security patch

FIXED: Interferes with the proper functioning of the CORS feature.
update DB
2024-12-13 18:21:28 +09:00 · 2024-12-11 23:26:47 +09:00 · 2024-12-11 23:12:59 +09:00 · 2024-12-11 23:07:49 +09:00 · 2024-12-11 22:16:44 +09:00 · 2024-12-11 22:16:32 +09:00
31 changed files with 24795 additions and 7924 deletions
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -3,7 +3,7 @@ on:
  workflow_dispatch:
  push:
    branches:
-      - main
+      - main-blocked
    paths:
      - "pyproject.toml"

--- a/README.md
+++ b/README.md
@@ -363,10 +363,10 @@ When you run the `scan.sh` script:
  * `high` level risky features
    * `Install via git url`, `pip install`
    * Installation of custom nodes registered not in the `default channel`.
-    * Display terminal log
+    * Fix custom nodes
  
  * `middle` level risky features
-    * Uninstall/Update/Fix custom nodes
+    * Uninstall/Update
    * Installation of custom nodes registered in the `default channel`.
    * Restore/Remove Snapshot
    * Restart
@@ -391,7 +391,6 @@ When you run the `scan.sh` script:
 * https://github.com/SimithWang/comfyui-renameImages
 * https://github.com/Tcheko243/ComfyUI-Photographer-Alpha7-Nodes
 * https://github.com/Limbicnation/ComfyUINodeToolbox
-* https://github.com/chenpipi0807/pip_longsize
 * https://github.com/APZmedia/ComfyUI-APZmedia-srtTools

 ## Roadmap
--- a/init.py
+++ b/init.py
@@ -1,10 +1,12 @@
 import os
+import sys

 cli_mode_flag = os.path.join(os.path.dirname(__file__), '.enable-cli-only-mode')

 if not os.path.exists(cli_mode_flag):
-    from .glob import manager_server
-    from .glob import share_3rdparty
+    sys.path.append(os.path.join(os.path.dirname(__file__), "glob"))
+    import manager_server
+    import share_3rdparty
    WEB_DIRECTORY = "js"
 else:
    print(f"\n[ComfyUI-Manager] !! cli-only-mode is enabled !!\n")
--- a/custom-node-list.json
+++ b/custom-node-list.json
--- a/extension-node-map.json
+++ b/extension-node-map.json
--- a/github-stats.json
+++ b/github-stats.json
--- a/glob/manager_core.py
+++ b/glob/manager_core.py
@@ -23,16 +23,50 @@ sys.path.append(glob_path)
 import cm_global
 from manager_util import *

-version = [2, 51, 2]
+version = [2, 55, 5]
 version_str = f"V{version[0]}.{version[1]}" + (f'.{version[2]}' if len(version) > 2 else '')


 comfyui_manager_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))
 custom_nodes_path = os.path.abspath(os.path.join(comfyui_manager_path, '..'))

+default_custom_nodes_path = None
+
+def get_default_custom_nodes_path():
+    global default_custom_nodes_path
+    if default_custom_nodes_path is None:
+        try:
+            import folder_paths
+            default_custom_nodes_path = folder_paths.get_folder_paths("custom_nodes")[0]
+        except:
+            default_custom_nodes_path = custom_nodes_path
+
+    return default_custom_nodes_path
+
+
+def get_custom_nodes_paths():
+        try:
+            import folder_paths
+            return folder_paths.get_folder_paths("custom_nodes")
+        except:
+            return [custom_nodes_path]
+
+
+def get_comfyui_tag():
+    repo = git.Repo(comfy_path)
+    try:
+        return repo.git.describe('--tags')
+    except:
+        return None
+
+
 comfy_path = os.environ.get('COMFYUI_PATH')
 if comfy_path is None:
-    comfy_path = os.path.abspath(os.path.join(custom_nodes_path, '..'))
+    try:
+        import folder_paths
+        comfy_path = os.path.join(os.path.dirname(folder_paths.__file__))
+    except:
+        comfy_path = os.path.abspath(os.path.join(custom_nodes_path, '..'))

 channel_list_path = os.path.join(comfyui_manager_path, 'channels.list')
 config_path = os.path.join(comfyui_manager_path, "config.ini")
@@ -340,7 +374,7 @@ def __win_check_git_update(path, do_fetch=False, do_update=False):

    new_env = os.environ.copy()
    new_env["COMFYUI_PATH"] = comfy_path
-    process = subprocess.Popen(command, stdout=subprocess.PIPE, stderr=subprocess.PIPE, cwd=custom_nodes_path)
+    process = subprocess.Popen(command, stdout=subprocess.PIPE, stderr=subprocess.PIPE, cwd=get_default_custom_nodes_path())
    output, _ = process.communicate()
    output = output.decode('utf-8').strip()

@@ -367,13 +401,13 @@ def __win_check_git_update(path, do_fetch=False, do_update=False):
    if do_update:
        if "CUSTOM NODE PULL: Success" in output:
            process.wait()
-            print(f"\rUpdated: {path}")
+            print(f"\x1b[2K\rUpdated: {path}")
            return True, True    # updated
        elif "CUSTOM NODE PULL: None" in output:
            process.wait()
            return False, True   # there is no update
        else:
-            print(f"\rUpdate error: {path}")
+            print(f"\x1b[2K\rUpdate error: {path}")
            process.wait()
            return False, False  # update failed
    else:
@@ -384,7 +418,7 @@ def __win_check_git_update(path, do_fetch=False, do_update=False):
            process.wait()
            return False, True
        else:
-            print(f"\rFetch error: {path}")
+            print(f"\x1b[2K\rFetch error: {path}")
            print(f"\n{output}\n")
            process.wait()
            return False, True
@@ -394,7 +428,7 @@ def __win_check_git_pull(path):
    new_env = os.environ.copy()
    new_env["COMFYUI_PATH"] = comfy_path
    command = [sys.executable, git_script_path, "--pull", path]
-    process = subprocess.Popen(command, env=new_env, cwd=custom_nodes_path)
+    process = subprocess.Popen(command, env=new_env, cwd=get_default_custom_nodes_path())
    process.wait()


@@ -408,6 +442,7 @@ def execute_install_script(url, repo_path, lazy_mode=False, instant_execution=Fa
    else:
        if os.path.exists(requirements_path):
            print("Install: pip packages")
+            pip_fixer = PIPFixer(get_installed_packages())
            with open(requirements_path, "r") as requirements_file:
                for line in requirements_file:
                    #handle comments
@@ -430,6 +465,8 @@ def execute_install_script(url, repo_path, lazy_mode=False, instant_execution=Fa
                        if package_name.strip() != "" and not package_name.startswith('#'):
                            try_install_script(url, repo_path, install_cmd, instant_execution=instant_execution)

+            pip_fixer.fix_broken()
+
        if os.path.exists(install_script_path):
            print(f"Install: install script")
            install_cmd = [sys.executable, "install.py"]
@@ -559,11 +596,11 @@ def gitclone_install(files, instant_execution=False, msg_prefix=''):
        try:
            print(f"Download: git clone '{url}'")
            repo_name = os.path.splitext(os.path.basename(url))[0]
-            repo_path = os.path.join(custom_nodes_path, repo_name)
+            repo_path = os.path.join(get_default_custom_nodes_path(), repo_name)

            # Clone the repository from the remote URL
            if not instant_execution and platform.system() == 'Windows':
-                res = manager_funcs.run_script([sys.executable, git_script_path, "--clone", custom_nodes_path, url], cwd=custom_nodes_path)
+                res = manager_funcs.run_script([sys.executable, git_script_path, "--clone", get_default_custom_nodes_path(), url], cwd=get_default_custom_nodes_path())
                if res != 0:
                    return False
            else:
@@ -687,6 +724,22 @@ async def get_data_by_mode(mode, filename, channel_url=None):
    return json_obj


+def lookup_installed_custom_nodes(repo_name):
+    try:
+        import folder_paths
+        base_paths = folder_paths.get_folder_paths("custom_nodes")
+    except:
+        base_paths = [custom_nodes_path]
+
+    for base_path in base_paths:
+        repo_path = os.path.join(base_path, repo_name)
+        if os.path.exists(repo_path):
+            return True, repo_path
+        elif os.path.exists(repo_path+'.disabled'):
+            return False, repo_path
+        
+    return None
+
 def gitclone_fix(files, instant_execution=False):
    print(f"Try fixing: {files}")
    for url in files:
@@ -698,13 +751,15 @@ def gitclone_fix(files, instant_execution=False):
            url = url[:-1]
        try:
            repo_name = os.path.splitext(os.path.basename(url))[0]
-            repo_path = os.path.join(custom_nodes_path, repo_name)
+            repo_path = lookup_installed_custom_nodes(repo_name)

-            if os.path.exists(repo_path+'.disabled'):
-                repo_path = repo_path+'.disabled'
+            if repo_path is not None:
+                repo_path = repo_path[1]

-            if not execute_install_script(url, repo_path, instant_execution=instant_execution):
-                return False
+                if not execute_install_script(url, repo_path, instant_execution=instant_execution):
+                    return False
+            else:
+                print(f"Custom node not found: {repo_name}")

        except Exception as e:
            print(f"Install(git-clone) error: {url} / {e}", file=sys.stderr)
@@ -751,12 +806,12 @@ def gitclone_uninstall(files):
            url = url[:-1]
        try:
            dir_name = os.path.splitext(os.path.basename(url))[0].replace(".git", "")
-            dir_path = os.path.join(custom_nodes_path, dir_name)
+            repo_path = lookup_installed_custom_nodes(dir_name)

-            # safety check
-            if dir_path == '/' or dir_path[1:] == ":/" or dir_path == '':
-                print(f"Uninstall(git-clone) error: invalid path '{dir_path}' for '{url}'")
-                return False
+            if repo_path is None:
+                continue
+            
+            dir_path = repo_path[1]

            install_script_path = os.path.join(dir_path, "uninstall.py")
            disable_script_path = os.path.join(dir_path, "disable.py")
@@ -772,10 +827,7 @@ def gitclone_uninstall(files):
                if code != 0:
                    print(f"An error occurred during the execution of the disable.py script. Only the '{dir_path}' will be deleted.")

