## Prerequisite
 * ComfyUI 를 실행하는 python과 동일한 python 환경에서 실행해야 합니다.
     * venv를 사용할 경우 해당 venv를 activate 한 상태에서 실행해야 합니다.
-    * portable 버전을 사용할 경우 run_nvidia_gpu.bat 파일이 있는 경로인 경우, 다음과 같은 방식으로 코맨드를 실행해야 합니다.
+* portable 버전을 사용할 경우 run_nvidia_gpu.bat 파일이 있는 경로인 경우, 다음과 같은 방식으로 명령을 실행해야 합니다.
         `.\python_embeded\python.exe ComfyUI\custom_nodes\ComfyUI-Manager\cm-cli.py update all`
 * ComfyUI 의 경로는 COMFYUI_PATH 환경 변수로 설정할 수 있습니다. 만약 생략할 경우 다음과 같은 경고 메시지가 나타나며, ComfyUI-Manager가 설치된 경로를 기준으로 상대 경로로 설정됩니다.
         ```
@@ -40,8 +40,8 @@ OPTIONS:
 
 ### 1. --channel, --mode
 * 정보 보기 기능과 커스텀 노드 관리 기능의 경우는 --channel과 --mode를 통해 정보 DB를 설정할 수 있습니다.
-* 예들 들어 `python cm-cli.py update all --channel recent --mode remote`와 같은 command를 실행할 경우, 현재 ComfyUI-Manager repo에 내장된 로컬의 정보가 아닌 remote의 최신 정보를 기준으로 동작하며, recent channel에 있는 목록을 대상으로만 동작합니다.
+* 예를 들어 `python cm-cli.py update all --channel recent --mode remote`와 같은 명령을 실행할 경우, 현재 ComfyUI-Manager repo에 내장된 로컬의 정보가 아닌 remote의 최신 정보를 기준으로 동작하며, recent channel에 있는 목록을 대상으로만 동작합니다.
-* --channel, --mode 는 `simple-show, show, install, uninstall, update, disable, enable, fix` command에서만 사용 가능합니다.
+* --channel, --mode 는 `simple-show, show, install, uninstall, update, disable, enable, fix` 명령에서만 사용 가능합니다.
 
 ### 2. 관리 정보 보기
 
@@ -51,7 +51,7 @@ OPTIONS:
 * `[show|simple-show]` - `show`는 상세하게 정보를 보여주며, `simple-show`는 간단하게 정보를 보여줍니다.
 
 
-`python cm-cli.py show installed` 와 같은 코맨드를 실행하면 설치된 커스텀 노드의 정보를 상세하게 보여줍니다.
+`python cm-cli.py show installed` 와 같은 명령을 실행하면 설치된 커스텀 노드의 정보를 상세하게 보여줍니다.
 ```
 -= ComfyUI-Manager CLI (V2.24) =-
 
@@ -67,7 +67,7 @@ FETCH DATA from: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main
 [    DISABLED   ]  ComfyUI-Loopchain                                 (author: Fannovel16)
 ```
 
-`python cm-cli.py simple-show installed` 와 같은 코맨드를 이용해서 설치된 커스텀 노드의 정보를 간단하게 보여줍니다.
+`python cm-cli.py simple-show installed` 와 같은 명령을 이용해서 설치된 커스텀 노드의 정보를 간단하게 보여줍니다.
 
 ```
 -= ComfyUI-Manager CLI (V2.24) =-
@@ -89,7 +89,7 @@ ComfyUI-Loopchain
     * `installed`: enable, disable 여부와 상관없이 설치된 모든 노드를 보여줍니다
     * `not-installed`: 설치되지 않은 커스텀 노드의 목록을 보여줍니다.
     * `all`: 모든 커스텀 노드의 목록을 보여줍니다.
-    * `snapshot`: 현재 설치된 커스텀 노드의 snapshot 정보를 보여줍니다. `show`롤 통해서 볼 경우는 json 출력 형태로  보여주며, `simple-show`를 통해서 볼 경우는 간단하게, 커밋 해시와 함께 보여줍니다.
+    * `snapshot`: 현재 설치된 커스텀 노드의 snapshot 정보를 보여줍니다. `show`를 통해서 볼 경우는 json 출력 형태로 보여주며, `simple-show`를 통해서 볼 경우는 간단하게, 커밋 해시와 함께 보여줍니다.
     * `snapshot-list`: ComfyUI-Manager/snapshots 에 저장된 snapshot 파일의 목록을 보여줍니다.
 
 ### 3. 커스텀 노드 관리 하기
@@ -98,7 +98,7 @@ ComfyUI-Loopchain
 
 * `python cm-cli.py install ComfyUI-Impact-Pack ComfyUI-Inspire-Pack ComfyUI_experiments` 와 같이 커스텀 노드의 이름을 나열해서 관리 기능을 적용할 수 있습니다.
 * 커스텀 노드의 이름은 `show`를 했을 때 보여주는 이름이며, git repository의 이름입니다. 
-(추후 nickname 을 사용가능하돌고 업데이트 할 예정입니다.)
+(추후 nickname을 사용 가능하도록 업데이트할 예정입니다.)
 
 `[update|disable|enable|fix] all ?[--channel <channel name>] ?[--mode [remote|local|cache]]`
 
@@ -124,7 +124,7 @@ ComfyUI-Loopchain
   * `--pip-non-local-url`: web URL에 등록된 pip 패키지들에 대해서 복구를 수행
   * `--pip-local-url`: local 경로를 지정하고 있는 pip 패키지들에 대해서 복구를 수행 
   * `--user-directory`: 사용자 디렉토리 설정
-  * `--restore-to`: 복구될 커스텀 노드가 설치될 경로. (이 옵션을 적용할 경우 오직 대상 경로에 설치된 custom nodes 만 설치된 것으로 인식함.)
+  * `--restore-to`: 복구될 커스텀 노드가 설치될 경로. (이 옵션을 적용할 경우 오직 대상 경로에 설치된 custom nodes만 설치된 것으로 인식함.)
 
 ### 5. CLI only mode
 
@@ -133,7 +133,7 @@ ComfyUI-Manager를 CLI로만 사용할 것인지를 설정할 수 있습니다.
 `cli-only-mode [enable|disable]`
 
 * security 혹은 policy 의 이유로 GUI 를 통한 ComfyUI-Manager 사용을 제한하고 싶은 경우 이 모드를 사용할 수 있습니다.
-    * CLI only mode를 적용할 경우 ComfyUI-Manager 가 매우 제한된 상태로 로드되어, 내부적으로 제공하는 web API가 비활성화 되며, 메인 메뉴에서도 Manager 버튼이 표시되지 않습니다.
+    * CLI only mode를 적용할 경우 ComfyUI-Manager 가 매우 제한된 상태로 로드되어, 내부적으로 제공하는 web API가 비활성화되며, 메인 메뉴에서도 Manager 버튼이 표시되지 않습니다.
 
 
 ### 6. 의존성 설치
@@ -141,10 +141,10 @@ ComfyUI-Manager를 CLI로만 사용할 것인지를 설정할 수 있습니다.
 `restore-dependencies`
 
 * `ComfyUI/custom_nodes` 하위 경로에 커스텀 노드들이 설치되어 있긴 하지만, 의존성이 설치되지 않은 경우 사용할 수 있습니다.
-* colab 과 같이 cloud instance를 새로 시작하는 경우 의존성 재설치 및 설치 스크립트가 재실행 되어야 하는 경우 사용합니다.
+* Colab과 같이 cloud instance를 새로 시작하는 경우 의존성 재설치 및 설치 스크립트가 재실행되어야 하는 경우 사용합니다.
-* ComfyUI을 재설치할 경우, custom_nodes 경로만 백업했다가 재설치 할 경우 활용 가능합니다.
+* ComfyUI를 재설치할 경우, custom_nodes 경로만 백업했다가 재설치할 경우 활용 가능합니다.
 
 
 ### 7. clear
 
-GUI에서 install, update를 하거나 snapshot 을 restore하는 경우 예약을 통해서 다음번 ComfyUI를 실행할 경우 실행되는 구조입니다. `clear` 는 이런 예약 상태를 clear해서, 아무런 사전 실행이 적용되지 않도록 합니다.
+GUI에서 install, update를 하거나 snapshot을 restore하는 경우 예약을 통해서 다음번 ComfyUI를 실행할 경우 실행되는 구조입니다. `clear` 는 이런 예약 상태를 clear해서, 아무런 사전 실행이 적용되지 않도록 합니다.

glob/cnr_utils.py

@@ -179,7 +179,7 @@ def install_node(node_id, version=None):
     else:
         url = f"{base_url}/nodes/{node_id}/install?version={version}"
 
-    response = requests.get(url)
+    response = requests.get(url, verify=not manager_util.bypass_ssl)
     if response.status_code == 200:
         # Convert the API response to a NodeVersion object
         return map_node_version(response.json())
@@ -190,7 +190,7 @@ def install_node(node_id, version=None):
 def all_versions_of_node(node_id):
     url = f"{base_url}/nodes/{node_id}/versions?statuses=NodeVersionStatusActive&statuses=NodeVersionStatusPending"
 
-    response = requests.get(url)
+    response = requests.get(url, verify=not manager_util.bypass_ssl)
     if response.status_code == 200:
         return response.json()
     else:

glob/manager_core.py

@@ -43,7 +43,7 @@ import manager_downloader
 from node_package import InstalledNodePackage
 
 
-version_code = [3, 32, 8]
+version_code = [3, 37, 2]
 version_str = f"V{version_code[0]}.{version_code[1]}" + (f'.{version_code[2]}' if len(version_code) > 2 else '')
 
 
@@ -400,18 +400,86 @@ class ManagedResult:
         return self
 
 
+class NormalizedKeyDict:
+    def __init__(self):
+        self._store = {}
+        self._key_map = {}
+
+    def _normalize_key(self, key):
+        if isinstance(key, str):
+            return key.strip().lower()
+        return key
+
+    def __setitem__(self, key, value):
+        norm_key = self._normalize_key(key)
+        self._key_map[norm_key] = key
+        self._store[key] = value
+
+    def __getitem__(self, key):
+        norm_key = self._normalize_key(key)
+        original_key = self._key_map[norm_key]
+        return self._store[original_key]
+
+    def __delitem__(self, key):
+        norm_key = self._normalize_key(key)
+        original_key = self._key_map.pop(norm_key)
+        del self._store[original_key]
+
+    def __contains__(self, key):
+        return self._normalize_key(key) in self._key_map
+
+    def get(self, key, default=None):
+        return self[key] if key in self else default
+
+    def setdefault(self, key, default=None):
+        if key in self:
+            return self[key]
+        self[key] = default
+        return default
+
+    def pop(self, key, default=None):
+        if key in self:
+            val = self[key]
+            del self[key]
+            return val
+        if default is not None:
+            return default
+        raise KeyError(key)
+
+    def keys(self):
+        return self._store.keys()
+
+    def values(self):
+        return self._store.values()
+
+    def items(self):
+        return self._store.items()
+
+    def __iter__(self):
+        return iter(self._store)
+
+    def __len__(self):
+        return len(self._store)
+
+    def __repr__(self):
+        return repr(self._store)
+
+    def to_dict(self):
+        return dict(self._store)
+
+
 class UnifiedManager:
     def __init__(self):
         self.installed_node_packages: dict[str, InstalledNodePackage] = {}
 
-        self.cnr_inactive_nodes = {}       # node_id -> node_version -> fullpath
+        self.cnr_inactive_nodes = NormalizedKeyDict()       # node_id -> node_version -> fullpath
-        self.nightly_inactive_nodes = {}   # node_id -> fullpath
+        self.nightly_inactive_nodes = NormalizedKeyDict()   # node_id -> fullpath
-        self.unknown_inactive_nodes = {}   # node_id -> repo url * fullpath
+        self.unknown_inactive_nodes = {}                    # node_id -> repo url * fullpath
-        self.active_nodes = {}             # node_id -> node_version * fullpath
+        self.active_nodes = NormalizedKeyDict()             # node_id -> node_version * fullpath
-        self.unknown_active_nodes = {}     # node_id -> repo url * fullpath
+        self.unknown_active_nodes = {}                      # node_id -> repo url * fullpath
-        self.cnr_map = {}                  # node_id -> cnr info
+        self.cnr_map = NormalizedKeyDict()                  # node_id -> cnr info
-        self.repo_cnr_map = {}             # repo_url -> cnr info
+        self.repo_cnr_map = {}                              # repo_url -> cnr info
-        self.custom_node_map_cache = {}    # (channel, mode) -> augmented custom node list json
+        self.custom_node_map_cache = {}                     # (channel, mode) -> augmented custom node list json
         self.processed_install = set()
 
     def get_module_name(self, x):
@@ -814,7 +882,7 @@ class UnifiedManager:
         channel = normalize_channel(channel)
         nodes = await self.load_nightly(channel, mode)
 
-        res = {}
+        res = NormalizedKeyDict()
         added_cnr = set()
         for v in nodes.values():
             v = v[0]
@@ -1416,6 +1484,7 @@ class UnifiedManager:
                 return ManagedResult('skip')
             elif self.is_disabled(node_id):
                 return self.unified_enable(node_id)
+
             else:
                 version_spec = self.resolve_unspecified_version(node_id)
 
@@ -1643,11 +1712,13 @@ def read_config():
         config = configparser.ConfigParser(strict=False)
         config.read(manager_config_path)
         default_conf = config['default']
-        manager_util.use_uv = default_conf['use_uv'].lower() == 'true' if 'use_uv' in default_conf else False
 
         def get_bool(key, default_value):
             return default_conf[key].lower() == 'true' if key in default_conf else False
 
+        manager_util.use_uv = default_conf['use_uv'].lower() == 'true' if 'use_uv' in default_conf else False
+        manager_util.bypass_ssl = get_bool('bypass_ssl', False)
+
         return {
                     'http_channel_enabled': get_bool('http_channel_enabled', False),
                     'preview_method': default_conf.get('preview_method', manager_funcs.get_current_preview_method()).lower(),
@@ -1670,16 +1741,20 @@ def read_config():
                }
 
     except Exception:
-        manager_util.use_uv = False
+        import importlib.util
+        # temporary disable `uv` on Windows by default (https://github.com/Comfy-Org/ComfyUI-Manager/issues/1969)
+        manager_util.use_uv = importlib.util.find_spec("uv") is not None and platform.system() != "Windows"
+        manager_util.bypass_ssl = False
+
         return {
             'http_channel_enabled': False,
             'preview_method': manager_funcs.get_current_preview_method(),
             'git_exe': '',
-            'use_uv': False,
+            'use_uv': manager_util.use_uv,
             'channel_url': DEFAULT_CHANNEL,
             'default_cache_as_channel_url': False,
             'share_option': 'all',
-            'bypass_ssl': False,
+            'bypass_ssl': manager_util.bypass_ssl,
             'file_logging': True,
             'component_policy': 'workflow',
             'update_policy': 'stable-comfyui',
@@ -2458,6 +2533,7 @@ def update_to_stable_comfyui(repo_path):
         else:
             logging.info(f"[ComfyUI-Manager] Updating ComfyUI: {current_tag} -> {latest_tag}")
             repo.git.checkout(latest_tag)
+            execute_install_script("ComfyUI", repo_path, instant_execution=False, no_deps=False)
             return 'updated', latest_tag
     except:
         traceback.print_exc()
@@ -2589,9 +2665,13 @@ def check_state_of_git_node_pack_single(item, do_fetch=False, do_update_check=Tr
 
 
 def get_installed_pip_packages():
-    # extract pip package infos
+    try:
-    cmd = manager_util.make_pip_cmd(['freeze'])
+        # extract pip package infos
-    pips = subprocess.check_output(cmd, text=True).split('\n')
+        cmd = manager_util.make_pip_cmd(['freeze'])
+        pips = subprocess.check_output(cmd, text=True).split('\n')
+    except Exception as e:
+        logging.warning("[ComfyUI-Manager] Could not enumerate pip packages for snapshot: %s", e)
+        return {}
 
     res = {}
     for x in pips:
@@ -2876,7 +2956,7 @@ async def get_unified_total_nodes(channel, mode, regsitry_cache_mode='cache'):
 
         if cnr_id is not None:
             # cnr or nightly version
-            cnr_ids.remove(cnr_id)
+            cnr_ids.discard(cnr_id)
             updatable = False
             cnr = unified_manager.cnr_map[cnr_id]
 
@@ -3040,6 +3120,11 @@ async def restore_snapshot(snapshot_path, git_helper_extras=None):
             info = yaml.load(snapshot_file, Loader=yaml.SafeLoader)
             info = info['custom_nodes']
 
+        if 'pips' in info and info['pips']:
+            pips = info['pips']
+        else:
+            pips = {}
+
         # for cnr restore
         cnr_info = info.get('cnr_custom_nodes')
         if cnr_info is not None:
@@ -3246,6 +3331,8 @@ async def restore_snapshot(snapshot_path, git_helper_extras=None):
         unified_manager.repo_install(repo_url, to_path, instant_execution=True, no_deps=False, return_postinstall=False)
         cloned_repos.append(repo_name)
 
+    manager_util.restore_pip_snapshot(pips, git_helper_extras)
+
     # print summary
     for x in cloned_repos:
         print(f"[ INSTALLED ] {x}")

glob/manager_downloader.py

@@ -55,7 +55,11 @@ def download_url(model_url: str, model_dir: str, filename: str):
         return aria2_download_url(model_url, model_dir, filename)
     else:
         from torchvision.datasets.utils import download_url as torchvision_download_url
-        return torchvision_download_url(model_url, model_dir, filename)
+        try:
+            return torchvision_download_url(model_url, model_dir, filename)
+        except Exception as e:
+            logging.error(f"[ComfyUI-Manager] Failed to download: {model_url} / {repr(e)}")
+            raise
 
 
 def aria2_find_task(dir: str, filename: str):

glob/manager_server.py

@@ -589,7 +589,7 @@ async def task_worker():
                 return 'success'
 
         except Exception as e:
-            logging.error(f"[ComfyUI-Manager] ERROR: {e}", file=sys.stderr)
+            logging.error(f"[ComfyUI-Manager] ERROR: {e}")
 
         return f"Model installation error: {model_url}"
 
@@ -865,7 +865,7 @@ async def fetch_customnode_list(request):
 
         channel = found
 
-    result = dict(channel=channel, node_packs=node_packs)
+    result = dict(channel=channel, node_packs=node_packs.to_dict())
 
     return web.json_response(result, content_type='application/json')
 

glob/manager_util.py

@@ -15,7 +15,7 @@ import re
 import logging
 import platform
 import shlex
-import cm_global
+from functools import lru_cache
 
 
 cache_lock = threading.Lock()
@@ -24,7 +24,7 @@ comfyui_manager_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '
 cache_dir = os.path.join(comfyui_manager_path, '.cache')  # This path is also updated together in **manager_core.update_user_directory**.