-            if os.path.exists(dir_path):
-                rmtree(dir_path)
-            elif os.path.exists(dir_path + ".disabled"):
-                rmtree(dir_path + ".disabled")
+            rmtree(dir_path)
        except Exception as e:
            print(f"Uninstall(git-clone) error: {url} / {e}", file=sys.stderr)
            return False
@@ -798,13 +850,13 @@ def gitclone_set_active(files, is_disable):
            url = url[:-1]
        try:
            dir_name = os.path.splitext(os.path.basename(url))[0].replace(".git", "")
-            dir_path = os.path.join(custom_nodes_path, dir_name)
+            repo_path = lookup_installed_custom_nodes(dir_name)

-            # safety check
-            if dir_path == '/' or dir_path[1:] == ":/" or dir_path == '':
-                print(f"{action_name}(git-clone) error: invalid path '{dir_path}' for '{url}'")
-                return False
+            if repo_path is None:
+                continue

+            dir_path = repo_path[1]
+            
            if is_disable:
                current_path = dir_path
                new_path = dir_path + ".disabled"
@@ -840,11 +892,13 @@ def gitclone_update(files, instant_execution=False, skip_script=False, msg_prefi
            url = url[:-1]
        try:
            repo_name = os.path.splitext(os.path.basename(url))[0].replace(".git", "")
-            repo_path = os.path.join(custom_nodes_path, repo_name)
+            repo_path = lookup_installed_custom_nodes(repo_name)

-            if os.path.exists(repo_path+'.disabled'):
-                repo_path = repo_path+'.disabled'
+            if repo_path is None:
+                continue

+            repo_path = repo_path[1]
+            
            git_pull(repo_path)

            if not skip_script:
@@ -914,10 +968,14 @@ def lookup_customnode_by_url(data, target):
    for x in data['custom_nodes']:
        if target in x['files']:
            dir_name = os.path.splitext(os.path.basename(target))[0].replace(".git", "")
-            dir_path = os.path.join(custom_nodes_path, dir_name)
-            if os.path.exists(dir_path):
+            repo_path = lookup_installed_custom_nodes(dir_name)
+
+            if repo_path is None:
+                continue
+
+            if repo_path[0]:
                x['installed'] = 'True'
-            elif os.path.exists(dir_path + ".disabled"):
+            else:
                x['installed'] = 'Disabled'
            return x

@@ -926,13 +984,15 @@ def lookup_customnode_by_url(data, target):

 def simple_check_custom_node(url):
    dir_name = os.path.splitext(os.path.basename(url))[0].replace(".git", "")
-    dir_path = os.path.join(custom_nodes_path, dir_name)
-    if os.path.exists(dir_path):
-        return 'installed'
-    elif os.path.exists(dir_path+'.disabled'):
-        return 'disabled'
+    repo_path = lookup_installed_custom_nodes(dir_name)

-    return 'not-installed'
+    if repo_path is None:
+        return 'not-installed'
+    
+    if repo_path[0]:
+        return 'installed'
+    else:
+        return 'disabled'


 def check_a_custom_node_installed(item, do_fetch=False, do_update_check=True, do_update=False):
@@ -945,8 +1005,12 @@ def check_a_custom_node_installed(item, do_fetch=False, do_update_check=True, do
            url = url[:-1]

        dir_name = os.path.splitext(os.path.basename(url))[0].replace(".git", "")
-        dir_path = os.path.join(custom_nodes_path, dir_name)
-        if os.path.exists(dir_path):
+        repo_path = lookup_installed_custom_nodes(dir_name)
+
+        if repo_path is None:
+            item['installed'] = 'False'
+        elif repo_path[0]:
+            dir_path = repo_path[1]
            try:
                item['installed'] = 'True'  # default

@@ -965,17 +1029,23 @@ def check_a_custom_node_installed(item, do_fetch=False, do_update_check=True, do
                else:
                    item['installed'] = 'True'

-        elif os.path.exists(dir_path + ".disabled"):
-            item['installed'] = 'Disabled'
-
        else:
-            item['installed'] = 'False'
+            item['installed'] = 'Disabled'

    elif item['install_type'] == 'copy' and len(item['files']) == 1:
        dir_name = os.path.basename(item['files'][0])

        if item['files'][0].endswith('.py'):
-            base_path = custom_nodes_path
+            base_path = lookup_installed_custom_nodes(item['files'][0])
+            if base_path is None:
+                item['installed'] = 'False'
+                return
+            elif base_path[0]:
+                item['installed'] = 'True'
+            else:
+                item['installed'] = 'Disabled'
+
+            return
        elif 'js_path' in item:
            base_path = os.path.join(js_path, item['js_path'])
        else:
@@ -987,8 +1057,6 @@ def check_a_custom_node_installed(item, do_fetch=False, do_update_check=True, do
                item['installed'] = 'Fail'
            else:
                item['installed'] = 'True'
-        elif os.path.exists(file_path + ".disabled"):
-            item['installed'] = 'Disabled'
        else:
            item['installed'] = 'False'

@@ -1025,39 +1093,46 @@ def get_current_snapshot():
    git_custom_nodes = {}
    file_custom_nodes = []

+    try:
+        import folder_paths
+        base_paths = folder_paths.get_folder_paths("custom_nodes")
+    except:
+        base_paths = [custom_nodes_path]
+
    # Get custom nodes hash
-    for path in os.listdir(custom_nodes_path):
-        fullpath = os.path.join(custom_nodes_path, path)
+    for base_path in base_paths:
+        for path in os.listdir(base_path):
+            fullpath = os.path.join(base_path, path)

-        if os.path.isdir(fullpath):
-            is_disabled = path.endswith(".disabled")
+            if os.path.isdir(fullpath):
+                is_disabled = path.endswith(".disabled")

-            try:
-                git_dir = os.path.join(fullpath, '.git')
+                try:
+                    git_dir = os.path.join(fullpath, '.git')

-                if not os.path.exists(git_dir):
-                    continue
+                    if not os.path.exists(git_dir):
+                        continue

-                repo = git.Repo(fullpath)
-                commit_hash = repo.head.commit.hexsha
-                url = repo.remotes.origin.url
-                git_custom_nodes[url] = {
-                    'hash': commit_hash,
+                    repo = git.Repo(fullpath)
+                    commit_hash = repo.head.commit.hexsha
+                    url = repo.remotes.origin.url
+                    git_custom_nodes[url] = {
+                        'hash': commit_hash,
+                        'disabled': is_disabled
+                    }
+
+                except:
+                    print(f"Failed to extract snapshots for the custom node '{path}'.")
+
+            elif path.endswith('.py'):
+                is_disabled = path.endswith(".py.disabled")
+                filename = os.path.basename(path)
+                item = {
+                    'filename': filename,
                    'disabled': is_disabled
                }

-            except:
-                print(f"Failed to extract snapshots for the custom node '{path}'.")
-
-        elif path.endswith('.py'):
-            is_disabled = path.endswith(".py.disabled")
-            filename = os.path.basename(path)
-            item = {
-                'filename': filename,
-                'disabled': is_disabled
-            }
-
-            file_custom_nodes.append(item)
+                file_custom_nodes.append(item)

    pip_packages = get_installed_pip_packages()

--- a/glob/manager_server.py
+++ b/glob/manager_server.py
@@ -62,7 +62,7 @@ def is_allowed_security_level(level):

 async def get_risky_level(files, pip_packages):
    json_data1 = await core.get_data_by_mode('local', 'custom-node-list.json')
-    json_data2 = await core.get_data_by_mode('cache', 'custom-node-list.json', channel_url='https://github.com/ltdrdata/ComfyUI-Manager/raw/main')
+    json_data2 = await core.get_data_by_mode('cache', 'custom-node-list.json', channel_url='https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main')

    all_urls = set()
    for x in json_data1['custom_nodes'] + json_data2['custom_nodes']:
@@ -181,7 +181,7 @@ def print_comfyui_version():

        try:
            if core.comfy_ui_commit_datetime.date() < core.comfy_ui_required_commit_datetime.date():
-                print(f"\n\n## [WARN] ComfyUI-Manager: Your ComfyUI version ({core.comfy_ui_revision})[{core.comfy_ui_commit_datetime.date()}] is too old. Please update to the latest version. ##\n\n")
+                print(f"\n\n## [WARN] ComfyUI-Manager: Your ComfyUI version ({core.get_comfyui_tag()})[{core.comfy_ui_commit_datetime.date()}] is too old. Please update to the latest version. ##\n\n")
        except:
            pass

@@ -200,7 +200,11 @@ def print_comfyui_version():
        # <--

        if current_branch == "master":
-            print(f"### ComfyUI Revision: {core.comfy_ui_revision} [{comfy_ui_hash[:8]}] | Released on '{core.comfy_ui_commit_datetime.date()}'")
+            version_tag = core.get_comfyui_tag()
+            if version_tag is None:
+                print(f"### ComfyUI Revision: {core.comfy_ui_revision} [{comfy_ui_hash[:8]}] | Released on '{core.comfy_ui_commit_datetime.date()}'")
+            else:
+                print(f"### ComfyUI Version: {core.get_comfyui_tag()} | Released on '{core.comfy_ui_commit_datetime.date()}'")
        else:
            print(f"### ComfyUI Revision: {core.comfy_ui_revision} on '{current_branch}' [{comfy_ui_hash[:8]}] | Released on '{core.comfy_ui_commit_datetime.date()}'")
    except:
@@ -248,23 +252,45 @@ import urllib.request


 def get_model_dir(data):
+    if 'download_model_base' in folder_paths.folder_names_and_paths:
+        models_base = folder_paths.folder_names_and_paths['download_model_base'][0][0]
+    else:
+        models_base = folder_paths.models_dir
+
+    def resolve_custom_node(save_path):
+        save_path = save_path[13:] # remove 'custom_nodes/'
+        repo_name = save_path.replace('\\','/').split('/')[0] # get custom node repo name
+        repo_path = core.lookup_installed_custom_nodes(repo_name)
+        if repo_path is not None and repo_path[0]:
+            # Returns the retargeted path based on the actually installed repository
+            return os.path.join(os.path.dirname(repo_path[1]), save_path)
+        else:
+            return None
+
    if data['save_path'] != 'default':
        if '..' in data['save_path'] or data['save_path'].startswith('/'):
            print(f"[WARN] '{data['save_path']}' is not allowed path. So it will be saved into 'models/etc'.")
-            base_model = os.path.join(folder_paths.models_dir, "etc")
+            base_model = os.path.join(models_base, "etc")
        else:
            if data['save_path'].startswith("custom_nodes"):
-                base_model = os.path.join(core.comfy_path, data['save_path'])
+                base_model = resolve_custom_node(data['save_path'])
+                if base_model is None:
+                    print(f"[ComfyUI-Manager] The target custom node for model download is not installed: {data['save_path']}")
+                    return None
            else:
-                base_model = os.path.join(folder_paths.models_dir, data['save_path'])
+                base_model = os.path.join(models_base, data['save_path'])
    else:
        model_type = data['type']
        if model_type == "checkpoints" or model_type == "checkpoint":
            base_model = folder_paths.folder_names_and_paths["checkpoints"][0][0]
        elif model_type == "unclip":
            base_model = folder_paths.folder_names_and_paths["checkpoints"][0][0]
-        elif model_type == "clip":
-            base_model = folder_paths.folder_names_and_paths["clip"][0][0]
+        elif model_type == "clip" or model_type == "text_encoders":
+            if folder_paths.folder_names_and_paths.get("text_encoders"):
+                base_model = folder_paths.folder_names_and_paths["text_encoders"][0][0]
+            else:
+                print(f"[ComfyUI-Manager] Your ComfyUI is outdated version.")
+                base_model = folder_paths.folder_names_and_paths["clip"][0][0]  # outdated version
        elif model_type == "VAE":
            base_model = folder_paths.folder_names_and_paths["vae"][0][0]
        elif model_type == "lora":
@@ -290,14 +316,17 @@ def get_model_dir(data):
                print(f"[ComfyUI-Manager] Your ComfyUI is outdated version.")
                base_model = folder_paths.folder_names_and_paths["unet"][0][0]  # outdated version
        else:
-            base_model = os.path.join(folder_paths.models_dir, "etc")
+            base_model = os.path.join(models_base, "etc")

    return base_model


 def get_model_path(data):
    base_model = get_model_dir(data)
-    return os.path.join(base_model, data['filename'])
+    if base_model is None:
+        return None
+    else:
+        return os.path.join(base_model, data['filename'])


 def check_custom_nodes_installed(json_obj, do_fetch=False, do_update_check=True, do_update=False):
@@ -820,7 +849,14 @@ async def install_custom_node(request):
        res = unzip_install(json_data['files'])

    if install_type == "copy":
-        js_path_name = json_data['js_path'] if 'js_path' in json_data else '.'
+        if 'js_path' in json_data:
+            if '.' in json_data['js_path'] or ':' in json_data['js_path'] or json_data['js_path'].startswith('/'):
+                print(f"[ComfyUI Manager] An abnormal JS path has been transmitted. This could be the result of a security attack.\n{json_data['js_path']}")
+                return web.Response(status=400)
+            else:
+                js_path_name = json_data['js_path']
+        else:
+            js_path_name = '.'
        res = copy_install(json_data['files'], js_path_name)

    elif install_type == "git-clone":
@@ -844,7 +880,7 @@ async def install_custom_node(request):
@PromptServer.instance.routes.post("/customnode/fix")
 async def fix_custom_node(request):
    if not is_allowed_security_level('middle'):
-        print(SECURITY_MESSAGE_MIDDLE_OR_BELOW)
+        print(SECURITY_MESSAGE_GENERAL)
        return web.Response(status=403)

    json_data = await request.json()
@@ -864,6 +900,10 @@ async def fix_custom_node(request):
        return web.Response(status=400)

    if 'pip' in json_data:
+        if not is_allowed_security_level('high'):
+            print(SECURITY_MESSAGE_GENERAL)
+            return web.Response(status=403)
+
        for pname in json_data['pip']:
            install_cmd = [sys.executable, "-m", "pip", "install", '-U', pname]
            core.try_install_script(json_data['files'][0], ".", install_cmd)
@@ -1059,32 +1099,6 @@ async def install_model(request):
    return web.Response(status=400)


-class ManagerTerminalHook:
-    def write_stderr(self, msg):
-        PromptServer.instance.send_sync("manager-terminal-feedback", {"data": msg})
-
-    def write_stdout(self, msg):
-        PromptServer.instance.send_sync("manager-terminal-feedback", {"data": msg})
-
-
-manager_terminal_hook = ManagerTerminalHook()
-
-
-@PromptServer.instance.routes.get("/manager/terminal")
-async def terminal_mode(request):
-    if not is_allowed_security_level('high'):
-        print(SECURITY_MESSAGE_NORMAL_MINUS)
-        return web.Response(status=403)
-
-    if "mode" in request.rel_url.query:
-        if request.rel_url.query['mode'] == 'true':
-            sys.__comfyui_manager_terminal_hook.add_hook('cm', manager_terminal_hook)
-        else:
-            sys.__comfyui_manager_terminal_hook.remove_hook('cm')
-
-    return web.Response(status=200)
-
-
@PromptServer.instance.routes.get("/manager/preview_method")
 async def preview_method(request):
    if "value" in request.rel_url.query:
@@ -1193,14 +1207,21 @@ async def get_notice(request):

                if match:
                    markdown_content = match.group(1)
-                    markdown_content += f"<HR>ComfyUI: {core.comfy_ui_revision}[{comfy_ui_hash[:6]}]({core.comfy_ui_commit_datetime.date()})"
+                    version_tag = core.get_comfyui_tag()
+                    if version_tag is None:
+                        markdown_content += f"<HR>ComfyUI: {core.comfy_ui_revision}[{comfy_ui_hash[:6]}]({core.comfy_ui_commit_datetime.date()})"
+                    else:
+                        markdown_content += (f"<HR>ComfyUI: {version_tag}<BR>"
+                                             f"&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;({core.comfy_ui_commit_datetime.date()})")
                    # markdown_content += f"<BR>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;()"
                    markdown_content += f"<BR>Manager: {core.version_str}"

                    markdown_content = add_target_blank(markdown_content)

                    try:
-                        if core.comfy_ui_required_commit_datetime.date() > core.comfy_ui_commit_datetime.date():
+                        if core.comfy_ui_commit_datetime == datetime(1900, 1, 1, 0, 0, 0):
+                            markdown_content = f'<P style="text-align: center; color:red; background-color:white; font-weight:bold">Your ComfyUI isn\'t git repo.</P>' + markdown_content
+                        elif core.comfy_ui_required_commit_datetime.date() > core.comfy_ui_commit_datetime.date():
                            markdown_content = f'<P style="text-align: center; color:red; background-color:white; font-weight:bold">Your ComfyUI is too OUTDATED!!!</P>' + markdown_content
                    except:
                        pass
@@ -1231,6 +1252,11 @@ def restart(self):
        exit(0)

    print(f"\nRestarting... [Legacy Mode]\n\n")
+
+    sys_argv = sys.argv.copy()
+    if '--windows-standalone-build' in sys_argv:
+        sys_argv.remove('--windows-standalone-build')
+
    if sys.platform.startswith('win32'):
        return os.execv(sys.executable, ['"' + sys.executable + '"', '"' + sys.argv[0] + '"'] + sys.argv[1:])
    else:
@@ -1295,13 +1321,6 @@ async def load_components(request):
        return web.Response(status=400)


-args.enable_cors_header = "*"
-if hasattr(PromptServer.instance, "app"):
-    app = PromptServer.instance.app
-    cors_middleware = server.create_cors_middleware(args.enable_cors_header)
-    app.middlewares.append(cors_middleware)
-
-
 def sanitize(data):
    return data.replace("<", "&lt;").replace(">", "&gt;")

@@ -1361,6 +1380,6 @@ if not os.path.exists(core.config_path):
 cm_global.register_extension('ComfyUI-Manager',
                             {'version': core.version,
                                 'name': 'ComfyUI Manager',
-                                 'nodes': {'Terminal Log //CM'},
+                                 'nodes': {},
                                 'description': 'It provides the ability to manage custom nodes in ComfyUI.', })

--- a/glob/manager_util.py
+++ b/glob/manager_util.py
@@ -1,3 +1,6 @@
+import subprocess
+import sys
+
 # DON'T USE StrictVersion - cannot handle pre_release version
 # try:
 #     from distutils.version import StrictVersion
@@ -62,3 +65,150 @@ class StrictVersion:
    def __ne__(self, other):
        return not self == other

+
+pip_map = None
+
+def get_installed_packages(renew=False):
+    global pip_map
+
+    if renew or pip_map is None:
+        try:
+            result = subprocess.check_output([sys.executable, '-m', 'pip', 'list'], universal_newlines=True)
+
+            pip_map = {}
+            for line in result.split('\n'):
+                x = line.strip()
+                if x:
+                    y = line.split()
+                    if y[0] == 'Package' or y[0].startswith('-'):
+                        continue
+
+                    pip_map[y[0]] = y[1]
+        except subprocess.CalledProcessError as e:
+            print(f"[ComfyUI-Manager] Failed to retrieve the information of installed pip packages.")
+            return set()
+
+    return pip_map
+
+
+def clear_pip_cache():
+    global pip_map
+    pip_map = None
+
+
+torch_torchvision_version_map = {
+    '2.5.1': '0.20.1',
+    '2.5.0': '0.20.0',
+    '2.4.1': '0.19.1',
+    '2.4.0': '0.19.0',
+    '2.3.1': '0.18.1',
+    '2.3.0': '0.18.0',
+    '2.2.2': '0.17.2',
+    '2.2.1': '0.17.1',
+    '2.2.0': '0.17.0',
+    '2.1.2': '0.16.2',
+    '2.1.1': '0.16.1',
+    '2.1.0': '0.16.0',
+    '2.0.1': '0.15.2',
+    '2.0.0': '0.15.1',
+}
+
+
+class PIPFixer:
+    def __init__(self, prev_pip_versions):
+        self.prev_pip_versions = { **prev_pip_versions }
+
+    def torch_rollback(self):
+        spec = self.prev_pip_versions['torch'].split('+')
+        if len(spec) > 0:
+            platform = spec[1]
+        else:
+            cmd = [sys.executable, '-m', 'pip', 'install', '--force', 'torch', 'torchvision', 'torchaudio']
+            subprocess.check_output(cmd, universal_newlines=True)
+            print(cmd)
+            return
+
+        torch_ver = StrictVersion(spec[0])
+        torch_ver = f"{torch_ver.major}.{torch_ver.minor}.{torch_ver.patch}"
+        torchvision_ver = torch_torchvision_version_map.get(torch_ver)
+
+        if torchvision_ver is None:
+            cmd = [sys.executable, '-m', 'pip', 'install', '--pre',
+                   'torch', 'torchvision', 'torchaudio',
+                   '--index-url', f"https://download.pytorch.org/whl/nightly/{platform}"]
+            print("[manager-core] restore PyTorch to nightly version")
+        else:
+            cmd = [sys.executable, '-m', 'pip', 'install',
+                   f'torch=={torch_ver}', f'torchvision=={torchvision_ver}', f"torchaudio=={torch_ver}",
+                   '--index-url', f"https://download.pytorch.org/whl/{platform}"]
+            print(f"[manager-core] restore PyTorch to {torch_ver}+{platform}")
+
+        subprocess.check_output(cmd, universal_newlines=True)
+
+    def fix_broken(self):
+        new_pip_versions = get_installed_packages(True)
+
+        # remove `comfy` python package
+        try:
+            if 'comfy' in new_pip_versions:
+                cmd = [sys.executable, '-m', 'pip', 'uninstall', 'comfy']
+                subprocess.check_output(cmd, universal_newlines=True)
+
+                print(f"[manager-core] 'comfy' python package is uninstalled.\nWARN: The 'comfy' package is completely unrelated to ComfyUI and should never be installed as it causes conflicts with ComfyUI.")
+        except Exception as e:
+            print(f"[manager-core] Failed to uninstall `comfy` python package")
+            print(e)
+
+        # fix torch - reinstall torch packages if version is changed
+        try:
+            if 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()
+        except Exception as e:
+            print(f"[manager-core] Failed to restore PyTorch")
+            print(e)
+
+        # fix opencv
+        try:
+            ocp = new_pip_versions.get('opencv-contrib-python')
+            ocph = new_pip_versions.get('opencv-contrib-python-headless')
+            op = new_pip_versions.get('opencv-python')
+            oph = new_pip_versions.get('opencv-python-headless')
+
+            versions = [ocp, ocph, op, oph]
+            versions = [StrictVersion(x) for x in versions if x is not None]
+            versions.sort(reverse=True)
+
+            if len(versions) > 0:
+                # upgrade to maximum version
+                targets = []
+                cur = versions[0]
+                if ocp is not None and StrictVersion(ocp) != cur:
+                    targets.append('opencv-contrib-python')
+                if ocph is not None and StrictVersion(ocph) != cur:
+                    targets.append('opencv-contrib-python-headless')
+                if op is not None and StrictVersion(op) != cur:
+                    targets.append('opencv-python')
+                if oph is not None and StrictVersion(oph) != cur:
+                    targets.append('opencv-python-headless')
+
+                if len(targets) > 0:
+                    for x in targets:
+                        cmd = [sys.executable, '-m', 'pip', 'install', f"{x}=={versions[0].version_string}"]
+                        subprocess.check_output(cmd, universal_newlines=True)
+
+                    print(f"[manager-core] 'opencv' dependencies were fixed: {targets}")
+        except Exception as e:
+            print(f"[manager-core] Failed to restore opencv")
+            print(e)
+
+        # fix numpy
+        try:
+            np = new_pip_versions.get('numpy')
+            if np is not None:
+                if StrictVersion(np) >= StrictVersion('2'):
+                    subprocess.check_output([sys.executable, '-m', 'pip', 'install', f"numpy<2"], universal_newlines=True)
+        except Exception as e:
+            print(f"[manager-core] Failed to restore numpy")
+            print(e)
--- a/glob/security_check.py
+++ b/glob/security_check.py
@@ -29,12 +29,37 @@ Detailed information: https://old.reddit.com/r/comfyui/comments/1dbls5n/psa_if_y
 2. Remove files: lolMiner*, 4G_Ethash_Linux_Readme.txt, mine* in ComfyUI dir.