 
 use_uv = False
-
+bypass_ssl = False
 
 def add_python_path_to_env():
     if platform.system() != "Windows":
@@ -35,18 +35,64 @@ def add_python_path_to_env():
     os.environ['PATH'] = os.path.dirname(sys.executable)+sep+os.environ['PATH']
 
 
+@lru_cache(maxsize=2)
+def get_pip_cmd(force_uv=False):
+    """
+    Get the base pip command, with automatic fallback to uv if pip is unavailable.
+
+    Args:
+        force_uv (bool): If True, use uv directly without trying pip
+
+    Returns:
+        list: Base command for pip operations
+    """
+    embedded = 'python_embeded' in sys.executable
+
+    # Try pip first (unless forcing uv)
+    if not force_uv:
+        try:
+            test_cmd = [sys.executable] + (['-s'] if embedded else []) + ['-m', 'pip', '--version']
+            subprocess.check_output(test_cmd, stderr=subprocess.DEVNULL, timeout=5)
+            return [sys.executable] + (['-s'] if embedded else []) + ['-m', 'pip']
+        except Exception:
+            logging.warning("[ComfyUI-Manager] python -m pip not available. Falling back to uv.")
+
+    # Try uv (either forced or pip failed)
+    import shutil
+
+    # Try uv as Python module
+    try:
+        test_cmd = [sys.executable] + (['-s'] if embedded else []) + ['-m', 'uv', '--version']
+        subprocess.check_output(test_cmd, stderr=subprocess.DEVNULL, timeout=5)
+        logging.info("[ComfyUI-Manager] Using uv as Python module for pip operations.")
+        return [sys.executable] + (['-s'] if embedded else []) + ['-m', 'uv', 'pip']
+    except Exception:
+        pass
+
+    # Try standalone uv
+    if shutil.which('uv'):
+        logging.info("[ComfyUI-Manager] Using standalone uv for pip operations.")
+        return ['uv', 'pip']
+
+    # Nothing worked
+    logging.error("[ComfyUI-Manager] Neither python -m pip nor uv are available. Cannot proceed with package operations.")
+    raise Exception("Neither pip nor uv are available for package management")
+
+
 def make_pip_cmd(cmd):
-    if 'python_embeded' in sys.executable:
+    """
-        if use_uv:
+    Create a pip command by combining the cached base pip command with the given arguments.
-            return [sys.executable, '-s', '-m', 'uv', 'pip'] + cmd
+
-        else:
+    Args:
-            return [sys.executable, '-s', '-m', 'pip'] + cmd
+        cmd (list): List of pip command arguments (e.g., ['install', 'package'])
-    else:
+
-        # FIXED: https://github.com/ltdrdata/ComfyUI-Manager/issues/1667
+    Returns:
-        if use_uv:
+        list: Complete command list ready for subprocess execution
-            return [sys.executable, '-m', 'uv', 'pip'] + cmd
+    """
-        else:
+    global use_uv
-            return [sys.executable, '-m', 'pip'] + cmd
+    base_cmd = get_pip_cmd(force_uv=use_uv)
+    return base_cmd + cmd
+
 
 # DON'T USE StrictVersion - cannot handle pre_release version
 # try:
@@ -137,7 +183,7 @@ async def get_data(uri, silent=False):
         print(f"FETCH DATA from: {uri}", end="")
 
     if uri.startswith("http"):
-        async with aiohttp.ClientSession(trust_env=True, connector=aiohttp.TCPConnector(verify_ssl=False)) as session:
+        async with aiohttp.ClientSession(trust_env=True, connector=aiohttp.TCPConnector(verify_ssl=not bypass_ssl)) as session:
             headers = {
                 'Cache-Control': 'no-cache',
                 'Pragma': 'no-cache',
@@ -327,6 +373,32 @@ torch_torchvision_torchaudio_version_map = {
 }
 
 
+def torch_rollback(prev):
+    spec = prev.split('+')
+    if len(spec) > 1:
+        platform = spec[1]
+    else:
+        cmd = make_pip_cmd(['install', '--force', 'torch', 'torchvision', 'torchaudio'])
+        subprocess.check_output(cmd, universal_newlines=True)
+        logging.error(cmd)
+        return
+
+    torch_ver = StrictVersion(spec[0])
+    torch_ver = f"{torch_ver.major}.{torch_ver.minor}.{torch_ver.patch}"
+    torch_torchvision_torchaudio_ver = torch_torchvision_torchaudio_version_map.get(torch_ver)
+
+    if torch_torchvision_torchaudio_ver is None:
+        cmd = make_pip_cmd(['install', '--pre', 'torch', 'torchvision', 'torchaudio',
+                            '--index-url', f"https://download.pytorch.org/whl/nightly/{platform}"])
+        logging.info("[ComfyUI-Manager] restore PyTorch to nightly version")
+    else:
+        torchvision_ver, torchaudio_ver = torch_torchvision_torchaudio_ver
+        cmd = make_pip_cmd(['install', f'torch=={torch_ver}', f'torchvision=={torchvision_ver}', f"torchaudio=={torchaudio_ver}",
+                            '--index-url', f"https://download.pytorch.org/whl/{platform}"])
+        logging.info(f"[ComfyUI-Manager] restore PyTorch to {torch_ver}+{platform}")
+
+    subprocess.check_output(cmd, universal_newlines=True)
+
 
 class PIPFixer:
     def __init__(self, prev_pip_versions, comfyui_path, manager_files_path):
@@ -334,32 +406,6 @@ class PIPFixer:
         self.comfyui_path = comfyui_path
         self.manager_files_path = manager_files_path
 
-    def torch_rollback(self):
-        spec = self.prev_pip_versions['torch'].split('+')
-        if len(spec) > 0:
-            platform = spec[1]
-        else:
-            cmd = make_pip_cmd(['install', '--force', 'torch', 'torchvision', 'torchaudio'])
-            subprocess.check_output(cmd, universal_newlines=True)
-            logging.error(cmd)
-            return
-
-        torch_ver = StrictVersion(spec[0])
-        torch_ver = f"{torch_ver.major}.{torch_ver.minor}.{torch_ver.patch}"
-        torch_torchvision_torchaudio_ver = torch_torchvision_torchaudio_version_map.get(torch_ver)
-
-        if torch_torchvision_torchaudio_ver is None:
-            cmd = make_pip_cmd(['install', '--pre', 'torch', 'torchvision', 'torchaudio',
-                                '--index-url', f"https://download.pytorch.org/whl/nightly/{platform}"])
-            logging.info("[ComfyUI-Manager] restore PyTorch to nightly version")
-        else:
-            torchvision_ver, torchaudio_ver = torch_torchvision_torchaudio_ver
-            cmd = make_pip_cmd(['install', f'torch=={torch_ver}', f'torchvision=={torchvision_ver}', f"torchaudio=={torchaudio_ver}",
-                                '--index-url', f"https://download.pytorch.org/whl/{platform}"])
-            logging.info(f"[ComfyUI-Manager] restore PyTorch to {torch_ver}+{platform}")
-
-        subprocess.check_output(cmd, universal_newlines=True)
-
     def fix_broken(self):
         new_pip_versions = get_installed_packages(True)
 
@@ -381,7 +427,7 @@ class PIPFixer:
             elif self.prev_pip_versions['torch'] != new_pip_versions['torch'] \
                 or self.prev_pip_versions['torchvision'] != new_pip_versions['torchvision'] \
                 or self.prev_pip_versions['torchaudio'] != new_pip_versions['torchaudio']:
-                    self.torch_rollback()
+                    torch_rollback(self.prev_pip_versions['torch'])
         except Exception as e:
             logging.error("[ComfyUI-Manager] Failed to restore PyTorch")
             logging.error(e)
@@ -412,32 +458,14 @@ class PIPFixer:
 
                 if len(targets) > 0:
                     for x in targets:
-                        if sys.version_info < (3, 13):
+                        cmd = make_pip_cmd(['install', f"{x}=={versions[0].version_string}"])
-                            cmd = make_pip_cmd(['install', f"{x}=={versions[0].version_string}", "numpy<2"])
+                        subprocess.check_output(cmd, universal_newlines=True)
-                            subprocess.check_output(cmd, universal_newlines=True)
 
                     logging.info(f"[ComfyUI-Manager] 'opencv' dependencies were fixed: {targets}")
         except Exception as e:
             logging.error("[ComfyUI-Manager] Failed to restore opencv")
             logging.error(e)
 
-        # fix numpy
-        if sys.version_info >= (3, 13):
-            logging.info("[ComfyUI-Manager] In Python 3.13 and above, PIP Fixer does not downgrade `numpy` below version 2.0. If you need to force a downgrade of `numpy`, please use `pip_auto_fix.list`.")