 (Reinstall ComfyUI is recommended.)
+    """,
+    "ultralytics==8.3.41": f"""
+Execute following commands:
+    {sys.executable} -m pip uninstall ultralytics
+    {sys.executable} -m pip install ultralytics==8.3.40
+    
+And kill and remove /tmp/ultralytics_runner
+
+
+The version 8.3.41 to 8.3.42 of the Ultralytics package you installed is compromised. Please uninstall that version and reinstall the latest version.
+https://blog.comfy.org/comfyui-statement-on-the-ultralytics-crypto-miner-situation/
+    """,
+    "ultralytics==8.3.42": f"""
+Execute following commands:
+    {sys.executable} -m pip uninstall ultralytics
+    {sys.executable} -m pip install ultralytics==8.3.40
+
+And kill and remove /tmp/ultralytics_runner
+
+
+The version 8.3.41 to 8.3.42 of the Ultralytics package you installed is compromised. Please uninstall that version and reinstall the latest version.
+https://blog.comfy.org/comfyui-statement-on-the-ultralytics-crypto-miner-situation/
    """
             }

    node_blacklist = {"ComfyUI_LLMVISION": "ComfyUI_LLMVISION"}

-    pip_blacklist = {"AppleBotzz": "ComfyUI_LLMVISION"}
+    pip_blacklist = {
+        "AppleBotzz": "ComfyUI_LLMVISION",
+        "ultralytics==8.3.41": "ultralytics==8.3.41"
+    }

    file_blacklist = {
        "ComfyUI_LLMVISION": ["%LocalAppData%\\rundll64.exe"],
--- a/js/comfyui-manager.js
+++ b/js/comfyui-manager.js
@@ -982,6 +982,7 @@ class ManagerMenuDialog extends ComfyDialog {
 		dbl_click_policy_combo.className = "cm-menu-combo";
 		dbl_click_policy_combo.appendChild($el('option', { value: 'none', text: 'Double-Click: None' }, []));
 		dbl_click_policy_combo.appendChild($el('option', { value: 'copy-all', text: 'Double-Click: Copy All Connections' }, []));
+		dbl_click_policy_combo.appendChild($el('option', { value: 'copy-full', text: 'Double-Click: Copy All Connections and shape' }, []));
 		dbl_click_policy_combo.appendChild($el('option', { value: 'copy-input', text: 'Double-Click: Copy Input Connections' }, []));
 		dbl_click_policy_combo.appendChild($el('option', { value: 'possible-input', text: 'Double-Click: Possible Input Connections' }, []));
 		dbl_click_policy_combo.appendChild($el('option', { value: 'dual', text: 'Double-Click: Possible(left) + Copy(right)' }, []));
@@ -1081,6 +1082,10 @@ class ManagerMenuDialog extends ComfyDialog {
 							LiteGraph.closeAllContextMenus();
 							const menu = new LiteGraph.ContextMenu(
 								[
+									{
+										title: "ComfyUI Docs",
+										callback: () => { window.open("https://docs.comfy.org/", "comfyui-official-manual"); },
+									},
 									{
 										title: "Comfy Custom Node How To",
 										callback: () => { window.open("https://github.com/chrisgoringe/Comfy-Custom-Node-How-To/wiki/aaa_index", "comfyui-community-manual1"); },
@@ -1271,15 +1276,6 @@ class ManagerMenuDialog extends ComfyDialog {
 						modifyButtonStyle(url);
 					},
 				},
-				{
-					title: "Open 'flowt.ai'",
-					callback: () => {
-						const url = "https://flowt.ai/";
-						localStorage.setItem("wg_last_visited", url);
-						window.open(url, url);
-						modifyButtonStyle(url);
-					},
-				},
 				{
 					title: "Open 'esheep'",
 					callback: () => {
@@ -1479,7 +1475,7 @@ app.registerExtension({
 		node.prototype.getExtraMenuOptions = function (_, options) {
 			origGetExtraMenuOptions?.apply?.(this, arguments);

-			if (node.category.startsWith('group nodes/')) {
+			if (node.category.startsWith('group nodes>')) {
 				options.push({
 					content: "Save As Component",
 					callback: (obj) => {
--- a/js/common.js
+++ b/js/common.js
@@ -12,6 +12,10 @@ export async function sleep(ms) {
 }

 export function rebootAPI() {
+	if ('electronAPI' in window) {
+      		window.electronAPI.restartApp();
+      		return true;
+    	}
 	if (confirm("Are you sure you'd like to reboot the server?")) {
 		try {
 			api.fetchApi("/manager/reboot");
@@ -237,4 +241,4 @@ export const icons = {
 	conflicts: '<svg viewBox="0 0 400 400" width="100%" height="100%" pointer-events="none" xmlns="http://www.w3.org/2000/svg"><path fill="currentColor" d="m397.2 350.4.2-.2-180-320-.2.2C213.8 24.2 207.4 20 200 20s-13.8 4.2-17.2 10.4l-.2-.2-180 320 .2.2c-1.6 2.8-2.8 6-2.8 9.6 0 11 9 20 20 20h360c11 0 20-9 20-20 0-3.6-1.2-6.8-2.8-9.6M220 340h-40v-40h40zm0-60h-40V120h40z"/></svg>',
 	passed: '<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 426.667 426.667"><path fill="#6AC259" d="M213.333,0C95.518,0,0,95.514,0,213.333s95.518,213.333,213.333,213.333c117.828,0,213.333-95.514,213.333-213.333S331.157,0,213.333,0z M174.199,322.918l-93.935-93.931l31.309-31.309l62.626,62.622l140.894-140.898l31.309,31.309L174.199,322.918z"/></svg>',
 	download: '<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" width="100%" height="100%" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg>'
-}
+}
--- a/js/node_fixer.js
+++ b/js/node_fixer.js
@@ -101,7 +101,7 @@ function connect_inputs(nearest_inputs, node) {
 	}
 }

-function node_info_copy(src, dest, connect_both) {
+function node_info_copy(src, dest, connect_both, copy_shape) {
 	// copy input connections
 	for(let i in src.inputs) {
 		let input = src.inputs[i];
@@ -142,9 +142,11 @@ function node_info_copy(src, dest, connect_both) {
 		}
 	}

-	dest.color = src.color;
-	dest.bgcolor = src.bgcolor;
-	dest.size = src.size;
+	if(copy_shape) {
+		dest.color = src.color;
+		dest.bgcolor = src.bgcolor;
+		dest.size = max(src.size, dest.size);
+	}

 	app.graph.afterChange();
 }
@@ -162,6 +164,7 @@ app.registerExtension({

 			switch(double_click_policy) {
 				case "copy-all":
+				case "copy-full":
 				case "copy-input":
 					{
 						if(node.inputs?.some(x => x.link != null) || node.outputs?.some(x => x.links != null && x.links.length > 0) )
@@ -169,7 +172,11 @@ app.registerExtension({

 						let src_node = lookup_nearest_nodes(node);
 						if(src_node)
-							node_info_copy(src_node, node, double_click_policy == "copy-all");
+						{
+							let both_connection = double_click_policy != "copy-input";
+							let copy_shape = double_click_policy == "copy-full";
+							node_info_copy(src_node, node, both_connection, copy_shape);
+						}
 					}
 					break;
 				case "possible-input":
--- a/js/terminal.js
+++ b/js/terminal.js
@@ -1,83 +0,0 @@
-import {app} from "../../scripts/app.js";
-import {ComfyWidgets} from "../../scripts/widgets.js";
-// Node that add notes to your project
-
-let terminal_node;
-let log_mode = false;
-
-app.registerExtension({
-	name: "Comfy.Manager.Terminal",
-
-	registerCustomNodes() {
-		class TerminalNode extends LiteGraph.LGraphNode {
-			color = "#222222";
-			bgcolor = "#000000";
-			groupcolor = LGraphCanvas.node_colors.black.groupcolor;
-			constructor() {
-				super();
-				this.title = "Terminal Log (Manager)";
-				this.logs = [];
-
-				if (!this.properties) {
-					this.properties = {};
-					this.properties.text="";
-				}
-
-				ComfyWidgets.STRING(this, "", ["", {default:this.properties.text, multiline: true}], app)
-				ComfyWidgets.BOOLEAN(this, "mode", ["", {default:true, label_on:'Logging', label_off:'Stop'}], app)
-				ComfyWidgets.INT(this, "lines", ["", {default:500, min:10, max:10000, steps:1}], app)
-
-				let self = this;
-				Object.defineProperty(this.widgets[1], 'value', {
-					set: (v) => {
-						api.fetchApi(`/manager/terminal?mode=${v}`, {});
-						log_mode = v;
-					},
-					get: () => {
-						return log_mode;
-					}
-				});
-
-				this.serialize_widgets = false;
-				this.isVirtualNode = true;
-
-				if(terminal_node) {
-					try {
-						terminal_node.widgets[0].value = 'The output of this node is disabled because another terminal node has appeared.';
-					}
-					catch {}
-				}
-				terminal_node = this;
-			}
-		}
-
-		// Load default visibility
-		LiteGraph.registerNodeType(
-			"Terminal Log //CM",
-			Object.assign(TerminalNode, {
-				title_mode: LiteGraph.NORMAL_TITLE,
-				title: "Terminal Log (Manager)",
-				collapsable: true,
-			})
-		);
-
-		TerminalNode.category = "utils";
-	},
-});
-
-
-import { api } from "../../scripts/api.js";
-
-function terminalFeedback(event) {
-	if(terminal_node) {
-		terminal_node.logs.push(event.detail.data);
-		if(terminal_node.logs.length > terminal_node.widgets[2].value) {
-			terminal_node.logs.shift();
-			if(terminal_node.logs[0] == '' || terminal_node.logs[0] == '\n')
-				terminal_node.logs.shift();
-		}
-		terminal_node.widgets[0].value = [...terminal_node.logs].reverse().join('').trim();
-	}
-}
-
-api.addEventListener("manager-terminal-feedback", terminalFeedback);
--- a/json-checker.py
+++ b/json-checker.py
@@ -3,10 +3,12 @@ import argparse