-        else:
-            try:
-                np = new_pip_versions.get('numpy')
-                if cm_global.pip_overrides.get('numpy') == 'numpy<2':
-                    if np is not None:
-                        if StrictVersion(np) >= StrictVersion('2'):
-                            cmd = make_pip_cmd(['install', "numpy<2"])
-                            subprocess.check_output(cmd , universal_newlines=True)
-
-                            logging.info("[ComfyUI-Manager] 'numpy' dependency were fixed")
-            except Exception as e:
-                logging.error("[ComfyUI-Manager] Failed to restore numpy")
-                logging.error(e)
-
         # fix missing frontend
         try:
             # NOTE: package name in requirements is 'comfyui-frontend-package'
@@ -537,3 +565,69 @@ def robust_readlines(fullpath):
 
         print(f"[ComfyUI-Manager] Failed to recognize encoding for: {fullpath}")
         return []
+
+
+def restore_pip_snapshot(pips, options):
+    non_url = []
+    local_url = []
+    non_local_url = []
+
+    for k, v in pips.items():
+        # NOTE: skip torch related packages
+        if k.startswith("torch==") or k.startswith("torchvision==") or k.startswith("torchaudio==") or k.startswith("nvidia-"):
+            continue
+
+        if v == "":
+            non_url.append(k)
+        else:
+            if v.startswith('file:'):
+                local_url.append(v)
+            else:
+                non_local_url.append(v)
+
+
+    # restore other pips
+    failed = []
+    if '--pip-non-url' in options:
+        # try all at once
+        res = 1
+        try:
+            res = subprocess.check_output(make_pip_cmd(['install'] + non_url))
+        except Exception:
+            pass
+
+        # fallback
+        if res != 0:
+            for x in non_url:
+                res = 1
+                try:
+                    res = subprocess.check_output(make_pip_cmd(['install', '--no-deps', x]))
+                except Exception:
+                    pass
+
+                if res != 0:
+                    failed.append(x)
+
+    if '--pip-non-local-url' in options:
+        for x in non_local_url:
+            res = 1
+            try:
+                res = subprocess.check_output(make_pip_cmd(['install', '--no-deps', x]))
+            except Exception:
+                pass
+
+            if res != 0:
+                failed.append(x)
+
+    if '--pip-local-url' in options:
+        for x in local_url:
+            res = 1
+            try:
+                res = subprocess.check_output(make_pip_cmd(['install', '--no-deps', x]))
+            except Exception:
+                pass
+
+            if res != 0:
+                failed.append(x)
+
+    print(f"Installation failed for pip packages: {failed}")

glob/security_check.py

@@ -2,6 +2,8 @@ import sys
 import subprocess
 import os
 
+import manager_util
+
 
 def security_check():
     print("[START] Security scan")
@@ -66,18 +68,23 @@ https://blog.comfy.org/comfyui-statement-on-the-ultralytics-crypto-miner-situati
         "lolMiner": [os.path.join(comfyui_path, 'lolMiner')]
     }
 
-    installed_pips = subprocess.check_output([sys.executable, '-m', "pip", "freeze"], text=True)
+    installed_pips = subprocess.check_output(manager_util.make_pip_cmd(["freeze"]), text=True)
 
     detected = set()
     try:
-        anthropic_info = subprocess.check_output([sys.executable, '-m', "pip", "show", "anthropic"], text=True, stderr=subprocess.DEVNULL)
+        anthropic_info = subprocess.check_output(manager_util.make_pip_cmd(["show", "anthropic"]), text=True, stderr=subprocess.DEVNULL)
-        anthropic_reqs = [x for x in anthropic_info.split('\n') if x.startswith("Requires")][0].split(': ')[1]
+        requires_lines = [x for x in anthropic_info.split('\n') if x.startswith("Requires")]
-        if "pycrypto" in anthropic_reqs:
+        if requires_lines:
-            location = [x for x in anthropic_info.split('\n') if x.startswith("Location")][0].split(': ')[1]
+            anthropic_reqs = requires_lines[0].split(": ", 1)[1]
-            for fi in os.listdir(location):
+            if "pycrypto" in anthropic_reqs:
-                if fi.startswith("anthropic"):
+                location_lines = [x for x in anthropic_info.split('\n') if x.startswith("Location")]
-                    guide["ComfyUI_LLMVISION"] = f"\n0.Remove {os.path.join(location, fi)}" + guide["ComfyUI_LLMVISION"]
+                if location_lines:
-                    detected.add("ComfyUI_LLMVISION")
+                    location = location_lines[0].split(": ", 1)[1]
+                    for fi in os.listdir(location):
+                        if fi.startswith("anthropic"):
+                            guide["ComfyUI_LLMVISION"] = (f"\n0.Remove {os.path.join(location, fi)}" + guide["ComfyUI_LLMVISION"])
+                            detected.add("ComfyUI_LLMVISION")
+
     except subprocess.CalledProcessError:
         pass
 

glob/share_3rdparty.py

@@ -335,8 +335,7 @@ async def share_art(request):
         content_type = assetFileType
 
         try:
-            from matrix_client.api import MatrixHttpApi
+            from nio import AsyncClient, LoginResponse, UploadResponse
-            from matrix_client.client import MatrixClient
 
             homeserver = 'matrix.org'
             if matrix_auth:
@@ -345,20 +344,35 @@ async def share_art(request):
             if not homeserver.startswith("https://"):
                 homeserver = "https://" + homeserver
 
-            client = MatrixClient(homeserver)
+            client = AsyncClient(homeserver, matrix_auth['username'])
-            try:
+
-                token = client.login(username=matrix_auth['username'], password=matrix_auth['password'])
+            # Login
-                if not token:
+            login_resp = await client.login(matrix_auth['password'])
-                    return web.json_response({"error": "Invalid Matrix credentials."}, content_type='application/json', status=400)
+            if not isinstance(login_resp, LoginResponse) or not login_resp.access_token:
-            except:
+                await client.close()
                 return web.json_response({"error": "Invalid Matrix credentials."}, content_type='application/json', status=400)
 
-            matrix = MatrixHttpApi(homeserver, token=token)
+            # Upload asset
             with open(asset_filepath, 'rb') as f:
-                mxc_url = matrix.media_upload(f.read(), content_type, filename=filename)['content_uri']
+                upload_resp, _maybe_keys = await client.upload(f, content_type=content_type, filename=filename)
+                asset_data = f.seek(0) or f.read()  # get size for info below
+            if not isinstance(upload_resp, UploadResponse) or not upload_resp.content_uri:
+                await client.close()
+                return web.json_response({"error": "Failed to upload asset to Matrix."}, content_type='application/json', status=500)
+            mxc_url = upload_resp.content_uri
 
-            workflow_json_mxc_url = matrix.media_upload(prompt['workflow'], 'application/json', filename='workflow.json')['content_uri']
+            # Upload workflow JSON
+            import io
+            workflow_json_bytes = json.dumps(prompt['workflow']).encode('utf-8')
+            workflow_io = io.BytesIO(workflow_json_bytes)
+            upload_workflow_resp, _maybe_keys = await client.upload(workflow_io, content_type='application/json', filename='workflow.json')
+            workflow_io.seek(0)
+            if not isinstance(upload_workflow_resp, UploadResponse) or not upload_workflow_resp.content_uri:
+                await client.close()
+                return web.json_response({"error": "Failed to upload workflow to Matrix."}, content_type='application/json', status=500)
+            workflow_json_mxc_url = upload_workflow_resp.content_uri
 
+            # Send text message
             text_content = ""
             if title:
                 text_content += f"{title}\n"
@@ -366,9 +380,44 @@ async def share_art(request):
                 text_content += f"{description}\n"
             if credits:
                 text_content += f"\ncredits: {credits}\n"
-            matrix.send_message(comfyui_share_room_id, text_content)
+            await client.room_send(
-            matrix.send_content(comfyui_share_room_id, mxc_url, filename, 'm.image')
+                room_id=comfyui_share_room_id,
-            matrix.send_content(comfyui_share_room_id, workflow_json_mxc_url, 'workflow.json', 'm.file')
+                message_type="m.room.message",
+                content={"msgtype": "m.text", "body": text_content}
+            )
+
+            # Send image
+            await client.room_send(
+                room_id=comfyui_share_room_id,
+                message_type="m.room.message",
+                content={
+                    "msgtype": "m.image",
+                    "body": filename,
+                    "url": mxc_url,
+                    "info": {
+                        "mimetype": content_type,
+                        "size": len(asset_data)
+                    }
+                }
+            )
+
+            # Send workflow JSON file
+            await client.room_send(
+                room_id=comfyui_share_room_id,
+                message_type="m.room.message",
+                content={
+                    "msgtype": "m.file",
+                    "body": "workflow.json",
+                    "url": workflow_json_mxc_url,
+                    "info": {
+                        "mimetype": "application/json",
+                        "size": len(workflow_json_bytes)
+                    }
+                }
+            )
+
+            await client.close()
+
         except:
             import traceback
             traceback.print_exc()

js/README.md

@@ -13,7 +13,7 @@ This directory contains the JavaScript frontend implementation for ComfyUI-Manag
 ## Sharing Components
 
 - **comfyui-share-common.js**: Base functionality for workflow sharing features.
-- **comfyui-share-copus.js**: Integration with the ComfyUI Opus sharing platform.
+- **comfyui-share-copus.js**: Integration with the ComfyUI Copus sharing platform.
 - **comfyui-share-openart.js**: Integration with the OpenArt sharing platform.
 - **comfyui-share-youml.js**: Integration with the YouML sharing platform.
 

js/comfyui-share-copus.js

@@ -201,13 +201,15 @@ export class CopusShareDialog extends ComfyDialog {
     });
     this.LockInput = $el("input", {
       type: "text",
-      placeholder: "",
+      placeholder: "0",
-      style:  {
+      style: {
         width: "100px",
         padding: "7px",
+        paddingLeft: "30px",
         borderRadius: "4px",
         border: "1px solid #ddd",
         boxSizing: "border-box",
+        position: "relative",
       },
       oninput: (event) => {
         let input = event.target.value;
@@ -342,15 +344,11 @@ export class CopusShareDialog extends ComfyDialog {
       ["0/70"]
     );
     // Additional Inputs Section
-    const additionalInputsSection = $el(
+    const additionalInputsSection = $el("div", { style: { ...sectionStyle } }, [
-      "div",
+      $el("label", { style: labelStyle }, ["3️⃣ Title "]),
-      { style: { ...sectionStyle,  } },
+      this.TitleInput,
-      [
+      titleNumDom,
-        $el("label", { style: labelStyle }, ["3️⃣ Title "]),
+    ]);
-        this.TitleInput,
-        titleNumDom,
-      ]
-    );
     const SubtitleSection = $el("div", { style: sectionStyle }, [
       $el("label", { style: labelStyle }, ["4️⃣ Subtitle "]),
       this.SubTitleInput,
@@ -379,7 +377,7 @@ export class CopusShareDialog extends ComfyDialog {
     });
 
     const blockChainSection_lock = $el("div", { style: sectionStyle }, [
-      $el("label", { style: labelStyle }, ["6️⃣ Pay to download"]),
+      $el("label", { style: labelStyle }, ["6️⃣ Download threshold"]),
       $el(
         "label",
         {
@@ -392,11 +390,42 @@ export class CopusShareDialog extends ComfyDialog {
         },
         [
           this.radioButtonsCheck_lock,
-          $el("div", { style: { marginLeft: "5px" ,display:'flex',alignItems:'center'} }, [
+          $el(
-            $el("span", { style: { marginLeft: "5px" } }, ["ON"]),
+            "div",
-            $el("span", { style: { marginLeft: "20px",marginRight:'10px' ,color:'#fff'} }, ["Price US$"]),
+            {
-            this.LockInput
+              style: {
-          ]),
+                marginLeft: "5px",
+                display: "flex",
+                alignItems: "center",
+                position: "relative",
+              },
+            },
+            [
+              $el("span", { style: { marginLeft: "5px" } }, ["ON"]),
+              $el(
+                "span",
+                {
+                  style: {
+                    marginLeft: "20px",
+                    marginRight: "10px",
+                    color: "#fff",
+                  },
+                },
+                ["Unlock with"]
+              ),
+              $el("img", {
+                style: {
+                  width: "16px",
+                  height: "16px",
+                  position: "absolute",
+                  right: "75px",
+                  zIndex: "100",
+                },
+                src: "https://static.copus.io/images/admin/202507/prod/e2919a1d8f3c2d99d3b8fe27ff94b841.png",
+              }),
+              this.LockInput,
+            ]
+          ),
         ]
       ),
       $el(
@@ -404,14 +433,25 @@ export class CopusShareDialog extends ComfyDialog {
         { style: { display: "flex", alignItems: "center", cursor: "pointer" } },
         [
           this.radioButtonsCheckOff_lock,
-          $el("span", { style: { marginLeft: "5px" } }, ["OFF"]),
+          $el(
+            "div",
+            {
+              style: {
+                marginLeft: "5px",
+                display: "flex",
+                alignItems: "center",
+              },
+            },
+            [$el("span", { style: { marginLeft: "5px" } }, ["OFF"])]
+          ),
         ]
       ),
 
       $el(
         "p",
         { style: { fontSize: "16px", color: "#fff", margin: "10px 0 0 0" } },
-        ["Get paid from your workflow. You can change the price and withdraw your earnings on Copus."]
+        [
+        ]
       ),
     ]);
 
@@ -432,7 +472,7 @@ export class CopusShareDialog extends ComfyDialog {
     });
 
     const blockChainSection = $el("div", { style: sectionStyle }, [
-      $el("label", { style: labelStyle }, ["7️⃣ Store on blockchain "]),
+      $el("label", { style: labelStyle }, ["8️⃣ Store on blockchain "]),
       $el(
         "label",
         {
@@ -463,6 +503,139 @@ export class CopusShareDialog extends ComfyDialog {
       ),
     ]);
 
+    this.ratingRadioButtonsCheck0 = $el("input", {
+      type: "radio",
+      name: "content_rating",
+      value: "0",
+      id: "content_rating0",
+    });
+    this.ratingRadioButtonsCheck1 = $el("input", {
+      type: "radio",
+      name: "content_rating",
+      value: "1",
+      id: "content_rating1",
+    });
+    this.ratingRadioButtonsCheck2 = $el("input", {
+      type: "radio",
+      name: "content_rating",
+      value: "2",
+      id: "content_rating2",
+    });
+    this.ratingRadioButtonsCheck_1 = $el("input", {
+      type: "radio",
+      name: "content_rating",
+      value: "-1",
+      id: "content_rating_1",
+      checked: true,
+    });
+
+    // content rating
+    const contentRatingSection = $el("div", { style: sectionStyle }, [
+      $el("label", { style: labelStyle }, ["7️⃣ Content rating "]),
+      $el(
+        "label",
+        {
+          style: {
+            marginTop: "10px",
+            display: "flex",
+            alignItems: "center",
+            cursor: "pointer",
+          },
+        },
+        [
+          this.ratingRadioButtonsCheck0,
+          $el("img", {
+            style: {
+              width: "12px",
+              height: "12px",
+              marginLeft: "5px",
+            },
+            src: "https://static.copus.io/images/client/202507/test/b9f17da83b054d53cd0cb4508c2c30dc.png",
+          }),
+          $el("span", { style: { marginLeft: "5px", color: "#fff" } }, [
+            "All ages",
+          ]),
+        ]
+      ),
+      $el(
+        "p",
+        { style: { fontSize: "10px", color: "#fff", marginLeft: "20px" } },
+        ["Safe for all viewers; no profanity, violence, or mature themes."]
+      ),
+      $el(
+        "label",
+        { style: { display: "flex", alignItems: "center", cursor: "pointer" } },
+        [
+          this.ratingRadioButtonsCheck1,
+          $el("img", {
+            style: {
+              width: "12px",
+              height: "12px",
+              marginLeft: "5px",
+            },
+            src: "https://static.copus.io/images/client/202507/test/7848bc0d3690671df21c7cf00c4cfc81.png",
+          }),
+          $el("span", { style: { marginLeft: "5px", color: "#fff" } }, [
+            "13+ (Teen)",
+          ]),
+        ]
+      ),
+      $el(
+        "p",
+        { style: { fontSize: "10px", color: "#fff", marginLeft: "20px" } },
+        [
+          "Mild language, light themes, or cartoon violence; no explicit content. ",
+        ]
+      ),
+      $el(
+        "label",
+        { style: { display: "flex", alignItems: "center", cursor: "pointer" } },
+        [
+          this.ratingRadioButtonsCheck2,
+          $el("img", {
+            style: {
+              width: "12px",
+              height: "12px",
+              marginLeft: "5px",
+            },
+            src: "https://static.copus.io/images/client/202507/test/bc51839c208d68d91173e43c23bff039.png",
+          }),
+          $el("span", { style: { marginLeft: "5px", color: "#fff" } }, [
+            "18+ (Explicit)",
+          ]),
+        ]
+      ),
+      $el(
+        "p",
+        { style: { fontSize: "10px", color: "#fff", marginLeft: "20px" } },
+        [
+          "Explicit content, including sexual content, strong violence, or intense themes. ",
+        ]
+      ),
+      $el(
+        "label",
+        { style: { display: "flex", alignItems: "center", cursor: "pointer" } },
+        [
+          this.ratingRadioButtonsCheck_1,
+          $el("img", {
+            style: {
+              width: "12px",
+              height: "12px",
+              marginLeft: "5px",
+            },
+            src: "https://static.copus.io/images/client/202507/test/5c802fdcaaea4e7bbed37393eec0d5ba.png",
+          }),
+          $el("span", { style: { marginLeft: "5px", color: "#fff" } }, [
+            "Not Rated",
+          ]),
+        ]
+      ),
+      $el(
+        "p",
+        { style: { fontSize: "10px", color: "#fff", marginLeft: "20px" } },
+        ["No age rating provided."]
+      ),
+    ]);
 
     // Message Section
     this.message = $el(
@@ -526,6 +699,7 @@ export class CopusShareDialog extends ComfyDialog {
       DescriptionSection,
       // contestSection,
       blockChainSection_lock,
+      contentRatingSection,
       blockChainSection,
       this.message,
       buttonsSection,
@@ -587,7 +761,9 @@ export class CopusShareDialog extends ComfyDialog {
           url: data,
         });
       } else {
-        throw new Error("make sure your API key is correct and try again later");
+        throw new Error(
+          "make sure your API key is correct and try again later"
+        );
       }
     } catch (e) {
       if (e?.response?.status === 413) {
@@ -628,8 +804,15 @@ export class CopusShareDialog extends ComfyDialog {
       subTitle: this.SubTitleInput.value,
       content: this.descriptionInput.value,
       storeOnChain: this.radioButtonsCheck.checked ? true : false,
-      lockState:this.radioButtonsCheck_lock.checked ? 2 : 0,
+      lockState: this.radioButtonsCheck_lock.checked ? 2 : 0,
-      unlockPrice:this.LockInput.value,
+      unlockPrice: this.LockInput.value,
+      rating: this.ratingRadioButtonsCheck0.checked
+        ? 0
+        : this.ratingRadioButtonsCheck1.checked
+        ? 1
+        : this.ratingRadioButtonsCheck2.checked
+        ? 2
+        : -1,
     };
 
     if (!this.keyInput.value) {
@@ -644,8 +827,8 @@ export class CopusShareDialog extends ComfyDialog {
       throw new Error("Title is required");
     }
 
-    if(this.radioButtonsCheck_lock.checked){
+    if (this.radioButtonsCheck_lock.checked) {
-      if (!this.LockInput.value){
+      if (!this.LockInput.value) {
         throw new Error("Price is required");
       }
     }
@@ -695,23 +878,23 @@ export class CopusShareDialog extends ComfyDialog {
         "Uploading workflow..."
       );
 
-     if (res.status && res.data.status && res.data) {
+      if (res.status && res.data.status && res.data) {
-      localStorage.setItem("copus_token",this.keyInput.value);
+        localStorage.setItem("copus_token", this.keyInput.value);
-       const { data } = res.data;
+        const { data } = res.data;
-       if (data) {
+        if (data) {
-         const url = `${DEFAULT_HOMEPAGE_URL}/work/${data}`;
+          const url = `${DEFAULT_HOMEPAGE_URL}/work/${data}`;
-         this.message.innerHTML = `Workflow has been shared successfully. <a href="${url}" target="_blank">Click here to view it.</a>`;
+          this.message.innerHTML = `Workflow has been shared successfully. <a href="${url}" target="_blank">Click here to view it.</a>`;
-         this.previewImage.src = "";
+          this.previewImage.src = "";
-         this.previewImage.style.display = "none";
+          this.previewImage.style.display = "none";
-         this.uploadedImages = [];
+          this.uploadedImages = [];
-         this.allFilesImages = [];
+          this.allFilesImages = [];
-         this.allFiles = [];
+          this.allFiles = [];
-         this.TitleInput.value = "";
+          this.TitleInput.value = "";
-         this.SubTitleInput.value = "";
+          this.SubTitleInput.value = "";
-         this.descriptionInput.value = "";
+          this.descriptionInput.value = "";
-         this.selectedFile = null;
+          this.selectedFile = null;
-       }
+        }
-     }
+      }
     } catch (e) {
       throw new Error("Error sharing workflow: " + e.message);
     }
@@ -757,7 +940,7 @@ export class CopusShareDialog extends ComfyDialog {
     this.element.style.display = "block";
     this.previewImage.src = "";
     this.previewImage.style.display = "none";
-    this.keyInput.value = apiToken!=null?apiToken:"";
+    this.keyInput.value = apiToken != null ? apiToken : "";
     this.uploadedImages = [];
     this.allFilesImages = [];
     this.allFiles = [];

js/custom-nodes-manager.css

@@ -1,5 +1,5 @@
 .cn-manager {
-	--grid-font: -apple-system, BlinkMacSystemFont, "Segue UI", "Noto Sans", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji";
+	--grid-font: -apple-system, BlinkMacSystemFont, "Segoe UI", "Noto Sans", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji";
 	z-index: 1099;
 	width: 80%;
 	height: 80%;

js/custom-nodes-manager.js

@@ -714,6 +714,7 @@ export class CustomNodesManager {
 					link.href = rowItem.reference;
 				link.target = '_blank';
 				link.innerHTML = `<b>${title}</b>`;
+				link.title = rowItem.originalData.id;
 				container.appendChild(link);
 
 				return container;
@@ -1624,17 +1625,35 @@ export class CustomNodesManager {
 	getNodesInWorkflow() {
 		let usedGroupNodes = new Set();
 		let allUsedNodes = {};
+		const visitedGraphs = new Set();
 
-		for(let k in app.graph._nodes) {
+		const visitGraph = (graph) => {
-			let node = app.graph._nodes[k];
+			if (!graph || visitedGraphs.has(graph)) return;
+			visitedGraphs.add(graph);
 
-			if(node.type.startsWith('workflow>')) {
+			const nodes = graph._nodes || graph.nodes || [];
-				usedGroupNodes.add(node.type.slice(9));
+			for(let k in nodes) {
-				continue;
+				let node = nodes[k];
+				if (!node) continue;
+
+				// If it's a SubgraphNode, recurse into its graph and continue searching
+				if (node.isSubgraphNode?.() && node.subgraph) {
+					visitGraph(node.subgraph);
+				}
+
+				if (!node.type) continue;
+
+				// Group nodes / components
+				if(typeof node.type === 'string' && node.type.startsWith('workflow>')) {
+					usedGroupNodes.add(node.type.slice(9));
+					continue;
+				}
+
+				allUsedNodes[node.type] = node;
 			}
+		};
 
-			allUsedNodes[node.type] = node;
+		visitGraph(app.graph);
-		}
 
 		for(let k of usedGroupNodes) {
 			let subnodes = app.graph.extra.groupNodes[k]?.nodes;

model-list.json

@@ -1973,6 +1973,97 @@
       "url": "https://dl.fbaipublicfiles.com/segment_anything/sam_vit_b_01ec64.pth",
       "size": "375.0MB"
     },
+
+    {
+      "name": "sam2.1_hiera_tiny.pt",
+      "type": "sam2.1",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2.1 hiera model (tiny)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2.1_hiera_tiny.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/092824/sam2.1_hiera_tiny.pt",
+      "size": "149.0MB"
+    },
+    {
+      "name": "sam2.1_hiera_small.pt",
+      "type": "sam2.1",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2.1 hiera model (small)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2.1_hiera_small.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/092824/sam2.1_hiera_small.pt",
+      "size": "176.0MB"
+    },
+    {
+      "name": "sam2.1_hiera_base_plus.pt",
+      "type": "sam2.1",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2.1 hiera model (base+)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2.1_hiera_base_plus.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/092824/sam2.1_hiera_base_plus.pt",
+      "size": "309.0MB"
+    },
+    {
+      "name": "sam2.1_hiera_large.pt",
+      "type": "sam2.1",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2.1 hiera model (large)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2.1_hiera_large.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/092824/sam2.1_hiera_large.pt",
+      "size": "857.0MB"
+    },
+
+    {
+      "name": "sam2_hiera_tiny.pt",
+      "type": "sam2",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2 hiera model (tiny)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2_hiera_tiny.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/072824/sam2_hiera_tiny.pt",
+      "size": "149.0MB"
+    },
+    {
+      "name": "sam2_hiera_small.pt",
+      "type": "sam2",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2 hiera model (small)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2_hiera_small.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/072824/sam2_hiera_small.pt",
+      "size": "176.0MB"
+    },
+    {
+      "name": "sam2_hiera_base_plus.pt",
+      "type": "sam2",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2 hiera model (base+)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2_hiera_base_plus.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/072824/sam2_hiera_base_plus.pt",
+      "size": "309.0MB"
+    },
+    {
+      "name": "sam2_hiera_large.pt",
+      "type": "sam2",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2 hiera model (large)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2_hiera_large.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/072824/sam2_hiera_large.pt",
+      "size": "857.0MB"
+    },
+
     {
       "name": "seecoder v1.0",
       "type": "seecoder",
@@ -4006,6 +4097,29 @@
       "size": "649MB"
     },
 
+    {
+      "name": "Comfy-Org/omnigen2_fp16.safetensors",
+      "type": "diffusion_model",
+      "base": "OmniGen2",
+      "save_path": "default",
+      "description": "OmniGen2 diffusion model. This is required for using OmniGen2.",
+      "reference": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged",
+      "filename": "omnigen2_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged/resolve/main/split_files/diffusion_models/omnigen2_fp16.safetensors",
+      "size": "7.93GB"
+    },
+    {
+      "name": "Comfy-Org/qwen_2.5_vl_fp16.safetensors",
+      "type": "clip",
+      "base": "qwen-2.5",
+      "save_path": "default",
+      "description": "text encoder for OmniGen2",
+      "reference": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged",
+      "filename": "qwen_2.5_vl_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged/resolve/main/split_files/text_encoders/qwen_2.5_vl_fp16.safetensors",
+      "size": "7.51GB"
+    },
+
     {
       "name": "FLUX.1 [Schnell] Diffusion model",
       "type": "diffusion_model",
@@ -4023,7 +4137,7 @@
       "type": "VAE",
       "base": "FLUX.1",
       "save_path": "vae/FLUX1",
-      "description": "FLUX.1 VAE model",
+      "description": "FLUX.1 VAE model\nNOTE: This VAE model can also be used for image generation with OmniGen2.",
       "reference": "https://huggingface.co/black-forest-labs/FLUX.1-schnell",
       "filename": "ae.safetensors",
       "url": "https://huggingface.co/black-forest-labs/FLUX.1-schnell/resolve/main/ae.safetensors",
@@ -4931,6 +5045,105 @@
       "size": "1.26GB"
     },
 
+    {
+      "name": "Comfy-Org/Wan2.2 i2v high noise 14B (fp16)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for i2v high noise 14B (fp16)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_i2v_high_noise_14B_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_high_noise_14B_fp16.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 i2v high noise 14B (fp8_scaled)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for i2v high noise 14B (fp8_scaled)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_i2v_high_noise_14B_fp8_scaled.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_high_noise_14B_fp8_scaled.safetensors",
+      "size": "14.3GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 i2v low noise 14B (fp16)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for i2v low noise 14B (fp16)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_i2v_low_noise_14B_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_low_noise_14B_fp16.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 i2v low noise 14B (fp8_scaled)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for i2v low noise 14B (fp8_scaled)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_i2v_low_noise_14B_fp8_scaled.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_low_noise_14B_fp8_scaled.safetensors",
+      "size": "14.3GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 t2v high noise 14B (fp16)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for t2v high noise 14B (fp16)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_t2v_high_noise_14B_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_high_noise_14B_fp16.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 t2v high noise 14B (fp8_scaled)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for t2v high noise 14B (fp8_scaled)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_t2v_high_noise_14B_fp8_scaled.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_high_noise_14B_fp8_scaled.safetensors",
+      "size": "14.3GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 t2v low noise 14B (fp16)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for t2v low noise 14B (fp16)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_t2v_low_noise_14B_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_low_noise_14B_fp16.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 t2v low noise 14B (fp8_scaled)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for t2v low noise 14B (fp8_scaled)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_t2v_low_noise_14B_fp8_scaled.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_low_noise_14B_fp8_scaled.safetensors",
+      "size": "14.3GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 ti2v 5B (fp16)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for ti2v 5B (fp16)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_ti2v_5B_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_ti2v_5B_fp16.safetensors",
+      "size": "10.0GB"
+    },
 
     {
       "name": "Comfy-Org/umt5_xxl_fp16.safetensors",
@@ -5033,6 +5246,50 @@
       "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-distilled-fp8.safetensors",
       "size": "15.7GB"
     },
+    {
+      "name": "LTX-Video 2B Distilled v0.9.8",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "LTX-Video 2B distilled model v0.9.8 with improved prompt understanding and detail generation.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-2b-0.9.8-distilled.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-2b-0.9.8-distilled.safetensors",
+      "size": "6.34GB"
+    },
+    {
+      "name": "LTX-Video 2B Distilled FP8 v0.9.8",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "Quantized LTX-Video 2B distilled model v0.9.8 with improved prompt understanding and detail generation, optimized for lower VRAM usage.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-2b-0.9.8-distilled-fp8.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-2b-0.9.8-distilled-fp8.safetensors",
+      "size": "4.46GB"
+    },
+    {
+      "name": "LTX-Video 13B Distilled v0.9.8",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "LTX-Video 13B distilled model v0.9.8 with improved prompt understanding and detail generation.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.8-distilled.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.8-distilled.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "LTX-Video 13B Distilled FP8 v0.9.8",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "Quantized LTX-Video 13B distilled model v0.9.8 with improved prompt understanding and detail generation, optimized for lower VRAM usage.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.8-distilled-fp8.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.8-distilled-fp8.safetensors",
+      "size": "15.7GB"
+    },
     {
       "name": "LTX-Video 13B Distilled LoRA v0.9.7",
       "type": "lora",
@@ -5044,6 +5301,50 @@
       "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-distilled-lora128.safetensors",
       "size": "1.33GB"
     },
+    {
+      "name": "LTX-Video ICLoRA Depth 13B v0.9.7",
+      "type": "lora",
+      "base": "LTX-Video",
+      "save_path": "loras",
+      "description": "In-Context LoRA (IC LoRA) for depth-controlled video-to-video generation with precise depth conditioning.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video-ICLoRA-depth-13b-0.9.7",
+      "filename": "ltxv-097-ic-lora-depth-control-comfyui.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video-ICLoRA-depth-13b-0.9.7/resolve/main/ltxv-097-ic-lora-depth-control-comfyui.safetensors",
+      "size": "81.9MB"
+    },
+    {
+      "name": "LTX-Video ICLoRA Pose 13B v0.9.7",
+      "type": "lora",
+      "base": "LTX-Video",
+      "save_path": "loras",
+      "description": "In-Context LoRA (IC LoRA) for pose-controlled video-to-video generation with precise pose conditioning.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video-ICLoRA-pose-13b-0.9.7",
+      "filename": "ltxv-097-ic-lora-pose-control-comfyui.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video-ICLoRA-pose-13b-0.9.7/resolve/main/ltxv-097-ic-lora-pose-control-comfyui.safetensors",
+      "size": "151MB"
+    },
+    {
+      "name": "LTX-Video ICLoRA Canny 13B v0.9.7",