 def check_json_syntax(file_path):
    try:
-        with open(file_path, 'r') as file:
+        with open(file_path, 'r', encoding='utf-8') as file:
            json_str = file.read()
            json.loads(json_str)
            print(f"[ OK ] {file_path}")
+    except UnicodeDecodeError as e:
+        print(f"Unicode decode error: {e}")
    except json.JSONDecodeError as e:
        print(f"[FAIL] {file_path}\n\n       {e}\n")
    except FileNotFoundError:
--- a/model-list.json
+++ b/model-list.json
--- a/node_db/dev/custom-node-list.json
+++ b/node_db/dev/custom-node-list.json
--- a/node_db/dev/extension-node-map.json
+++ b/node_db/dev/extension-node-map.json
--- a/node_db/dev/github-stats.json
+++ b/node_db/dev/github-stats.json
--- a/node_db/forked/custom-node-list.json
+++ b/node_db/forked/custom-node-list.json
@@ -1,8 +1,48 @@
 {
    "custom_nodes": [
+        {
+            "author": "BlenderNeko",
+            "title": "ltdrdata/ComfyUI_TiledKSampler",
+            "reference": "https://github.com/ltdrdata/ComfyUI_TiledKSampler",
+            "files": [
+                "https://github.com/ltdrdata/ComfyUI_TiledKSampler"
+            ],
+            "install_type": "git-clone",
+            "description": "PR for [a/https://github.com/BlenderNeko/ComfyUI_TiledKSampler/pull/59](https://github.com/BlenderNeko/ComfyUI_TiledKSampler/pull/59)"
+        },
+        {
+            "author": "leeooo001",
+            "title": "ComfyUI-leo-Hamer",
+            "reference": "https://github.com/leeooo001/ComfyUI-leo-Hamer",
+            "files": [
+                "https://github.com/leeooo001/ComfyUI-leo-Hamer"
+            ],
+            "install_type": "git-clone",
+            "description": "Unoffice Hamer-ComfyUI by leo\nNOTE:base on [a/hamer](https://github.com/geopavlakos/hamer)"
+        },
+        {
+            "author": "leeooo001",
+            "title": "ComfyUI-leo-GVHMR",
+            "reference": "https://github.com/leeooo001/ComfyUI-leo-GVHMR",
+            "files": [
+                "https://github.com/leeooo001/ComfyUI-leo-GVHMR"
+            ],
+            "install_type": "git-clone",
+            "description": "Unoffice Hamer-ComfyUI by leo\nNOTE:base on [a/GVHMR](https://github.com/zju3dv/GVHMR)"
+        },
+        {
+            "author": "leeooo001",
+            "title": "RealisDance-ComfyUI",
+            "reference": "https://github.com/leeooo001/ComfyUI-leo-RealisDance",
+            "files": [
+                "https://github.com/leeooo001/ComfyUI-leo-RealisDance"
+            ],
+            "install_type": "git-clone",
+            "description": "Unoffice RealisDance-ComfyUI by leo\nNOTE:base on [a/RealisDance](https://github.com/damo-cv/RealisDance), modified on [a/RealisDanceComfyui](https://github.com/AIFSH/RealisDance-ComfyUI)"
+        },
        {
            "author": "jags111",
-            "title": "NyaamZ/ComfyUI-Long-CLIP",
+            "title": "NyaamZ/efficiency-nodes-ED",
            "reference": "https://github.com/NyaamZ/efficiency-nodes-ED",
            "files": [
                "https://github.com/NyaamZ/efficiency-nodes-ED"
--- a/node_db/legacy/custom-node-list.json
+++ b/node_db/legacy/custom-node-list.json
@@ -9,8 +9,310 @@
            "description": "If you see this message, your ComfyUI-Manager is outdated.\nLegacy channel provides only the list of the deprecated nodes. If you want to find the complete node list, please go to the Default channel."
        },
        