+      "type": "lora",
+      "base": "LTX-Video",
+      "save_path": "loras",
+      "description": "In-Context LoRA (IC LoRA) for canny edge-controlled video-to-video generation with precise edge conditioning.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video-ICLoRA-canny-13b-0.9.7",
+      "filename": "ltxv-097-ic-lora-canny-control-comfyui.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video-ICLoRA-canny-13b-0.9.7/resolve/main/ltxv-097-ic-lora-canny-control-comfyui.safetensors",
+      "size": "81.9MB"
+    },
+    {
+      "name": "LTX-Video ICLoRA Detailer 13B v0.9.8",
+      "type": "lora",
+      "base": "LTX-Video",
+      "save_path": "loras",
+      "description": "A video detailer model on top of LTXV_13B_098_DEV trained on custom data using In-Context LoRA (IC LoRA) method.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video-ICLoRA-detailer-13b-0.9.8",
+      "filename": "ltxv-098-ic-lora-detailer-comfyui.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video-ICLoRA-detailer-13b-0.9.8/resolve/main/ltxv-098-ic-lora-detailer-comfyui.safetensors",
+      "size": "1.31GB"
+    },
     {
       "name": "Latent Bridge Matching for Image Relighting",
       "type": "diffusion_model",
@@ -5054,6 +5355,317 @@
       "filename": "LBM_relighting.safetensors",
       "url": "https://huggingface.co/jasperai/LBM_relighting/resolve/main/model.safetensors",
       "size": "5.02GB"
+    },
+    {
+      "name": "Qwen-Image VAE",
+      "type": "VAE",
+      "base": "Qwen-Image",
+      "save_path": "vae/qwen-image",
+      "description": "VAE model for Qwen-Image",
+      "reference": "https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI",
+      "filename": "qwen_image_vae.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/resolve/main/split_files/vae/qwen_image_vae.safetensors",
+      "size": "335MB"
+    },
+    {
+      "name": "Qwen 2.5 VL 7B Text Encoder (fp8_scaled)",
+      "type": "clip",
+      "base": "Qwen-2.5-VL",
+      "save_path": "text_encoders/qwen",
+      "description": "Qwen 2.5 VL 7B text encoder model (fp8_scaled)",
+      "reference": "https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI",
+      "filename": "qwen_2.5_vl_7b_fp8_scaled.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/resolve/main/split_files/text_encoders/qwen_2.5_vl_7b_fp8_scaled.safetensors",
+      "size": "3.75GB"
+    },
+    {
+      "name": "Qwen 2.5 VL 7B Text Encoder",
+      "type": "clip",
+      "base": "Qwen-2.5-VL",
+      "save_path": "text_encoders/qwen",
+      "description": "Qwen 2.5 VL 7B text encoder model",
+      "reference": "https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI",
+      "filename": "qwen_2.5_vl_7b.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/resolve/main/split_files/text_encoders/qwen_2.5_vl_7b.safetensors",
+      "size": "7.51GB"
+    },
+    {
+      "name": "Qwen-Image Diffusion Model (fp8_e4m3fn)",
+      "type": "diffusion_model",
+      "base": "Qwen-Image",
+      "save_path": "diffusion_models/qwen-image",
+      "description": "Qwen-Image diffusion model (fp8_e4m3fn)",
+      "reference": "https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI",
+      "filename": "qwen_image_fp8_e4m3fn.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/resolve/main/split_files/diffusion_models/qwen_image_fp8_e4m3fn.safetensors",
+      "size": "4.89GB"
+    },
+    {
+      "name": "Qwen-Image Diffusion Model (bf16)",
+      "type": "diffusion_model",
+      "base": "Qwen-Image",
+      "save_path": "diffusion_models/qwen-image",
+      "description": "Qwen-Image diffusion model (bf16)",
+      "reference": "https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI",
+      "filename": "qwen_image_bf16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/resolve/main/split_files/diffusion_models/qwen_image_bf16.safetensors",
+      "size": "9.78GB"
+    },
+    {
+      "name": "Qwen-Image-Edit 2509 Diffusion Model (fp8_e4m3fn)",
+      "type": "diffusion_model",
+      "base": "Qwen-Image-Edit",
+      "save_path": "diffusion_models/qwen-image-edit",
+      "description": "Qwen-Image-Edit 2509 diffusion model (fp8_e4m3fn)",
+      "reference": "https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI",
+      "filename": "qwen_image_edit_2509_fp8_e4m3fn.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/resolve/main/split_files/diffusion_models/qwen_image_edit_2509_fp8_e4m3fn.safetensors",
+      "size": "4.89GB"
+    },
+
+    {
+      "name": "Qwen-Image-Edit 2509 Diffusion Model (bf16)",
+      "type": "diffusion_model",
+      "base": "Qwen-Image-Edit",
+      "save_path": "diffusion_models/qwen-image-edit",
+      "description": "Qwen-Image-Edit 2509 diffusion model (bf16)",
+      "reference": "https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI",
+      "filename": "qwen_image_edit_2509_bf16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/resolve/main/split_files/diffusion_models/qwen_image_edit_2509_bf16.safetensors",
+      "size": "9.78GB"
+    },
+
+    {
+      "name": "Qwen-Image-Edit Diffusion Model (fp8_e4m3fn)",
+      "type": "diffusion_model",
+      "base": "Qwen-Image-Edit",
+      "save_path": "diffusion_models/qwen-image-edit",
+      "description": "Qwen-Image-Edit diffusion model (fp8_e4m3fn)",
+      "reference": "https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI",
+      "filename": "qwen_image_edit_fp8_e4m3fn.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/resolve/main/split_files/diffusion_models/qwen_image_edit_fp8_e4m3fn.safetensors",
+      "size": "4.89GB"
+    },
+
+    {
+      "name": "Qwen-Image-Edit Diffusion Model (bf16)",
+      "type": "diffusion_model",
+      "base": "Qwen-Image-Edit",
+      "save_path": "diffusion_models/qwen-image-edit",
+      "description": "Qwen-Image-Edit diffusion model (bf16)",
+      "reference": "https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI",
+      "filename": "qwen_image_edit_bf16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/resolve/main/split_files/diffusion_models/qwen_image_edit_bf16.safetensors",
+      "size": "9.78GB"
+    },
+    {
+      "name": "Qwen-Image-Lightning 8steps V1.0",
+      "type": "lora",
+      "base": "Qwen-Image",
+      "save_path": "loras/qwen-image-lightning",
+      "description": "Qwen-Image-Lightning 8-step LoRA model V1.0",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Lightning-8steps-V1.0.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-8steps-V1.0.safetensors",
+      "size": "9.78GB"
+    },
+    {
+      "name": "Qwen-Image-Lightning 4steps V1.0",
+      "type": "lora",
+      "base": "Qwen-Image",
+      "save_path": "loras/qwen-image-lightning",
+      "description": "Qwen-Image-Lightning 4-step LoRA model V1.0",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Lightning-4steps-V1.0.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-4steps-V1.0.safetensors",
+      "size": "9.78GB"
+    },
+    {
+      "name": "Qwen-Image-Lightning 4steps V1.0 (bf16)",
+      "type": "lora",
+      "base": "Qwen-Image",
+      "save_path": "loras/qwen-image-lightning",
+      "description": "Qwen-Image-Lightning 4-step LoRA model V1.0 (bf16)",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Lightning-4steps-V1.0-bf16.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-4steps-V1.0-bf16.safetensors",
+      "size": "19.6GB"
+    },
+    {
+      "name": "Qwen-Image-Lightning 4steps V2.0",
+      "type": "lora",
+      "base": "Qwen-Image",
+      "save_path": "loras/qwen-image-lightning",
+      "description": "Qwen-Image-Lightning 4-step LoRA model V2.0",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Lightning-4steps-V2.0.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-4steps-V2.0.safetensors",
+      "size": "9.78GB"
+    },
+    {
+      "name": "Qwen-Image-Lightning 4steps V2.0 (bf16)",
+      "type": "lora",
+      "base": "Qwen-Image",
+      "save_path": "loras/qwen-image-lightning",
+      "description": "Qwen-Image-Lightning 4-step LoRA model V2.0 (bf16)",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Lightning-4steps-V2.0-bf16.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-4steps-V2.0-bf16.safetensors",
+      "size": "19.6GB"
+    },
+    {
+      "name": "Qwen-Image-Lightning 8steps V1.1",
+      "type": "lora",
+      "base": "Qwen-Image",
+      "save_path": "loras/qwen-image-lightning",
+      "description": "Qwen-Image-Lightning 8-step LoRA model V1.1",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Lightning-8steps-V1.1.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-8steps-V1.1.safetensors",
+      "size": "9.78GB"
+    },
+    {
+      "name": "Qwen-Image-Lightning 8steps V1.1 (bf16)",
+      "type": "lora",
+      "base": "Qwen-Image",
+      "save_path": "loras/qwen-image-lightning",
+      "description": "Qwen-Image-Lightning 8-step LoRA model V1.1 (bf16)",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Lightning-8steps-V1.1-bf16.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-8steps-V1.1-bf16.safetensors",
+      "size": "19.6GB"
+    },
+    {
+      "name": "Qwen-Image-Lightning 8steps V2.0",
+      "type": "lora",
+      "base": "Qwen-Image",
+      "save_path": "loras/qwen-image-lightning",
+      "description": "Qwen-Image-Lightning 8-step LoRA model V2.0",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Lightning-8steps-V2.0.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-8steps-V2.0.safetensors",
+      "size": "9.78GB"
+    },
+    {
+      "name": "Qwen-Image-Lightning 8steps V2.0 (bf16)",
+      "type": "lora",
+      "base": "Qwen-Image",
+      "save_path": "loras/qwen-image-lightning",
+      "description": "Qwen-Image-Lightning 8-step LoRA model V2.0 (bf16)",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Lightning-8steps-V2.0-bf16.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-8steps-V2.0-bf16.safetensors",
+      "size": "19.6GB"
+    },
+    {
+      "name": "Qwen-Image-Edit-Lightning 4steps V1.0",
+      "type": "lora",
+      "base": "Qwen-Image-Edit",
+      "save_path": "loras/qwen-image-edit-lightning",
+      "description": "Qwen-Image-Edit-Lightning 4-step LoRA model V1.0",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Edit-Lightning-4steps-V1.0.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-Lightning-4steps-V1.0.safetensors",
+      "size": "9.78GB"
+    },
+    {
+      "name": "Qwen-Image-Edit-Lightning 4steps V1.0 (bf16)",
+      "type": "lora",
+      "base": "Qwen-Image-Edit",
+      "save_path": "loras/qwen-image-edit-lightning",
+      "description": "Qwen-Image-Edit-Lightning 4-step LoRA model V1.0 (bf16)",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Edit-Lightning-4steps-V1.0-bf16.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-Lightning-4steps-V1.0-bf16.safetensors",
+      "size": "19.6GB"
+    },
+    {
+      "name": "Qwen-Image-Edit-Lightning 8steps V1.0",
+      "type": "lora",
+      "base": "Qwen-Image-Edit",
+      "save_path": "loras/qwen-image-edit-lightning",
+      "description": "Qwen-Image-Edit-Lightning 8-step LoRA model V1.0",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Edit-Lightning-8steps-V1.0.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-Lightning-8steps-V1.0.safetensors",
+      "size": "9.78GB"
+    },
+    {
+      "name": "Qwen-Image-Edit-Lightning 8steps V1.0 (bf16)",
+      "type": "lora",
+      "base": "Qwen-Image-Edit",
+      "save_path": "loras/qwen-image-edit-lightning",
+      "description": "Qwen-Image-Edit-Lightning 8-step LoRA model V1.0 (bf16)",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Edit-Lightning-8steps-V1.0-bf16.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-Lightning-8steps-V1.0-bf16.safetensors",
+      "size": "19.6GB"
+    },
+    {
+      "name": "Qwen-Image-Edit-2509-Lightning 4steps V1.0 (bf16)",
+      "type": "lora",
+      "base": "Qwen-Image-Edit",
+      "save_path": "loras/qwen-image-edit-lightning",
+      "description": "Qwen-Image-Edit-2509-Lightning 4-step LoRA model V1.0 (bf16)",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Edit-2509-Lightning-4steps-V1.0-bf16.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-2509/Qwen-Image-Edit-2509-Lightning-4steps-V1.0-bf16.safetensors",
+      "size": "19.6GB"
+    },
+    {
+      "name": "Qwen-Image-Edit-2509-Lightning 4steps V1.0 (fp32)",
+      "type": "lora",
+      "base": "Qwen-Image-Edit",
+      "save_path": "loras/qwen-image-edit-lightning",
+      "description": "Qwen-Image-Edit-2509-Lightning 4-step LoRA model V1.0 (fp32)",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Edit-2509-Lightning-4steps-V1.0-fp32.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-2509/Qwen-Image-Edit-2509-Lightning-4steps-V1.0-fp32.safetensors",
+      "size": "39.1GB"
+    },
+    {
+      "name": "Qwen-Image-Edit-2509-Lightning 8steps V1.0 (bf16)",
+      "type": "lora",
+      "base": "Qwen-Image-Edit",
+      "save_path": "loras/qwen-image-edit-lightning",
+      "description": "Qwen-Image-Edit-2509-Lightning 8-step LoRA model V1.0 (bf16)",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Edit-2509-Lightning-8steps-V1.0-bf16.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-2509/Qwen-Image-Edit-2509-Lightning-8steps-V1.0-bf16.safetensors",
+      "size": "19.6GB"
+    },
+    {
+      "name": "Qwen-Image-Edit-2509-Lightning 8steps V1.0 (fp32)",
+      "type": "lora",
+      "base": "Qwen-Image-Edit",
+      "save_path": "loras/qwen-image-edit-lightning",
+      "description": "Qwen-Image-Edit-2509-Lightning 8-step LoRA model V1.0 (fp32)",
+      "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning",
+      "filename": "Qwen-Image-Edit-2509-Lightning-8steps-V1.0-fp32.safetensors",
+      "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-2509/Qwen-Image-Edit-2509-Lightning-8steps-V1.0-fp32.safetensors",
+      "size": "39.1GB"
+    },
+    {
+      "name": "Qwen-Image InstantX ControlNet Union",
+      "type": "controlnet",
+      "base": "Qwen-Image",
+      "save_path": "controlnet/qwen-image/instantx",
+      "description": "Qwen-Image InstantX ControlNet Union model",
+      "reference": "https://huggingface.co/Comfy-Org/Qwen-Image-InstantX-ControlNets",
+      "filename": "Qwen-Image-InstantX-ControlNet-Union.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Qwen-Image-InstantX-ControlNets/resolve/main/split_files/controlnet/Qwen-Image-InstantX-ControlNet-Union.safetensors",
+      "size": "2.54GB"
+    },
+    {
+      "name": "Qwen-Image InstantX ControlNet Inpainting",
+      "type": "controlnet",
+      "base": "Qwen-Image",
+      "save_path": "controlnet/qwen-image/instantx",
+      "description": "Qwen-Image InstantX ControlNet Inpainting model",
+      "reference": "https://huggingface.co/Comfy-Org/Qwen-Image-InstantX-ControlNets",
+      "filename": "Qwen-Image-InstantX-ControlNet-Inpainting.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Qwen-Image-InstantX-ControlNets/resolve/main/split_files/controlnet/Qwen-Image-InstantX-ControlNet-Inpainting.safetensors",
+      "size": "2.54GB"
     }
   ]
 }

node_db/dev/scan.sh

@@ -1,3 +1,3 @@
 #!/bin/bash
 rm ~/.tmp/dev/*.py > /dev/null 2>&1
-python ../../scanner.py ~/.tmp/dev
+python ../../scanner.py ~/.tmp/dev $*

node_db/forked/custom-node-list.json

@@ -1,5 +1,25 @@
 {
     "custom_nodes": [
+        {
+            "author": "synchronicity-labs",
+            "title": "ComfyUI Sync Lipsync Node",
+            "reference": "https://github.com/synchronicity-labs/sync-comfyui",
+            "files": [
+                "https://github.com/synchronicity-labs/sync-comfyui"
+            ],
+            "install_type": "git-clone",
+            "description": "This custom node allows you to perform audio-video lip synchronization inside ComfyUI using a simple interface."
+        },
+        {
+            "author": "joaomede",
+            "title": "ComfyUI-Unload-Model-Fork",
+            "reference": "https://github.com/joaomede/ComfyUI-Unload-Model-Fork",
+            "files": [
+                "https://github.com/joaomede/ComfyUI-Unload-Model-Fork"
+            ],
+            "install_type": "git-clone",
+            "description": "For unloading a model or all models, using the memory management that is already present in ComfyUI. Copied from [a/https://github.com/willblaschko/ComfyUI-Unload-Models](https://github.com/willblaschko/ComfyUI-Unload-Models) but without the unnecessary extra stuff."
+        },
         {
             "author": "SanDiegoDude",
             "title": "ComfyUI-HiDream-Sampler [WIP]",
@@ -149,6 +169,16 @@
             ],
             "install_type": "git-clone",
             "description": "A fork of KJNodes for ComfyUI.\nVarious quality of life -nodes for ComfyUI, mostly just visual stuff to improve usability"
+        },
+        {
+            "author": "huixingyun",
+            "title": "ComfyUI-SoundFlow",
+            "reference": "https://github.com/huixingyun/ComfyUI-SoundFlow",
+            "files": [
+                "https://github.com/huixingyun/ComfyUI-SoundFlow"
+            ],
+            "install_type": "git-clone",
+            "description": "forked from https://github.com/fredconex/ComfyUI-SoundFlow (removed)"
         }
     ]
 }

node_db/new/model-list.json

@@ -1,5 +1,219 @@
 {
   "models": [
+
+    {
+      "name": "Comfy-Org/Wan2.2 i2v high noise 14B (fp16)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for i2v high noise 14B (fp16)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_i2v_high_noise_14B_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_high_noise_14B_fp16.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 i2v high noise 14B (fp8_scaled)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for i2v high noise 14B (fp8_scaled)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_i2v_high_noise_14B_fp8_scaled.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_high_noise_14B_fp8_scaled.safetensors",
+      "size": "14.3GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 i2v low noise 14B (fp16)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for i2v low noise 14B (fp16)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_i2v_low_noise_14B_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_low_noise_14B_fp16.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 i2v low noise 14B (fp8_scaled)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for i2v low noise 14B (fp8_scaled)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_i2v_low_noise_14B_fp8_scaled.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_low_noise_14B_fp8_scaled.safetensors",
+      "size": "14.3GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 t2v high noise 14B (fp16)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for t2v high noise 14B (fp16)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_t2v_high_noise_14B_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_high_noise_14B_fp16.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 t2v high noise 14B (fp8_scaled)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for t2v high noise 14B (fp8_scaled)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_t2v_high_noise_14B_fp8_scaled.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_high_noise_14B_fp8_scaled.safetensors",
+      "size": "14.3GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 t2v low noise 14B (fp16)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for t2v low noise 14B (fp16)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_t2v_low_noise_14B_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_low_noise_14B_fp16.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 t2v low noise 14B (fp8_scaled)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for t2v low noise 14B (fp8_scaled)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_t2v_low_noise_14B_fp8_scaled.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_low_noise_14B_fp8_scaled.safetensors",
+      "size": "14.3GB"
+    },
+    {
+      "name": "Comfy-Org/Wan2.2 ti2v 5B (fp16)",
+      "type": "diffusion_model",
+      "base": "Wan2.2",
+      "save_path": "diffusion_models/Wan2.2",
+      "description": "Wan2.2 diffusion model for ti2v 5B (fp16)",
+      "reference": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged",
+      "filename": "wan2.2_ti2v_5B_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_ti2v_5B_fp16.safetensors",
+      "size": "10.0GB"
+    },
+
+    {
+      "name": "sam2.1_hiera_tiny.pt",
+      "type": "sam2.1",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2.1 hiera model (tiny)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2.1_hiera_tiny.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/092824/sam2.1_hiera_tiny.pt",
+      "size": "149.0MB"
+    },
+    {
+      "name": "sam2.1_hiera_small.pt",
+      "type": "sam2.1",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2.1 hiera model (small)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2.1_hiera_small.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/092824/sam2.1_hiera_small.pt",
+      "size": "176.0MB"
+    },
+    {
+      "name": "sam2.1_hiera_base_plus.pt",
+      "type": "sam2.1",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2.1 hiera model (base+)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2.1_hiera_base_plus.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/092824/sam2.1_hiera_base_plus.pt",
+      "size": "309.0MB"
+    },
+    {
+      "name": "sam2.1_hiera_large.pt",
+      "type": "sam2.1",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2.1 hiera model (large)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2.1_hiera_large.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/092824/sam2.1_hiera_large.pt",
+      "size": "857.0MB"
+    },
+
+    {
+      "name": "sam2_hiera_tiny.pt",
+      "type": "sam2",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2 hiera model (tiny)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2_hiera_tiny.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/072824/sam2_hiera_tiny.pt",
+      "size": "149.0MB"
+    },
+    {
+      "name": "sam2_hiera_small.pt",
+      "type": "sam2",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2 hiera model (small)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2_hiera_small.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/072824/sam2_hiera_small.pt",
+      "size": "176.0MB"
+    },
+    {
+      "name": "sam2_hiera_base_plus.pt",
+      "type": "sam2",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2 hiera model (base+)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2_hiera_base_plus.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/072824/sam2_hiera_base_plus.pt",
+      "size": "309.0MB"
+    },
+    {
+      "name": "sam2_hiera_large.pt",
+      "type": "sam2",
+      "base": "SAM",
+      "save_path": "sams",
+      "description": "Segmenty Anything SAM 2 hiera model (large)",
+      "reference": "https://github.com/facebookresearch/sam2#model-description",
+      "filename": "sam2_hiera_large.pt",
+      "url": "https://dl.fbaipublicfiles.com/segment_anything_2/072824/sam2_hiera_large.pt",
+      "size": "857.0MB"
+    },
+
+    {
+      "name": "Comfy-Org/omnigen2_fp16.safetensors",
+      "type": "diffusion_model",
+      "base": "OmniGen2",
+      "save_path": "default",
+      "description": "OmniGen2 diffusion model. This is required for using OmniGen2.",
+      "reference": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged",
+      "filename": "omnigen2_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged/resolve/main/split_files/diffusion_models/omnigen2_fp16.safetensors",
+      "size": "7.93GB"
+    },
+    {
+      "name": "Comfy-Org/qwen_2.5_vl_fp16.safetensors",
+      "type": "clip",
+      "base": "qwen-2.5",
+      "save_path": "default",
+      "description": "text encoder for OmniGen2",
+      "reference": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged",
+      "filename": "qwen_2.5_vl_fp16.safetensors",
+      "url": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged/resolve/main/split_files/text_encoders/qwen_2.5_vl_fp16.safetensors",
+      "size": "7.51GB"
+    },
+
     {
       "name": "Latent Bridge Matching for Image Relighting",
       "type": "diffusion_model",
@@ -473,224 +687,6 @@
       "filename": "llava_llama3_fp16.safetensors",
       "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged/resolve/main/split_files/text_encoders/llava_llama3_fp16.safetensors",
       "size": "16.1GB"
-    },
-
-    {
-      "name": "PixArt-Sigma-XL-2-512-MS.safetensors (diffusion)",
-      "type": "diffusion_model",
-      "base": "pixart-sigma",
-      "save_path": "diffusion_models/PixArt-Sigma",
-      "description": "PixArt-Sigma Diffusion model",
-      "reference": "https://huggingface.co/PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
-      "filename": "PixArt-Sigma-XL-2-512-MS.safetensors",
-      "url": "https://huggingface.co/PixArt-alpha/PixArt-Sigma-XL-2-512-MS/resolve/main/transformer/diffusion_pytorch_model.safetensors",
-      "size": "2.44GB"
-    },
-    {
-      "name": "PixArt-Sigma-XL-2-1024-MS.safetensors (diffusion)",
-      "type": "diffusion_model",
-      "base": "pixart-sigma",
-      "save_path": "diffusion_models/PixArt-Sigma",
-      "description": "PixArt-Sigma Diffusion model",
-      "reference": "https://huggingface.co/PixArt-alpha/PixArt-Sigma-XL-2-1024-MS",
-      "filename": "PixArt-Sigma-XL-2-1024-MS.safetensors",
-      "url": "https://huggingface.co/PixArt-alpha/PixArt-Sigma-XL-2-1024-MS/resolve/main/transformer/diffusion_pytorch_model.safetensors",
-      "size": "2.44GB"
-    },
-    {
-      "name": "PixArt-XL-2-1024-MS.safetensors (diffusion)",
-      "type": "diffusion_model",
-      "base": "pixart-alpha",
-      "save_path": "diffusion_models/PixArt-Alpha",
-      "description": "PixArt-Alpha Diffusion model",
-      "reference": "https://huggingface.co/PixArt-alpha/PixArt-XL-2-1024-MS",
-      "filename": "PixArt-XL-2-1024-MS.safetensors",
-      "url": "https://huggingface.co/PixArt-alpha/PixArt-XL-2-1024-MS/resolve/main/transformer/diffusion_pytorch_model.safetensors",
-      "size": "2.45GB"
-    },
-    
-    {
-      "name": "Comfy-Org/hunyuan_video_t2v_720p_bf16.safetensors",
-      "type": "diffusion_model",
-      "base": "Hunyuan Video",
-      "save_path": "diffusion_models/hunyuan_video",
-      "description": "Huyuan Video diffusion model. repackaged version.",
-      "reference": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged",
-      "filename": "hunyuan_video_t2v_720p_bf16.safetensors",
-      "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged/resolve/main/split_files/diffusion_models/hunyuan_video_t2v_720p_bf16.safetensors",
-      "size": "25.6GB"
-    },
-    {
-      "name": "Comfy-Org/hunyuan_video_vae_bf16.safetensors",
-      "type": "VAE",
-      "base": "Hunyuan Video",
-      "save_path": "VAE",
-      "description": "Huyuan Video VAE model. repackaged version.",
-      "reference": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged",
-      "filename": "hunyuan_video_vae_bf16.safetensors",
-      "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged/resolve/main/split_files/vae/hunyuan_video_vae_bf16.safetensors",
-      "size": "493MB"
-    },
-
-    {
-      "name": "LTX-Video 2B v0.9.1 Checkpoint",
-      "type": "checkpoint",
-      "base": "LTX-Video",
-      "save_path": "checkpoints/LTXV",
-      "description": "LTX-Video is the first DiT-based video generation model capable of generating high-quality videos in real-time. It produces 24 FPS videos at a 768x512 resolution faster than they can be watched. Trained on a large-scale dataset of diverse videos, the model generates high-resolution videos with realistic and varied content.",
-      "reference": "https://huggingface.co/Lightricks/LTX-Video",
-      "filename": "ltx-video-2b-v0.9.1.safetensors",
-      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltx-video-2b-v0.9.1.safetensors",
-      "size": "5.72GB"
-    },
-
-    {
-      "name": "XLabs-AI/flux-canny-controlnet-v3.safetensors",
-      "type": "controlnet",
-      "base": "FLUX.1",
-      "save_path": "xlabs/controlnets",
-      "description": "ControlNet checkpoints for FLUX.1-dev model by Black Forest Labs.",
-      "reference": "https://huggingface.co/XLabs-AI/flux-controlnet-collections",
-      "filename": "flux-canny-controlnet-v3.safetensors",
-      "url": "https://huggingface.co/XLabs-AI/flux-controlnet-collections/resolve/main/flux-canny-controlnet-v3.safetensors",
-      "size": "1.49GB"
-    },
-    {
-      "name": "XLabs-AI/flux-depth-controlnet-v3.safetensors",
-      "type": "controlnet",
-      "base": "FLUX.1",
-      "save_path": "xlabs/controlnets",
-      "description": "ControlNet checkpoints for FLUX.1-dev model by Black Forest Labs.",
-      "reference": "https://huggingface.co/XLabs-AI/flux-controlnet-collections",
-      "filename": "flux-depth-controlnet-v3.safetensors",
-      "url": "https://huggingface.co/XLabs-AI/flux-controlnet-collections/resolve/main/flux-depth-controlnet-v3.safetensors",
-      "size": "1.49GB"
-    },
-    {
-      "name": "XLabs-AI/flux-hed-controlnet-v3.safetensors",
-      "type": "controlnet",
-      "base": "FLUX.1",
-      "save_path": "xlabs/controlnets",
-      "description": "ControlNet checkpoints for FLUX.1-dev model by Black Forest Labs.",
-      "reference": "https://huggingface.co/XLabs-AI/flux-controlnet-collections",
-      "filename": "flux-hed-controlnet-v3.safetensors",
-      "url": "https://huggingface.co/XLabs-AI/flux-controlnet-collections/resolve/main/flux-hed-controlnet-v3.safetensors",
-      "size": "1.49GB"
-    },
-
-    {
-      "name": "XLabs-AI/realism_lora.safetensors",
-      "type": "lora",
-      "base": "FLUX.1",
-      "save_path": "xlabs/loras",
-      "description": "A checkpoint with trained LoRAs for FLUX.1-dev model by Black Forest Labs",
-      "reference": "https://huggingface.co/XLabs-AI/flux-lora-collection",
-      "filename": "realism_lora.safetensors",
-      "url": "https://huggingface.co/XLabs-AI/flux-lora-collection/resolve/main/realism_lora.safetensors",
-      "size": "44.8MB"
-    },
-    {
-      "name": "XLabs-AI/art_lora.safetensors",
-      "type": "lora",
-      "base": "FLUX.1",
-      "save_path": "xlabs/loras",
-      "description": "A checkpoint with trained LoRAs for FLUX.1-dev model by Black Forest Labs",
-      "reference": "https://huggingface.co/XLabs-AI/flux-lora-collection",
-      "filename": "art_lora.safetensors",
-      "url": "https://huggingface.co/XLabs-AI/flux-lora-collection/resolve/main/scenery_lora.safetensors",
-      "size": "44.8MB"
-    },
-    {
-      "name": "XLabs-AI/mjv6_lora.safetensors",
-      "type": "lora",
-      "base": "FLUX.1",
-      "save_path": "xlabs/loras",
-      "description": "A checkpoint with trained LoRAs for FLUX.1-dev model by Black Forest Labs",
-      "reference": "https://huggingface.co/XLabs-AI/flux-lora-collection",
-      "filename": "mjv6_lora.safetensors",
-      "url": "https://huggingface.co/XLabs-AI/flux-lora-collection/resolve/main/mjv6_lora.safetensors",
-      "size": "44.8MB"
-    },
-
-    {
-      "name": "XLabs-AI/flux-ip-adapter",
-      "type": "lora",
-      "base": "FLUX.1",
-      "save_path": "xlabs/ipadapters",
-      "description": "A checkpoint with trained LoRAs for FLUX.1-dev model by Black Forest Labs",
-      "reference": "https://huggingface.co/XLabs-AI/flux-ip-adapter",
-      "filename": "ip_adapter.safetensors",
-      "url": "https://huggingface.co/XLabs-AI/flux-ip-adapter/resolve/main/ip_adapter.safetensors",
-      "size": "982MB"
-    },
-    
-    {
-      "name": "stabilityai/SD3.5-Large-Controlnet-Blur",
-      "type": "controlnet",
-      "base": "SD3.5",
-      "save_path": "controlnet/SD3.5",
-      "description": "Blur Controlnet model for SD3.5 Large",
-      "reference": "https://huggingface.co/stabilityai/stable-diffusion-3.5-controlnets",
-      "filename": "sd3.5_large_controlnet_blur.safetensors",
-      "url": "https://huggingface.co/stabilityai/stable-diffusion-3.5-controlnets/resolve/main/sd3.5_large_controlnet_blur.safetensors",
-      "size": "8.65GB"
-    },
-    {
-      "name": "stabilityai/SD3.5-Large-Controlnet-Canny",
-      "type": "controlnet",
-      "base": "SD3.5",
-      "save_path": "controlnet/SD3.5",
-      "description": "Canny Controlnet model for SD3.5 Large",
-      "reference": "https://huggingface.co/stabilityai/stable-diffusion-3.5-controlnets",
-      "filename": "sd3.5_large_controlnet_canny.safetensors",
-      "url": "https://huggingface.co/stabilityai/stable-diffusion-3.5-controlnets/resolve/main/sd3.5_large_controlnet_canny.safetensors",
-      "size": "8.65GB"
-    },
-    {
-      "name": "stabilityai/SD3.5-Large-Controlnet-Depth",
-      "type": "controlnet",
-      "base": "SD3.5",
-      "save_path": "controlnet/SD3.5",
-      "description": "Depth Controlnet model for SD3.5 Large",
-      "reference": "https://huggingface.co/stabilityai/stable-diffusion-3.5-controlnets",
-      "filename": "sd3.5_large_controlnet_depth.safetensors",
-      "url": "https://huggingface.co/stabilityai/stable-diffusion-3.5-controlnets/resolve/main/sd3.5_large_controlnet_depth.safetensors",
-      "size": "8.65GB"
-    },
-
-    {
-      "name": "LTX-Video 2B v0.9 Checkpoint",
-      "type": "checkpoint",
-      "base": "LTX-Video",
-      "save_path": "checkpoints/LTXV",
-      "description": "LTX-Video is the first DiT-based video generation model capable of generating high-quality videos in real-time. It produces 24 FPS videos at a 768x512 resolution faster than they can be watched. Trained on a large-scale dataset of diverse videos, the model generates high-resolution videos with realistic and varied content.",
-      "reference": "https://huggingface.co/Lightricks/LTX-Video",
-      "filename": "ltx-video-2b-v0.9.safetensors",
-      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltx-video-2b-v0.9.safetensors",
-      "size": "9.37GB"
-    },
-    {
-      "name": "InstantX/FLUX.1-dev-IP-Adapter",
-      "type": "IP-Adapter",
-      "base": "FLUX.1",
-      "save_path": "ipadapter-flux",
-      "description": "FLUX.1-dev-IP-Adapter",
-      "reference": "https://huggingface.co/InstantX/FLUX.1-dev-IP-Adapter",
-      "filename": "ip-adapter.bin",
-      "url": "https://huggingface.co/InstantX/FLUX.1-dev-IP-Adapter/resolve/main/ip-adapter.bin",
-      "size": "5.29GB"
-    },
-    
-    {
-      "name": "Comfy-Org/sigclip_vision_384 (patch14_384)",
-      "type": "clip_vision",
-      "base": "sigclip",
-      "save_path": "clip_vision",
-      "description": "This clip vision model is required for FLUX.1 Redux.",
-      "reference": "https://huggingface.co/Comfy-Org/sigclip_vision_384/tree/main",
-      "filename": "sigclip_vision_patch14_384.safetensors",
-      "url": "https://huggingface.co/Comfy-Org/sigclip_vision_384/resolve/main/sigclip_vision_patch14_384.safetensors",
-      "size": "857MB"
     }
   ]
 }

node_db/tutorial/custom-node-list.json

@@ -10,6 +10,16 @@
             "install_type": "git-clone",
             "description": "A minimal template for creating React/TypeScript frontend extensions for ComfyUI, with complete boilerplate setup including internationalization and unit testing."