-        

+        {
+            "author": "doomy23",
+            "title": "ComfyUI-D00MYsNodes [REMOVED]",
+            "reference": "https://github.com/doomy23/ComfyUI-D00MYsNodes",
+            "files": [
+                "https://github.com/doomy23/ComfyUI-D00MYsNodes"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes: Images_Converter, Show_Text, Strings_From_List, Save_Text, Random_Images, Load_Images_From_Paths, JSPaint."
+        },
+        {
+            "author": "kadirnar",
+            "title": "comfyui_hub [REMOVED]",
+            "reference": "https://github.com/kadirnar/comfyui_hub",
+            "files": [
+                "https://github.com/kadirnar/comfyui_hub"
+            ],
+            "install_type": "git-clone",
+            "description": "A collection of nodes randomly selected and gathered, related to noise. NOTE: SD-Advanced-Noise, noise_latent_perlinpinpin, comfy-plasma"
+        },
+        {
+            "author": "SaltAI",
+            "title": "SaltAI_AudioViz [REMOVED]",
+            "id": "saltai-audioviz",
+            "reference": "https://github.com/get-salt-AI/SaltAI_AudioViz",
+            "files": [
+                "https://github.com/get-salt-AI/SaltAI_AudioViz"
+            ],
+            "install_type": "git-clone",
+            "description": "SaltAI AudioViz contains ComfyUI nodes for generating complex audio reactive visualizations"
+        },
+        {
+            "author": "SaltAI",
+            "title": "SaltAI-Open-Resources [REMOVED]",
+            "id": "saltai-open-resource",
+            "reference": "https://github.com/get-salt-AI/SaltAI",
+            "pip": ["numba"],
+            "files": [
+                "https://github.com/get-salt-AI/SaltAI"
+            ],
+            "install_type": "git-clone",
+            "description": "This repository is a collection of open-source nodes and workflows for ComfyUI, a dev tool that allows users to create node-based workflows often powered by various AI models to do pretty much anything.\nOur mission is to seamlessly connect people and organizations with the world’s foremost AI innovations, anywhere, anytime. Our vision is to foster a flourishing AI ecosystem where the world’s best developers can build and share their work, thereby redefining how software is made, pushing innovation forward, and ensuring as many people as possible can benefit from the positive promise of AI technologies.\nWe believe that ComfyUI is a powerful tool that can help us achieve our mission and vision, by enabling anyone to explore the possibilities and limitations of AI models in a visual and interactive way, without coding if desired.\nWe hope that by sharing our nodes and workflows, we can inspire and empower more people to create amazing AI-powered content with ComfyUI."
+        },
+        {
+            "author": "SaltAI",
+            "title": "SaltAI_Language_Toolkit [REMOVED]",
+            "id": "saltai_language_toolkit",
+            "reference": "https://github.com/get-salt-AI/SaltAI_Language_Toolkit",
+            "files": [
+                "https://github.com/get-salt-AI/SaltAI_Language_Toolkit"
+            ],
+            "install_type": "git-clone",
+            "description": "The project integrates the Retrieval Augmented Generation (RAG) tool [a/Llama-Index](https://www.llamaindex.ai/), [a/Microsoft's AutoGen](https://microsoft.github.io/autogen/), and [a/LlaVA-Next](https://github.com/LLaVA-VL/LLaVA-NeXT) with ComfyUI's adaptable node interface, enhancing the functionality and user experience of the platform."
+        },
+        {
+            "author": "zmwv823",
+            "title": "ComfyUI-Sana [DEPRECATED]",
+            "reference": "https://github.com/zmwv823/ComfyUI-Sana",
+            "files": [
+                "https://github.com/zmwv823/ComfyUI-Sana"
+            ],
+            "install_type": "git-clone",
+            "description": "Unofficial custom-node for [a/SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer](https://github.com/NVlabs/Sana)\n[w/A init node with lots of bugs, do not try unless interested.]"
+        },
+        {
+            "author": "ACE-innovate",
+            "title": "seg-node [REMOVED]",
+            "reference": "https://github.com/ACE-innovate/seg-node",
+            "files": [
+                "https://github.com/ACE-innovate/seg-node"
+            ],
+            "install_type": "git-clone",
+            "description": "hf cloth seg custom node for comfyui\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "zefu-lu",
+            "title": "ComfyUI_InstantX_SD35_Large_IPAdapter [REMOVED]",
+            "id": "comfyui-instantx-sd3-5-large-ipadapter",
+            "reference": "https://github.com/zefu-lu/ComfyUI-InstantX-SD3_5-Large-IPAdapter",
+            "files": [
+                "https://github.com/zefu-lu/ComfyUI-InstantX-SD3_5-Large-IPAdapter"
+            ],
+            "install_type": "git-clone",
+            "description": "Custom ComfyUI node for using InstantX SD3.5-Large IPAdapter"
+        },
+        {
+            "author": "HentaiGirlfriendDotCom",
+            "title": "comfyui-highlight-connections [REMOVED]",
+            "reference": "https://github.com/HentaiGirlfriendDotCom/comfyui-highlight-connections",
+            "files": [
+                "https://github.com/HentaiGirlfriendDotCom/comfyui-highlight-connections"
+            ],
+            "install_type": "git-clone",
+            "description": "A node that can be dropped into a group. When a node is then clicked within that group, all nodes and connections in that group get greyed out and the connections from the clicked node go bright red."
+        },
+        {
+            "author": "huangyangke",
+            "title": "ComfyUI-Kolors-IpadapterFaceId [DEPRECATED]",
+            "reference": "https://github.com/huangyangke/ComfyUI-Kolors-IpadapterFaceId",
+            "files": [
+                "https://github.com/huangyangke/ComfyUI-Kolors-IpadapterFaceId"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES:kolors_ipadapter_faceid\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "zmwv823",
+            "title": "ComfyUI_Ctrlora [DEPRECATED]",
+            "reference": "https://github.com/zmwv823/ComfyUI_Ctrlora",
+            "files": [
+                "https://github.com/zmwv823/ComfyUI_Ctrlora"
+            ],
+            "install_type": "git-clone",
+            "description": "Unofficial custom_node for [a/xyfJASON/ctrlora](https://github.com/xyfJASON/ctrlora)."
+        },
+        {
+            "author": "Fannovel16",
+            "title": "ComfyUI Loopchain [DEPRECATED]",
+            "id": "loopchain",
+            "reference": "https://github.com/Fannovel16/ComfyUI-Loopchain",
+            "files": [
+                "https://github.com/Fannovel16/ComfyUI-Loopchain"
+            ],
+            "install_type": "git-clone",
+            "description": "A collection of nodes which can be useful for animation in ComfyUI. The main focus of this extension is implementing a mechanism called loopchain. A loopchain in this case is the chain of nodes only executed repeatly in the workflow. If a node chain contains a loop node from this extension, it will become a loop chain."
+        },
+        {
+            "author": "DonBaronFactory",
+            "title": "ComfyUI-Cre8it-Nodes [DEPRECATED]",
+            "reference": "https://github.com/DonBaronFactory/ComfyUI-Cre8it-Nodes",
+            "files": [
+                "https://github.com/DonBaronFactory/ComfyUI-Cre8it-Nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes:CRE8IT Serial Prompter, CRE8IT Apply Serial Prompter, CRE8IT Image Sizer. A few simple nodes to facilitate working wiht ComfyUI Workflows"
+        },
+        {
+            "author": "thecooltechguy",
+            "title": "ComfyUI-ComfyRun [DEPRECATED/UNSAFE]",
+            "reference": "https://github.com/thecooltechguy/ComfyUI-ComfyRun",
+            "files": [
+                "https://github.com/thecooltechguy/ComfyUI-ComfyRun"
+            ],
+            "install_type": "git-clone",
+            "description": "The easiest way to run & share any ComfyUI workflow [a/https://comfyrun.com](https://comfyrun.com)\nNOTE: Vulnerability discovered. Not being managed."
+        },
+        {
+            "author": "Cardoso-topdev",
+            "title": "comfyui_meshanything_v1 [REMOVED]",
+            "reference": "https://github.com/Cardoso-topdev/comfyui_meshanything_v1",
+            "files": [
+                "https://github.com/Cardoso-topdev/comfyui_meshanything_v1"
+            ],
+            "install_type": "git-clone",
+            "description": "MeshAnything V2: Artist-Created Mesh Generation With Adjacent Mesh Tokenization"
+        },
+        {
+            "author": "palant",
+            "title": "Extended Save Image for ComfyUI [DEPRECATED]",
+            "reference": "https://github.com/palant/extended-saveimage-comfyui",
+            "files": [
+                "https://github.com/palant/extended-saveimage-comfyui"
+            ],
+            "install_type": "git-clone",
+            "description": "This custom node is largely identical to the usual Save Image but allows saving images also in JPEG and WEBP formats, the latter with both lossless and lossy compression. Metadata is embedded in the images as usual, and the resulting images can be used to load a workflow."
+        },
+        {
+            "author": "1038lab",
+            "title": "ComfyUI-GPT2P [REMOVED]",
+            "id": "gpt2p",
+            "reference": "https://github.com/1038lab/ComfyUI-GPT2P",
+            "files": [
+                "https://github.com/1038lab/ComfyUI-GPT2P"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI Node - Hugging Face repositories GTP2 Prompt"
+        },
+        {
+            "author": "yushan777",
+            "title": "Y7 Nodes for ComfyUI [REMOVED]",
+            "id": "y7nodes",
+            "reference": "https://github.com/yushan777/ComfyUI-Y7Nodes",
+            "files": [
+                "https://github.com/yushan777/ComfyUI-Y7Nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes:Count_Tokens_(Y7)"
+        },
+        {
+            "author": "city96",
+            "title": "SD-Advanced-Noise [DEPRECATED]",
+            "id": "adv-noise",
+            "reference": "https://github.com/city96/SD-Advanced-Noise",
+            "files": [
+                "https://github.com/city96/SD-Advanced-Noise"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes: LatentGaussianNoise, MathEncode. An experimental custom node that generates latent noise directly by utilizing the linear characteristics of the latent space."
+        },
+        {
+            "author": "shockz0rz",
+            "title": "InterpolateEverything [DEPRECATED]",
+            "id": "interpolate-everything",
+            "reference": "https://github.com/shockz0rz/ComfyUI_InterpolateEverything",
+            "files": [
+                "https://github.com/shockz0rz/ComfyUI_InterpolateEverything"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes: Interpolate Poses, Interpolate Lineart, ... Custom nodes for interpolating between, well, everything in the Stable Diffusion ComfyUI."
+        },
+        {
+            "author": "svdC1",
+            "title": "LoRa Dataset Tools [REMOVED]",
+            "reference": "https://github.com/svdC1/comfy-ui-lora-dataset-tools",
+            "files": [
+                "https://github.com/svdC1/comfy-ui-lora-dataset-tools"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES:Directory Loader, Filter Images Without Faces, Detect Faces and Draw Detection Box"
+        },
+        {
+            "author": "MiddleKD",
+            "title": "ComfyUI-default-workflow-setter [REMOVED]",
+            "reference": "https://github.com/MiddleKD/ComfyUI-default-workflow-setter",
+            "files": [
+                "https://github.com/MiddleKD/ComfyUI-default-workflow-setter"
+            ],
+            "install_type": "git-clone",
+            "description": "Default workflow setter"
+        },
+        {
+            "author": "Firetheft",
+            "title": "ComfyUI-Flux-Prompt-Tools [REMOVED]",
+            "reference": "https://github.com/Firetheft/ComfyUI-Flux-Prompt-Tools",
+            "files": [
+                "https://github.com/Firetheft/ComfyUI-Flux-Prompt-Tools"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES:Flux Prompt Enhance, Flux Prompt Gemini Flash, Flux Prompt Generator, MiniCPM V2.6 Int4"
+        },
+        {
+            "author": "jtydhr88",
+            "title": "ComfyUI Unique3D [DEPRECATED]",
+            "id": "unique3d",
+            "reference": "https://github.com/jtydhr88/ComfyUI-Unique3D",
+            "files": [
+                "https://github.com/jtydhr88/ComfyUI-Unique3D"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI Unique3D is custom nodes that running AiuniAI/Unique3D into ComfyUI[w/Please follow readme to install with ComfyUI embedded python.]"
+        },
+        {
+            "author": "mpiquero7164",
+            "title": "SaveImgPrompt [DEPRECATED]",
+            "id": "save-imgprompt",
+            "reference": "https://github.com/mpiquero7164/ComfyUI-SaveImgPrompt",
+            "files": [
+                "https://github.com/mpiquero7164/ComfyUI-SaveImgPrompt"
+            ],
+            "install_type": "git-clone",
+            "description": "Save a png or jpeg and option to save prompt/workflow in a text or json file for each image in Comfy + Workflow loading."
+        },
+        {
+            "author": "guoyk93",
+            "title": "y.k.'s ComfyUI node suite [DEPRECATED]",