         },
+        {
+            "author": "comfyui-wiki",
+            "title": "ComfyUI-i18n-demo",
+            "reference": "https://github.com/comfyui-wiki/ComfyUI-i18n-demo",
+            "files": [
+                "https://github.com/comfyui-wiki/ComfyUI-i18n-demo"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI custom node develop i18n support demo "
+        },
         {
             "author": "Suzie1",
             "title": "Guide To Making Custom Nodes in ComfyUI",
@@ -331,6 +341,36 @@
             ],
             "description": "Dynamic Node examples for ComfyUI",
             "install_type": "git-clone"
+        },
+        {
+            "author": "Jonathon-Doran",
+            "title": "remote-combo-demo",
+            "reference": "https://github.com/Jonathon-Doran/remote-combo-demo",
+            "files": [
+                "https://github.com/Jonathon-Doran/remote-combo-demo"
+            ],
+            "install_type": "git-clone",
+            "description": "A minimal test suite demonstrating how remote COMBO inputs behave in ComfyUI, with and without force_input"
+        },
+        {
+            "author": "J1mB091",
+            "title": "ComfyUI-J1mB091 Custom Nodes",
+            "reference": "https://github.com/J1mB091/ComfyUI-J1mB091",
+            "files": [
+                "https://github.com/J1mB091/ComfyUI-J1mB091"
+            ],
+            "install_type": "git-clone",
+            "description": "Vibe Coded ComfyUI Custom Nodes"
+        },
+        {
+            "author": "aiforhumans",
+            "title": "XDev Nodes - Complete Toolkit",
+            "reference": "https://github.com/aiforhumans/comfyui-xdev-nodes",
+            "files": [
+                "https://github.com/aiforhumans/comfyui-xdev-nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "Complete ComfyUI development toolkit with 8 professional nodes including VAE tools, universal type testing, and comprehensive debugging infrastructure."
         }
     ]
 }

openapi.yaml

@@ -104,6 +104,38 @@ components:
           type: boolean
           description: Whether the queue is currently processing
 
+    ImportFailInfoBulkRequest:
+      type: object
+      properties:
+        cnr_ids:
+          type: array
+          items:
+            type: string
+          description: A list of CNR IDs to check.
+        urls:
+          type: array
+          items:
+            type: string
+          description: A list of repository URLs to check.
+
+    ImportFailInfoBulkResponse:
+      type: object
+      additionalProperties:
+        $ref: '#/components/schemas/ImportFailInfoItem'
+      description: >-
+        A dictionary where each key is a cnr_id or url from the request,
+        and the value is the corresponding error info.
+
+    ImportFailInfoItem:
+      oneOf:
+        - type: object
+          properties:
+            error:
+              type: string
+            traceback:
+              type: string
+        - type: "null"
+
   securitySchemes:
     securityLevel:
       type: apiKey
@@ -306,6 +338,31 @@ paths:
         '400':
           description: No information available
           
+  /v2/customnode/import_fail_info_bulk:
+    post:
+      summary: Get import failure info for multiple nodes
+      description: Retrieves recorded import failure information for a list of custom nodes.
+      tags:
+        - customnode
+      requestBody:
+        description: A list of CNR IDs or repository URLs to check.
+        required: true
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/ImportFailInfoBulkRequest'
+      responses:
+        '200':
+          description: A dictionary containing the import failure information.
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/ImportFailInfoBulkResponse'
+        '400':
+          description: Bad Request. The request body is invalid.
+        '500':
+          description: Internal Server Error.
+        
   /customnode/install/git_url:
     post:
       summary: Install custom node via Git URL

prestartup_script.py

@@ -38,7 +38,6 @@ else:
     def current_timestamp():
         return str(time.time()).split('.')[0]
 
-security_check.security_check()
 
 cm_global.pip_blacklist = {'torch', 'torchaudio', 'torchsde', 'torchvision'}
 cm_global.pip_downgrade_blacklist = ['torch', 'torchaudio', 'torchsde', 'torchvision', 'transformers', 'safetensors', 'kornia']
@@ -119,20 +118,15 @@ def check_file_logging():
 
 read_config()
 read_uv_mode()
+security_check.security_check()
 check_file_logging()
 
-if sys.version_info < (3, 13):
+cm_global.pip_overrides = {}
-    cm_global.pip_overrides = {'numpy': 'numpy<2'}
-else:
-    cm_global.pip_overrides = {}
 
 if os.path.exists(manager_pip_overrides_path):
     with open(manager_pip_overrides_path, 'r', encoding="UTF-8", errors="ignore") as json_file:
         cm_global.pip_overrides = json.load(json_file)
 
-        if sys.version_info < (3, 13):
-            cm_global.pip_overrides['numpy'] = 'numpy<2'
-
 
 if os.path.exists(manager_pip_blacklist_path):
     with open(manager_pip_blacklist_path, 'r', encoding="UTF-8", errors="ignore") as f:

pyproject.toml

@@ -1,9 +1,9 @@
 [project]
 name = "comfyui-manager"
 description = "ComfyUI-Manager provides features to install and manage custom nodes for ComfyUI, as well as various functionalities to assist with ComfyUI."
-version = "3.32.8"
+version = "3.37.2"
 license = { file = "LICENSE.txt" }
-dependencies = ["GitPython", "PyGithub", "matrix-client==0.4.0", "transformers", "huggingface-hub>0.20", "typer", "rich", "typing-extensions", "toml", "uv", "chardet"]
+dependencies = ["GitPython", "PyGithub", "matrix-nio", "transformers", "huggingface-hub>0.20", "typer", "rich", "typing-extensions", "toml", "uv", "chardet"]
 
 [project.urls]
 Repository = "https://github.com/ltdrdata/ComfyUI-Manager"

requirements.txt

@@ -1,8 +1,8 @@
 GitPython
 PyGithub
-matrix-client==0.4.0
+matrix-nio
 transformers
-huggingface-hub>0.20
+huggingface-hub
 typer
 rich
 typing-extensions

scanner.py

@@ -7,13 +7,15 @@ import concurrent
 import datetime
 import concurrent.futures
 import requests
+import warnings
+import argparse
 
 builtin_nodes = set()
 
 import sys
 
 from urllib.parse import urlparse
-from github import Github
+from github import Github, Auth
 
 
 def download_url(url, dest_folder, filename=None):
@@ -39,26 +41,51 @@ def download_url(url, dest_folder, filename=None):
         raise Exception(f"Failed to download file from {url}")
 
 
-# prepare temp dir
+def parse_arguments():
-if len(sys.argv) > 1:
+    """Parse command-line arguments"""
-    temp_dir = sys.argv[1]
+    parser = argparse.ArgumentParser(
-else:
+        description='ComfyUI Manager Node Scanner',
-    temp_dir = os.path.join(os.getcwd(), ".tmp")
+        formatter_class=argparse.RawDescriptionHelpFormatter,
+        epilog='''
+Examples:
+  # Standard mode
+  python3 scanner.py
+  python3 scanner.py --skip-update
 
-if not os.path.exists(temp_dir):
+  # Scan-only mode
-    os.makedirs(temp_dir)
+  python3 scanner.py --scan-only temp-urls-clean.list
+  python3 scanner.py --scan-only urls.list --temp-dir /custom/temp
+  python3 scanner.py --scan-only urls.list --skip-update
+        '''
+    )
+
+    parser.add_argument('--scan-only', type=str, metavar='URL_LIST_FILE',
+                       help='Scan-only mode: provide URL list file (one URL per line)')
+    parser.add_argument('--temp-dir', type=str, metavar='DIR',
+                       help='Temporary directory for cloned repositories')
+    parser.add_argument('--skip-update', action='store_true',
+                       help='Skip git clone/pull operations')
+    parser.add_argument('--skip-stat-update', action='store_true',
+                       help='Skip GitHub stats collection')
+    parser.add_argument('--skip-all', action='store_true',
+                       help='Skip all update operations')
+
+    # Backward compatibility: positional argument for temp_dir
+    parser.add_argument('temp_dir_positional', nargs='?', metavar='TEMP_DIR',
+                       help='(Legacy) Temporary directory path')
+
+    args = parser.parse_args()
+    return args
 
 
-skip_update = '--skip-update' in sys.argv or '--skip-all' in sys.argv
+# Module-level variables (will be set in main if running as script)
-skip_stat_update = '--skip-stat-update' in sys.argv or '--skip-all' in sys.argv
+args = None
-
+scan_only_mode = False
-if not skip_stat_update:
+url_list_file = None
-    g = Github(os.environ.get('GITHUB_TOKEN'))
+temp_dir = None
-else:
+skip_update = False
-    g = None
+skip_stat_update = True
-
+g = None
-
-print(f"TEMP DIR: {temp_dir}")
 
 
 parse_cnt = 0
@@ -73,12 +100,22 @@ def extract_nodes(code_text):
         parse_cnt += 1
 
         code_text = re.sub(r'\\[^"\']', '', code_text)
-        parsed_code = ast.parse(code_text)
+        with warnings.catch_warnings():
+            warnings.filterwarnings('ignore', category=SyntaxWarning)
+            warnings.filterwarnings('ignore', category=DeprecationWarning)
+            parsed_code = ast.parse(code_text)
 
-        assignments = (node for node in parsed_code.body if isinstance(node, ast.Assign))
+        # Support both ast.Assign and ast.AnnAssign (for type-annotated assignments)
+        assignments = (node for node in parsed_code.body if isinstance(node, (ast.Assign, ast.AnnAssign)))
 
         for assignment in assignments:
-            if isinstance(assignment.targets[0], ast.Name) and assignment.targets[0].id in ['NODE_CONFIG', 'NODE_CLASS_MAPPINGS']:
+            # Handle ast.AnnAssign (e.g., NODE_CLASS_MAPPINGS: Type = {...})
+            if isinstance(assignment, ast.AnnAssign):
+                if isinstance(assignment.target, ast.Name) and assignment.target.id in ['NODE_CONFIG', 'NODE_CLASS_MAPPINGS']:
+                    node_class_mappings = assignment.value
+                    break
+            # Handle ast.Assign (e.g., NODE_CLASS_MAPPINGS = {...})
+            elif isinstance(assignment.targets[0], ast.Name) and assignment.targets[0].id in ['NODE_CONFIG', 'NODE_CLASS_MAPPINGS']:
                 node_class_mappings = assignment.value
                 break
         else:
@@ -98,6 +135,99 @@ def extract_nodes(code_text):
         return set()
 
 
+def has_comfy_node_base(class_node):
+    """Check if class inherits from io.ComfyNode or ComfyNode"""
+    for base in class_node.bases:
+        # Case 1: ComfyNode
+        if isinstance(base, ast.Name) and base.id == 'ComfyNode':
+            return True
+        # Case 2: io.ComfyNode
+        elif isinstance(base, ast.Attribute):
+            if base.attr == 'ComfyNode':
+                return True
+    return False
+
+
+def extract_keyword_value(call_node, keyword):
+    """
+    Extract string value of keyword argument
+    Schema(node_id="MyNode") -> "MyNode"
+    """
+    for kw in call_node.keywords:
+        if kw.arg == keyword:
+            # ast.Constant (Python 3.8+)
+            if isinstance(kw.value, ast.Constant):
+                if isinstance(kw.value.value, str):
+                    return kw.value.value
+            # ast.Str (Python 3.7-) - suppress deprecation warning
+            else:
+                with warnings.catch_warnings():
+                    warnings.filterwarnings('ignore', category=DeprecationWarning)
+                    if hasattr(ast, 'Str') and isinstance(kw.value, ast.Str):
+                        return kw.value.s
+    return None
+
+
+def is_schema_call(call_node):
+    """Check if ast.Call is io.Schema() or Schema()"""
+    func = call_node.func
+    if isinstance(func, ast.Name) and func.id == 'Schema':
+        return True
+    elif isinstance(func, ast.Attribute) and func.attr == 'Schema':
+        return True
+    return False
+
+
+def extract_node_id_from_schema(class_node):
+    """
+    Extract node_id from define_schema() method
+    """
+    for item in class_node.body:
+        if isinstance(item, ast.FunctionDef) and item.name == 'define_schema':
+            # Walk through function body
+            for stmt in ast.walk(item):
+                if isinstance(stmt, ast.Call):
+                    # Check if it's Schema() call
+                    if is_schema_call(stmt):
+                        node_id = extract_keyword_value(stmt, 'node_id')
+                        if node_id:
+                            return node_id
+    return None
+
+
+def extract_v3_nodes(code_text):
+    """
+    Extract V3 node IDs using AST parsing
+    Returns: set of node_id strings
+    """
+    global parse_cnt
+
+    try:
+        if parse_cnt % 100 == 0:
+            print(".", end="", flush=True)
+        parse_cnt += 1
+
+        with warnings.catch_warnings():
+            warnings.filterwarnings('ignore', category=SyntaxWarning)
+            warnings.filterwarnings('ignore', category=DeprecationWarning)
+            tree = ast.parse(code_text)
+    except (SyntaxError, UnicodeDecodeError):
+        return set()
+
+    nodes = set()
+
+    # Find io.ComfyNode subclasses
+    for node in ast.walk(tree):
+        if isinstance(node, ast.ClassDef):
+            # Check if inherits from ComfyNode
+            if has_comfy_node_base(node):
+                node_id = extract_node_id_from_schema(node)
+                if node_id:
+                    nodes.add(node_id)
+
+    return nodes
+
+
 # scan
 def scan_in_file(filename, is_builtin=False):
     global builtin_nodes
@@ -105,13 +235,18 @@ def scan_in_file(filename, is_builtin=False):
     with open(filename, encoding='utf-8', errors='ignore') as file:
         code = file.read()
 
-    pattern = r"_CLASS_MAPPINGS\s*=\s*{([^}]*)}"
+    # Support type annotations (e.g., NODE_CLASS_MAPPINGS: Type = {...}) and line continuations (\)
+    pattern = r"_CLASS_MAPPINGS\s*(?::\s*\w+\s*)?=\s*(?:\\\s*)?{([^}]*)}"
     regex = re.compile(pattern, re.MULTILINE | re.DOTALL)
 
     nodes = set()
     class_dict = {}
 
+    # V1 nodes detection
     nodes |= extract_nodes(code)
+
+    # V3 nodes detection
+    nodes |= extract_v3_nodes(code)
     code = re.sub(r'^#.*?$', '', code, flags=re.MULTILINE)
 
     def extract_keys(pattern, code):
@@ -208,6 +343,53 @@ def get_nodes(target_dir):
     return py_files, directories
 
 
+def get_urls_from_list_file(list_file):
+    """
+    Read URLs from list file for scan-only mode
+
+    Args:
+        list_file (str): Path to URL list file (one URL per line)
+
+    Returns:
+        list of tuples: [(url, "", None, None), ...]