+            "id": "yks",
+            "reference": "https://github.com/yankeguo-deprecated/yk-node-suite-comfyui",
+            "files": [
+                "https://github.com/yankeguo-deprecated/yk-node-suite-comfyui"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes: YKImagePadForOutpaint, YKMaskToImage"
+        },
+        {
+            "author": "adityathiru",
+            "title": "ComfyUI LLMs [REMOVED]",
+            "reference": "https://github.com/adityathiru/ComfyUI-LLMs",
+            "files": [
+                "https://github.com/adityathiru/ComfyUI-LLMs"
+            ],
+            "install_type": "git-clone",
+            "description": "Goal: To enable folks to rapidly build complex workflows with LLMs\nNOTE:☠️ This is experimental and not recommended to use in a production environment (yet!)"
+        },
+        {
+            "author": "DannyStone1999",
+            "title": "ComfyUI-Depth2Mask [REMOVED]",
+            "reference": "https://github.com/DannyStone1999/ComfyUI-Depth2Mask",
+            "files": [
+                "https://github.com/DannyStone1999/ComfyUI-Depth2Mask/raw/main/Depth2Mask.py"
+            ],
+            "install_type": "copy",
+            "description": "Nodes:Depth2Mask"
+        },
+        {
+            "author": "syaofox",
+            "title": "ComfyUI_FoxTools [REMOVED]",
+            "reference": "https://github.com/syaofox/ComfyUI_FoxTools",
+            "files": [
+                "https://github.com/syaofox/ComfyUI_FoxTools"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes:BatchImageFromList, Load Face Occlusion Model, Create Face Mask, Simple FaceAlign, Cacul FaceAlign, Gen Blurbord, Face Align, Face Rotate, ImageAdd, LoadImageList, SaveImage Plus, RegTextFind"
+        },
        {
            "author": "AIFSH",
            "title": "SeedVC-ComfyUI [REMOVED]",
@@ -84,16 +386,6 @@
            "install_type": "git-clone",
            "description": "ComfyUI-Talking-Head"
        },
-        {
-            "author": "yvann-ba",
-            "title": "ComfyUI_Yvann-Nodes [REMOVED]",
-            "reference": "https://github.com/yvann-ba/ComfyUI_Yvann-Nodes",
-            "files": [
-                "https://github.com/yvann-ba/ComfyUI_Yvann-Nodes"
-            ],
-            "install_type": "git-clone",
-            "description": "Audio reactivity nodes for AI animations 🔊 Analyze audio, extract drums and vocals. Generate reactive masks and weights. Create audio-driven visuals. Produce weight graphs and audio masks. Compatible with IPAdapter, ControlNets and more. Features audio scheduling and waveform analysis. Tutorials to use this pack: [a/Yvann Youtube](https://www.youtube.com/@yvann.mp4)"
-        },
        {
            "author": "jh-leon-kim",
            "title": "ComfyUI-JHK-utils [REMOVED]",
@@ -145,16 +437,6 @@
            "install_type": "git-clone",
            "description": "This custom node for ComfyUI provides full-body animation capabilities, including facial rigging, various lighting styles, and green screen output."
        },
-        {
-            "author": "m-ai-studio",
-            "title": "mai-prompt-progress [REMOVED]",
-            "reference": "https://github.com/m-ai-studio/mai-prompt-progress",
-            "files": [
-                "https://github.com/m-ai-studio/mai-prompt-progress"
-            ],
-            "install_type": "git-clone",
-            "description": "mai-prompt-progress"
-        },
        {
            "author": "ZHO-ZHO-ZHO",
            "title": "ComfyUI-AnyText [NOT MAINTAINED]",
--- a/node_db/new/custom-node-list.json
+++ b/node_db/new/custom-node-list.json
--- a/node_db/new/extension-node-map.json
+++ b/node_db/new/extension-node-map.json
--- a/node_db/new/model-list.json
+++ b/node_db/new/model-list.json
@@ -1,5 +1,336 @@
 {
  "models": [
+    {
+      "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"
+    },
+
+    {
+      "name": "comfyanonymous/flux_text_encoders - t5xxl (fp16)",
+      "type": "clip",
+      "base": "t5",
+      "save_path": "text_encoders/t5",
+      "description": "Text Encoders for FLUX (fp16)",
+      "reference": "https://huggingface.co/comfyanonymous/flux_text_encoders",
+      "filename": "t5xxl_fp16.safetensors",
+      "url": "https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp16.safetensors",
+      "size": "9.79GB"
+    },
+    {
+      "name": "comfyanonymous/flux_text_encoders - t5xxl (fp8_e4m3fn)",
+      "type": "clip",
+      "base": "t5",
+      "save_path": "text_encoders/t5",
+      "description": "Text Encoders for FLUX (fp8_e4m3fn)",
+      "reference": "https://huggingface.co/comfyanonymous/flux_text_encoders",
+      "filename": "t5xxl_fp8_e4m3fn.safetensors",
+      "url": "https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp8_e4m3fn.safetensors",
+      "size": "4.89GB"
+    },
+    {
+      "name": "comfyanonymous/flux_text_encoders - t5xxl (fp8_e4m3fn_scaled)",
+      "type": "clip",
+      "base": "t5",
+      "save_path": "text_encoders/t5",
+      "description": "Text Encoders for FLUX (fp16)",
+      "reference": "https://huggingface.co/comfyanonymous/flux_text_encoders",
+      "filename": "t5xxl_fp8_e4m3fn_scaled.safetensors",
+      "url": "https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp8_e4m3fn_scaled.safetensors",
+      "size": "5.16GB"
+    },
+
+    {
+      "name": "FLUX.1 [Dev] Diffusion model (scaled fp8)",
+      "type": "diffusion_model",
+      "base": "FLUX.1",
+      "save_path": "diffusion_models/FLUX1",
+      "description": "FLUX.1 [Dev] Diffusion model (scaled fp8)[w/Due to the large size of the model, it is recommended to download it through a browser if possible.]",
+      "reference": "https://huggingface.co/comfyanonymous/flux_dev_scaled_fp8_test",
+      "filename": "flux_dev_fp8_scaled_diffusion_model.safetensors",
+      "url": "https://huggingface.co/comfyanonymous/flux_dev_scaled_fp8_test/resolve/main/flux_dev_fp8_scaled_diffusion_model.safetensors",
+      "size": "11.9GB"
+    },
+    
+    {
+      "name": "kijai/MoGe_ViT_L_fp16.safetensors",
+      "type": "MoGe",
+      "base": "MoGe",
+      "save_path": "MoGe",
+      "description": "Safetensors versions of [a/https://github.com/microsoft/MoGe](https://github.com/microsoft/MoGe)",
+      "reference": "https://huggingface.co/Kijai/MoGe_safetensors",
+      "filename": "MoGe_ViT_L_fp16.safetensors",
+      "url": "https://huggingface.co/Kijai/MoGe_safetensors/resolve/main/MoGe_ViT_L_fp16.safetensors",
+      "size": "628MB"
+    },
+    {
+      "name": "kijai/MoGe_ViT_L_fp16.safetensors",
+      "type": "MoGe",
+      "base": "MoGe",
+      "save_path": "MoGe",
+      "description": "Safetensors versions of [a/https://github.com/microsoft/MoGe](https://github.com/microsoft/MoGe)",
+      "reference": "https://huggingface.co/Kijai/MoGe_safetensors",
+      "filename": "MoGe_ViT_L_fp16.safetensors",
+      "url": "https://huggingface.co/Kijai/MoGe_safetensors/resolve/main/MoGe_ViT_L_fp16.safetensors",
+      "size": "1.26GB"
+    },
+
+    {
+      "name": "pulid_flux_v0.9.1.safetensors",
+      "type": "PuLID",
+      "base": "FLUX",
+      "save_path": "pulid",
+      "description": "This is required for PuLID (FLUX)",
+      "reference": "https://huggingface.co/guozinan/PuLID",
+      "filename": "pulid_flux_v0.9.1.safetensors",
+      "url": "https://huggingface.co/guozinan/PuLID/resolve/main/pulid_flux_v0.9.1.safetensors",
+      "size": "1.14GB"
+    },
+    {
+      "name": "pulid_v1.1.safetensors",
+      "type": "PuLID",
+      "base": "SDXL",
+      "save_path": "pulid",
+      "description": "This is required for PuLID (SDXL)",
+      "reference": "https://huggingface.co/guozinan/PuLID",
+      "filename": "pulid_v1.1.safetensors",
+      "url": "https://huggingface.co/guozinan/PuLID/resolve/main/pulid_v1.1.safetensors",
+      "size": "984MB"
+    },
+
+    {
+      "name": "Kolors-IP-Adapter-Plus.bin (Kwai-Kolors/Kolors-IP-Adapter-Plus)",
+      "type": "IP-Adapter",
+      "base": "Kolors",
+      "save_path": "ipadapter",
+      "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.",
+      "reference": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-Plus",
+      "filename": "Kolors-IP-Adapter-Plus.bin",
+      "url": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-Plus/resolve/main/ip_adapter_plus_general.bin",
+      "size": "1.01GB"
+    },
+    {
+      "name": "Kolors-IP-Adapter-FaceID-Plus.bin (Kwai-Kolors/Kolors-IP-Adapter-Plus)",
+      "type": "IP-Adapter",
+      "base": "Kolors",
+      "save_path": "ipadapter",
+      "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.",
+      "reference": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-FaceID-Plus",
+      "filename": "Kolors-IP-Adapter-FaceID-Plus.bin",
+      "url": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-FaceID-Plus/resolve/main/ipa-faceid-plus.bin",
+      "size": "2.39GB"
+    },
+    {
+      "name": "CLIPVision model (Kwai-Kolors/Kolors-IP-Adapter-Plus/clip-vit-large)",
+      "type": "clip_vision",
+      "base": "ViT-L",
+      "save_path": "clip_vision",
+      "description": "CLIPVision model (This is required in cubiq/ComfyUI_IPAdapter_plus)",
+      "reference": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-Plus",
+      "filename": "clip-vit-large-patch14-336.bin",
+      "url": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-Plus/resolve/main/image_encoder/pytorch_model.bin",
+      "size": "1.71GB"
+    },
+
+    {
+      "name": "kijai/lotus depth d model v1.1 (fp16)",
+      "type": "diffusion_model",
+      "base": "lotus",
+      "save_path": "diffusion_models",
+      "description": "lotus depth d model v1.1 (fp16). This model can be used in ComfyUI-Lotus custom nodes.",
+      "reference": "https://huggingface.co/Kijai/lotus-comfyui",
+      "filename": "lotus-depth-d-v-1-1-fp16.safetensors",
+      "url": "https://huggingface.co/Kijai/lotus-comfyui/resolve/main/lotus-depth-d-v-1-1-fp16.safetensors",
+      "size": "1.74GB"
+    },
+    {
+      "name": "kijai/lotus depth g model v1.0 (fp16)",
+      "type": "diffusion_model",
+      "base": "lotus",
+      "save_path": "diffusion_models",
+      "description": "lotus depth g model v1.0 (fp16). This model can be used in ComfyUI-Lotus custom nodes.",
+      "reference": "https://huggingface.co/Kijai/lotus-comfyui",
+      "filename": "lotus-depth-g-v1-0-fp16.safetensors",
+      "url": "https://huggingface.co/Kijai/lotus-comfyui/resolve/main/lotus-depth-g-v1-0-fp16.safetensors",
+      "size": "1.74GB"
+    },
+    {
+      "name": "kijai/lotus depth g model v1.0",
+      "type": "diffusion_model",
+      "base": "lotus",
+      "save_path": "diffusion_models",
+      "description": "lotus depth g model v1.0. This model can be used in ComfyUI-Lotus custom nodes.",
+      "reference": "https://huggingface.co/Kijai/lotus-comfyui",
+      "filename": "lotus-depth-g-v1-0.safetensors",
+      "url": "https://huggingface.co/Kijai/lotus-comfyui/resolve/main/lotus-depth-g-v1-0.safetensors",
+      "size": "3.47GB"
+    },
+    {
+      "name": "kijai/lotus normal d model v1.0 (fp16)",
+      "type": "diffusion_model",
+      "base": "lotus",
+      "save_path": "diffusion_models",
+      "description": "lotus normal d model v1.0 (fp16). This model can be used in ComfyUI-Lotus custom nodes.",
+      "reference": "https://huggingface.co/Kijai/lotus-comfyui",
+      "filename": "lotus-normal-d-v1-0-fp16.safetensors",
+      "url": "https://huggingface.co/Kijai/lotus-comfyui/resolve/main/lotus-normal-d-v1-0-fp16.safetensors",
+      "size": "1.74GB"
+    },
+    {
+      "name": "kijai/lotus normal d model v1.0",
+      "type": "diffusion_model",
+      "base": "lotus",
+      "save_path": "diffusion_models",
+      "description": "lotus normal d model v1.0. This model can be used in ComfyUI-Lotus custom nodes.",
+      "reference": "https://huggingface.co/Kijai/lotus-comfyui",
+      "filename": "lotus-normal-d-v1-0.safetensors",
+      "url": "https://huggingface.co/Kijai/lotus-comfyui/resolve/main/lotus-normal-d-v1-0.safetensors",
+      "size": "3.47GB"
+    },
+    {
+      "name": "kijai/lotus normal g model v1.0 (fp16)",
+      "type": "diffusion_model",
+      "base": "lotus",
+      "save_path": "diffusion_models",
+      "description": "lotus normal g model v1.0 (fp16). This model can be used in ComfyUI-Lotus custom nodes.",
+      "reference": "https://huggingface.co/Kijai/lotus-comfyui",
+      "filename": "lotus-normal-g-v1-0-fp16.safetensors",
+      "url": "https://huggingface.co/Kijai/lotus-comfyui/resolve/main/lotus-normal-g-v1-0-fp16.safetensors",
+      "size": "1.74GB"
+    },
+    {
+      "name": "kijai/lotus normal g model v1.0",
+      "type": "diffusion_model",
+      "base": "lotus",
+      "save_path": "diffusion_models",
+      "description": "lotus normal g model v1.0. This model can be used in ComfyUI-Lotus custom nodes.",
+      "reference": "https://huggingface.co/Kijai/lotus-comfyui",
+      "filename": "lotus-normal-g-v1-0.safetensors",
+      "url": "https://huggingface.co/Kijai/lotus-comfyui/resolve/main/lotus-normal-g-v1-0.safetensors",
+      "size": "3.47GB"
+    },
+
+    {
+      "name": "Depth Pro model",
+      "type": "depth-pro",
+      "base": "depth-pro",
+      "save_path": "depth/ml-depth-pro",
+      "description": "Depth pro model for [a/ComfyUI-Depth-Pro](https://github.com/spacepxl/ComfyUI-Depth-Pro)",
+      "reference": "https://huggingface.co/spacepxl/ml-depth-pro",
+      "filename": "depth_pro.fp16.safetensors",
+      "url": "https://huggingface.co/spacepxl/ml-depth-pro/resolve/main/depth_pro.fp16.safetensors",
+      "size": "1.9GB"
+    },