+        Format: (url, title, preemptions, nodename_pattern)
+        - title: Empty string
+        - preemptions: None
+        - nodename_pattern: None
+
+    File format:
+        https://github.com/owner/repo1
+        https://github.com/owner/repo2
+        # Comments starting with # are ignored
+
+    Raises:
+        FileNotFoundError: If list_file does not exist
+    """
+    if not os.path.exists(list_file):
+        raise FileNotFoundError(f"URL list file not found: {list_file}")
+
+    urls = []
+    with open(list_file, 'r', encoding='utf-8') as f:
+        for line_num, line in enumerate(f, 1):
+            line = line.strip()
+
+            # Skip empty lines and comments
+            if not line or line.startswith('#'):
+                continue
+
+            # Validate URL format (basic check)
+            if not (line.startswith('http://') or line.startswith('https://')):
+                print(f"WARNING: Line {line_num} is not a valid URL: {line}")
+                continue
+
+            # Add URL with empty metadata
+            # (url, title, preemptions, nodename_pattern)
+            urls.append((line, "", None, None))
+
+    print(f"Loaded {len(urls)} URLs from {list_file}")
+    return urls
+
+
 def get_git_urls_from_json(json_file):
     with open(json_file, encoding='utf-8') as file:
         data = json.load(file)
@@ -255,22 +437,52 @@ def clone_or_pull_git_repository(git_url):
             repo.git.submodule('update', '--init', '--recursive')
             print(f"Pulling {repo_name}...")
         except Exception as e:
-            print(f"Pulling {repo_name} failed: {e}")
+            print(f"Failed to pull '{repo_name}': {e}")
     else:
         try:
             Repo.clone_from(git_url, repo_dir, recursive=True)
             print(f"Cloning {repo_name}...")
         except Exception as e:
-            print(f"Cloning {repo_name} failed: {e}")
+            print(f"Failed to clone '{repo_name}': {e}")
 
 
-def update_custom_nodes():
+def update_custom_nodes(scan_only_mode=False, url_list_file=None):
+    """
+    Update custom nodes by cloning/pulling repositories
+
+    Args:
+        scan_only_mode (bool): If True, use URL list file instead of custom-node-list.json
+        url_list_file (str): Path to URL list file (required if scan_only_mode=True)
+
+    Returns:
+        dict: node_info mapping {repo_name: (url, title, preemptions, node_pattern)}
+    """
     if not os.path.exists(temp_dir):
         os.makedirs(temp_dir)
 
     node_info = {}
 
-    git_url_titles_preemptions = get_git_urls_from_json('custom-node-list.json')
+    # Select URL source based on mode
+    if scan_only_mode:
+        if not url_list_file:
+            raise ValueError("url_list_file is required in scan-only mode")
+
+        git_url_titles_preemptions = get_urls_from_list_file(url_list_file)
+        print("\n[Scan-Only Mode]")
+        print(f"  - URL source: {url_list_file}")
+        print("  - GitHub stats: DISABLED")
+        print(f"  - Git clone/pull: {'ENABLED' if not skip_update else 'DISABLED'}")
+        print("  - Metadata: EMPTY")
+    else:
+        if not os.path.exists('custom-node-list.json'):
+            raise FileNotFoundError("custom-node-list.json not found")
+
+        git_url_titles_preemptions = get_git_urls_from_json('custom-node-list.json')
+        print("\n[Standard Mode]")
+        print("  - URL source: custom-node-list.json")
+        print(f"  - GitHub stats: {'ENABLED' if not skip_stat_update else 'DISABLED'}")
+        print(f"  - Git clone/pull: {'ENABLED' if not skip_update else 'DISABLED'}")
+        print("  - Metadata: FULL")
 
     def process_git_url_title(url, title, preemptions, node_pattern):
         name = os.path.basename(url)
@@ -382,36 +594,48 @@ def update_custom_nodes():
     if not skip_stat_update:
         process_git_stats(git_url_titles_preemptions)
 
+    # Git clone/pull for all repositories
     with concurrent.futures.ThreadPoolExecutor(11) as executor:
         for url, title, preemptions, node_pattern in git_url_titles_preemptions:
             executor.submit(process_git_url_title, url, title, preemptions, node_pattern)
 
-    py_url_titles_and_pattern = get_py_urls_from_json('custom-node-list.json')
+    # .py file download (skip in scan-only mode - only process git repos)
+    if not scan_only_mode:
+        py_url_titles_and_pattern = get_py_urls_from_json('custom-node-list.json')
 
-    def download_and_store_info(url_title_preemptions_and_pattern):
+        def download_and_store_info(url_title_preemptions_and_pattern):
-        url, title, preemptions, node_pattern = url_title_preemptions_and_pattern
+            url, title, preemptions, node_pattern = url_title_preemptions_and_pattern
-        name = os.path.basename(url)
+            name = os.path.basename(url)
-        if name.endswith(".py"):
+            if name.endswith(".py"):
-            node_info[name] = (url, title, preemptions, node_pattern)
+                node_info[name] = (url, title, preemptions, node_pattern)
 
-        try:
+            try:
-            download_url(url, temp_dir)
+                download_url(url, temp_dir)
-        except:
+            except:
-            print(f"[ERROR] Cannot download '{url}'")
+                print(f"[ERROR] Cannot download '{url}'")
 
-    with concurrent.futures.ThreadPoolExecutor(10) as executor:
+        with concurrent.futures.ThreadPoolExecutor(10) as executor:
-        executor.map(download_and_store_info, py_url_titles_and_pattern)
+            executor.map(download_and_store_info, py_url_titles_and_pattern)
 
     return node_info
 
 
-def gen_json(node_info):
+def gen_json(node_info, scan_only_mode=False):
+    """
+    Generate extension-node-map.json from scanned node information
+
+    Args:
+        node_info (dict): Repository metadata mapping
+        scan_only_mode (bool): If True, exclude metadata from output
+    """
     # scan from .py file
     node_files, node_dirs = get_nodes(temp_dir)
 
     comfyui_path = os.path.abspath(os.path.join(temp_dir, "ComfyUI"))
-    node_dirs.remove(comfyui_path)
+    # Only reorder if ComfyUI exists in the list
-    node_dirs = [comfyui_path] + node_dirs
+    if comfyui_path in node_dirs:
+        node_dirs.remove(comfyui_path)
+        node_dirs = [comfyui_path] + node_dirs
 
     data = {}
     for dirname in node_dirs:
@@ -422,6 +646,7 @@ def gen_json(node_info):
         for py in py_files:
             nodes_in_file, metadata_in_file = scan_in_file(py, dirname == "ComfyUI")
             nodes.update(nodes_in_file)
+            # Include metadata from .py files in both modes
             metadata.update(metadata_in_file)
         
         dirname = os.path.basename(dirname)
@@ -436,17 +661,28 @@ def gen_json(node_info):
             if dirname in node_info:
                 git_url, title, preemptions, node_pattern = node_info[dirname]
 
-                metadata['title_aux'] = title
+                # Conditionally add metadata based on mode
+                if not scan_only_mode:
+                    # Standard mode: include all metadata
+                    metadata['title_aux'] = title
 
-                if preemptions is not None:
+                    if preemptions is not None:
-                    metadata['preemptions'] = preemptions
+                        metadata['preemptions'] = preemptions
 
-                if node_pattern is not None:
+                    if node_pattern is not None:
-                    metadata['nodename_pattern'] = node_pattern
+                        metadata['nodename_pattern'] = node_pattern
+                # Scan-only mode: metadata remains empty
 
                 data[git_url] = (nodes, metadata)
             else:
-                print(f"WARN: {dirname} is removed from custom-node-list.json")
+                # Scan-only mode: Repository not in node_info (expected behavior)
+                # Construct URL from dirname (author_repo format)
+                if '_' in dirname:
+                    parts = dirname.split('_', 1)
+                    git_url = f"https://github.com/{parts[0]}/{parts[1]}"
+                    data[git_url] = (nodes, metadata)
+                else:
+                    print(f"WARN: {dirname} is removed from custom-node-list.json")
 
     for file in node_files:
         nodes, metadata = scan_in_file(file)
@@ -459,13 +695,16 @@ def gen_json(node_info):
 
             if file in node_info:
                 url, title, preemptions, node_pattern = node_info[file]
-                metadata['title_aux'] = title
 
-                if preemptions is not None:
+                # Conditionally add metadata based on mode
-                    metadata['preemptions'] = preemptions
+                if not scan_only_mode:
+                    metadata['title_aux'] = title
 
-                if node_pattern is not None:
+                    if preemptions is not None:
-                    metadata['nodename_pattern'] = node_pattern
+                        metadata['preemptions'] = preemptions
+
+                    if node_pattern is not None:
+                        metadata['nodename_pattern'] = node_pattern
 
                 data[url] = (nodes, metadata)
             else:
@@ -477,6 +716,10 @@ def gen_json(node_info):
     for extension in extensions:
         node_list_json_path = os.path.join(temp_dir, extension, 'node_list.json')
         if os.path.exists(node_list_json_path):
+            # Skip if extension not in node_info (scan-only mode with limited URLs)
+            if extension not in node_info:
+                continue
+
             git_url, title, preemptions, node_pattern = node_info[extension]
 
             with open(node_list_json_path, 'r', encoding='utf-8') as f:
@@ -496,16 +739,25 @@ def gen_json(node_info):
                 nodes_in_url, metadata_in_url = data[git_url]
                 nodes = set(nodes_in_url)
 
-            for x, desc in node_list_json.items():
+            try:
-                nodes.add(x.strip())
+                for x, desc in node_list_json.items():
+                    nodes.add(x.strip())
+            except Exception as e:
+                print(f"\nERROR: Invalid json format '{node_list_json_path}'")
+                print("------------------------------------------------------")
+                print(e)
+                print("------------------------------------------------------")
+                node_list_json = {}
 
-            metadata_in_url['title_aux'] = title
+            # Conditionally add metadata based on mode
+            if not scan_only_mode:
+                metadata_in_url['title_aux'] = title
 
-            if preemptions is not None:
+                if preemptions is not None:
-                metadata['preemptions'] = preemptions
+                    metadata_in_url['preemptions'] = preemptions
 
-            if node_pattern is not None:
+                if node_pattern is not None:
-                metadata_in_url['nodename_pattern'] = node_pattern
+                    metadata_in_url['nodename_pattern'] = node_pattern
 
             nodes = list(nodes)
             nodes.sort()
@@ -516,12 +768,53 @@ def gen_json(node_info):
         json.dump(data, file, indent=4, sort_keys=True)
 
 
-print("### ComfyUI Manager Node Scanner ###")
+if __name__ == "__main__":
+    # Parse arguments
+    args = parse_arguments()
 
-print("\n# Updating extensions\n")
+    # Determine mode
-updated_node_info = update_custom_nodes()
+    scan_only_mode = args.scan_only is not None
+    url_list_file = args.scan_only if scan_only_mode else None
 
-print("\n# 'extension-node-map.json' file is generated.\n")
+    # Determine temp_dir
-gen_json(updated_node_info)
+    if args.temp_dir:
+        temp_dir = args.temp_dir
+    elif args.temp_dir_positional:
+        temp_dir = args.temp_dir_positional
+    else:
+        temp_dir = os.path.join(os.getcwd(), ".tmp")
 
-print("\nDONE.\n")
+    if not os.path.exists(temp_dir):
+        os.makedirs(temp_dir)
+
+    # Determine skip flags
+    skip_update = args.skip_update or args.skip_all
+    skip_stat_update = args.skip_stat_update or args.skip_all or scan_only_mode
+
+    if not skip_stat_update:
+        auth = Auth.Token(os.environ.get('GITHUB_TOKEN'))
+        g = Github(auth=auth)
+    else:
+        g = None
+
+    print("### ComfyUI Manager Node Scanner ###")
+
+    if scan_only_mode:
+        print(f"\n# [Scan-Only Mode] Processing URL list: {url_list_file}\n")
+    else:
+        print("\n# [Standard Mode] Updating extensions\n")
+
+    # Update/clone repositories and collect node info
+    updated_node_info = update_custom_nodes(scan_only_mode, url_list_file)
+
+    print("\n# Generating 'extension-node-map.json'...\n")
+
+    # Generate extension-node-map.json
+    gen_json(updated_node_info, scan_only_mode)
+
+    print("\n✅ DONE.\n")
+
+    if scan_only_mode:
+        print("Output: extension-node-map.json (node mappings only)")
+    else:
+        print("Output: extension-node-map.json (full metadata)")