+
+    {
+      "name": "jasperai/FLUX.1-dev-Controlnet-Upscaler",
+      "type": "controlnet",
+      "base": "FLUX.1",
+      "save_path": "controlnet/FLUX.1/jasperai-dev-Upscaler",
+      "description": "This is Flux.1-dev ControlNet for low resolution images developed by Jasper research team.",
+      "reference": "https://huggingface.co/jasperai/Flux.1-dev-Controlnet-Upscaler",
+      "filename": "diffusion_pytorch_model.safetensors",
+      "url": "https://huggingface.co/jasperai/Flux.1-dev-Controlnet-Upscaler/resolve/main/diffusion_pytorch_model.safetensors",
+      "size": "3.58GB"
+    },
+    {
+      "name": "jasperai/FLUX.1-dev-Controlnet-Depth",
+      "type": "controlnet",
+      "base": "FLUX.1",
+      "save_path": "controlnet/FLUX.1/jasperai-dev-Depth",
+      "description": "This is Flux.1-dev ControlNet for Depth map developed by Jasper research team.",
+      "reference": "https://huggingface.co/jasperai/Flux.1-dev-Controlnet-Depth",
+      "filename": "diffusion_pytorch_model.safetensors",
+      "url": "https://huggingface.co/jasperai/Flux.1-dev-Controlnet-Depth/resolve/main/diffusion_pytorch_model.safetensors",
+      "size": "3.58GB"
+    },
+    {
+      "name": "jasperai/Flux.1-dev-Controlnet-Surface-Normals",
+      "type": "controlnet",
+      "base": "FLUX.1",
+      "save_path": "controlnet/FLUX.1/jasperai-dev-Surface-Normals",
+      "description": "This is Flux.1-dev ControlNet for Surface Normals map developed by Jasper research team.",
+      "reference": "https://huggingface.co/jasperai/Flux.1-dev-Controlnet-Surface-Normals",
+      "filename": "diffusion_pytorch_model.safetensors",
+      "url": "https://huggingface.co/jasperai/Flux.1-dev-Controlnet-Surface-Normals/resolve/main/diffusion_pytorch_model.safetensors",
+      "size": "3.58GB"
+    },
+
+    {
+      "name": "Shakker-Labs/FLUX.1-dev-ControlNet-Union-Pro (fp8_e4m3fn) by Kijai",
+      "type": "controlnet",
+      "base": "FLUX.1",
+      "save_path": "controlnet/FLUX.1",
+      "description": "FLUX.1 [Dev] Union Controlnet. Supports Canny, Tile, Depth, Blur, Pose, Gray, Low Quality\nVersion quantized to fp8_e4m3fn by Kijai",
+      "reference": "https://huggingface.co/Kijai/flux-fp8",
+      "filename": "flux_shakker_labs_union_pro-fp8_e4m3fn.safetensors",
+      "url": "https://huggingface.co/Kijai/flux-fp8/resolve/main/flux_shakker_labs_union_pro-fp8_e4m3fn.safetensors",
+      "size": "3.3GB"
+    },
+    
    {
      "name": "ViT-L-14-TEXT-detail-improved-hiT-GmP-HF.safetensors [Long CLIP L]",
      "type": "clip",
@@ -349,369 +680,6 @@
      "filename": "flux1-dev-Q5_0.gguf",
      "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q5_0.gguf",
      "size": "8.27GB"
-    },
-    {
-      "name": "city96/flux1-dev-Q5_1.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q5_1/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf",
-      "filename": "flux1-dev-Q5_1.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q5_1.gguf",
-      "size": "9.01GB"
-    },
-    {
-      "name": "city96/flux1-dev-Q5_K_S.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q5_K_S/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf",
-      "filename": "flux1-dev-Q5_K_S.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q5_K_S.gguf",
-      "size": "8.29GB"
-    },
-    {
-      "name": "city96/flux1-dev-Q6_K.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q6_K/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf",
-      "filename": "flux1-dev-Q6_K.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q6_K.gguf",
-      "size": "9.86GB"
-    },
-    {
-      "name": "city96/flux1-dev-Q8_0.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q8_0/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf",
-      "filename": "flux1-dev-Q8_0.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q8_0.gguf",
-      "size": "12.7GB"
-    },
-
-    {
-      "name": "city96/flux1-schnell-F16.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (f16/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf",
-      "filename": "flux1-schnell-F16.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-F16.gguf",
-      "size": "23.8GB"
-    },
-    {
-      "name": "city96/flux1-schnell-Q2_K.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q2_K/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf",
-      "filename": "flux1-schnell-Q2_K.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q2_K.gguf",
-      "size": "4.01GB"
-    },
-    {
-      "name": "city96/flux1-schnell-Q3_K_S.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q3_K_S/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf",
-      "filename": "flux1-schnell-Q3_K_S.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q3_K_S.gguf",
-      "size": "5.21GB"
-    },
-    {
-      "name": "city96/flux1-schnell-Q4_0.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q4_0/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf",
-      "filename": "flux1-schnell-Q4_0.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q4_0.gguf",
-      "size": "6.77GB"
-    },
-    {
-      "name": "city96/flux1-schnell-Q4_1.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q4_1/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf",
-      "filename": "flux1-schnell-Q4_1.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q4_1.gguf",
-      "size": "7.51GB"
-    },
-    {
-      "name": "city96/flux1-schnell-Q4_K_S.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q4_K_S/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf",
-      "filename": "flux1-schnell-Q4_K_S.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q4_K_S.gguf",
-      "size": "6.78GB"
-    },
-    {
-      "name": "city96/flux1-schnell-Q5_0.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q5_0/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf",
-      "filename": "flux1-schnell-Q5_0.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q5_0.gguf",
-      "size": "8.25GB"
-    },
-    {
-      "name": "city96/flux1-schnell-Q5_1.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q5_1/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf",
-      "filename": "flux1-schnell-Q5_1.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q5_1.gguf",
-      "size": "8.99GB"
-    },
-    {
-      "name": "city96/flux1-schnell-Q5_K_S.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q5_K_S/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf",
-      "filename": "flux1-schnell-Q5_K_S.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q5_K_S.gguf",
-      "size": "8.26GB"
-    },
-    {
-      "name": "city96/flux1-schnell-Q6_K.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q6_K/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf",
-      "filename": "flux1-schnell-Q6_K.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q6_K.gguf",
-      "size": "9.83GB"
-    },
-    {
-      "name": "city96/flux1-schnell-Q8_0.gguf",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (Q8_0/.gguf)",
-      "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf",
-      "filename": "flux1-schnell-Q8_0.gguf",
-      "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q8_0.gguf",
-      "size": "12.7GB"
-    },
-
-    {
-      "name": "TAEF1 Decoder",
-      "type": "TAESD",
-      "base": "FLUX.1",
-      "save_path": "vae_approx",
-      "description": "(FLUX.1 Verison) To view the preview in high quality while running samples in ComfyUI, you will need this model.",
-      "reference": "https://github.com/madebyollin/taesd",
-      "filename": "taef1_decoder.pth",
-      "url": "https://github.com/madebyollin/taesd/raw/main/taef1_decoder.pth",
-      "size": "4.71MB"
-    },
-    {
-      "name": "TAEF1 Encoder",
-      "type": "TAESD",
-      "base": "FLUX.1",
-      "save_path": "vae_approx",
-      "description": "(FLUX.1 Verison) To view the preview in high quality while running samples in ComfyUI, you will need this model.",
-      "reference": "https://github.com/madebyollin/taesd",
-      "filename": "taef1_encoder.pth",
-      "url": "https://github.com/madebyollin/taesd/raw/main/taef1_encoder.pth",
-      "size": "4.71MB"
-    },
-
-    {
-      "name": "comfyanonymous/clip_l",
-      "type": "clip",
-      "base": "clip",
-      "save_path": "default",
-      "description": "clip_l model",
-      "reference": "https://huggingface.co/comfyanonymous/flux_text_encoders/tree/main",
-      "filename": "clip_l.safetensors",
-      "url": "https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/clip_l.safetensors",
-      "size": "246MB"
-    },
-
-    {
-      "name": "Comfy Org/FLUX.1 [dev] Checkpoint model (fp8)",
-      "type": "checkpoint",
-      "base": "FLUX.1",
-      "save_path": "checkpoints/FLUX1",
-      "description": "FLUX.1 [dev] Checkpoint model (fp8)",
-      "reference": "https://huggingface.co/Comfy-Org/flux1-dev/tree/main",
-      "filename": "flux1-dev-fp8.safetensors",
-      "url": "https://huggingface.co/Comfy-Org/flux1-dev/resolve/main/flux1-dev-fp8.safetensors",
-      "size": "17.2GB"
-    },
-    {
-      "name": "Comfy Org/FLUX.1 [schnell] Checkpoint model (fp8)",
-      "type": "checkpoint",
-      "base": "FLUX.1",
-      "save_path": "checkpoints/FLUX1",
-      "description": "FLUX.1 [schnell] Checkpoint model (fp8)",
-      "reference": "https://huggingface.co/Comfy-Org/flux1-dev/tree/main",
-      "filename": "flux1-schnell-fp8.safetensors",
-      "url": "https://huggingface.co/Comfy-Org/flux1-schnell/resolve/main/flux1-schnell-fp8.safetensors",
-      "size": "17.2GB"
-    },
-    
-    {
-      "name": "google-t5/t5-v1_1-xxl_encoderonly-fp16",
-      "type": "clip",
-      "base": "t5",
-      "save_path": "clip/t5",
-      "description": "The encoder part of https://huggingface.co/google/t5-v1_1-xxl, used with SD3 and Flux1",
-      "reference": "https://huggingface.co/mcmonkey/google_t5-v1_1-xxl_encoderonly",
-      "filename": "google_t5-v1_1-xxl_encoderonly-fp16.safetensors",
-      "url": "https://huggingface.co/mcmonkey/google_t5-v1_1-xxl_encoderonly/resolve/main/pytorch_model.safetensors",
-      "size": "10.1GB"
-    },
-    {
-      "name": "google-t5/t5-v1_1-xxl_encoderonly-fp8_e4m3fn",
-      "type": "clip",
-      "base": "t5",
-      "save_path": "clip/t5",
-      "description": "The encoder part of https://huggingface.co/google/t5-v1_1-xxl, used with SD3 and Flux1",
-      "reference": "https://huggingface.co/mcmonkey/google_t5-v1_1-xxl_encoderonly",
-      "filename": "google_t5-v1_1-xxl_encoderonly-fp8_e4m3fn.safetensors",
-      "url": "https://huggingface.co/mcmonkey/google_t5-v1_1-xxl_encoderonly/resolve/main/t5xxl_fp8_e4m3fn.safetensors",
-      "size": "4.89GB"
-    },
-
-    {
-      "name": "FLUX.1 [schnell] Diffusion model",
-      "type": "unet",
-      "base": "FLUX.1",
-      "save_path": "unet/FLUX1",
-      "description": "FLUX.1 [Schnell] Diffusion model (a.k.a. FLUX.1 turbo model)[w/Due to the large size of the model, it is recommended to download it through a browser if possible.]",
-      "reference": "https://huggingface.co/black-forest-labs/FLUX.1-schnell",
-      "filename": "flux1-schnell.safetensors",
-      "url": "https://huggingface.co/black-forest-labs/FLUX.1-schnell/resolve/main/flux1-schnell.safetensors",
-      "size": "23.8GB"
-    },
-
-    {
-      "name": "FLUX.1 VAE model",
-      "type": "VAE",
-      "base": "FLUX.1",
-      "save_path": "vae/FLUX1",
-      "description": "FLUX.1 VAE model",
-      "reference": "https://huggingface.co/black-forest-labs/FLUX.1-schnell",
-      "filename": "ae.sft",
-      "url": "https://huggingface.co/black-forest-labs/FLUX.1-schnell/resolve/main/ae.safetensors",
-      "size": "335MB"
-    },
-
-    {
-      "name": "kijai/FLUX.1 [schnell] Diffusion model (float8_e4m3fn)",
-      "type": "unet",
-      "base": "FLUX.1",
-      "save_path": "unet/FLUX1",
-      "description": "FLUX.1 [Schnell] Diffusion model (float8_e4m3fn)",
-      "reference": "https://huggingface.co/Kijai/flux-fp8",
-      "filename": "flux1-schnell-fp8.safetensors",
-      "url": "https://huggingface.co/Kijai/flux-fp8/resolve/main/flux1-schnell-fp8.safetensors",
-      "size": "11.9GB"
-    },
-    {
-      "name": "kijai/FLUX.1 [dev] Diffusion model (float8_e4m3fn)",
-      "type": "unet",
-      "base": "FLUX.1",
-      "save_path": "unet/FLUX1",
-      "description": "FLUX.1 [dev] Diffusion model (float8_e4m3fn)",
-      "reference": "https://huggingface.co/Kijai/flux-fp8",
-      "filename": "flux1-dev-fp8.safetensors",
-      "url": "https://huggingface.co/Kijai/flux-fp8/resolve/main/flux1-dev-fp8.safetensors",
-      "size": "11.9GB"
-    },
-
-    {
-      "name": "photomaker-v2.bin",
-      "type": "photomaker",
-      "base": "SDXL",
-      "save_path": "photomaker",
-      "description": "PhotoMaker model. This model is compatible with SDXL.",
-      "reference": "https://huggingface.co/TencentARC/PhotoMaker-V2",
-      "filename": "photomaker-v2.bin",
-      "url": "https://huggingface.co/TencentARC/PhotoMaker-V2/resolve/main/photomaker-v2.bin",
-      "size": "1.8GB"
-    },
-    
-    {
-      "name": "hunyuan_dit_1.2.safetensors",
-      "type": "checkpoint",
-      "base": "Hunyuan-DiT",
-      "save_path": "checkpoints/hunyuan_dit_comfyui",
-      "description": "Different versions of HunyuanDIT packaged for ComfyUI use.",
-      "reference": "https://huggingface.co/comfyanonymous/hunyuan_dit_comfyui",
-      "filename": "hunyuan_dit_1.2.safetensors",
-      "url": "https://huggingface.co/comfyanonymous/hunyuan_dit_comfyui/resolve/main/hunyuan_dit_1.2.safetensors",
-      "size": "8.24GB"
-    },
-    {
-      "name": "hunyuan_dit_1.1.safetensors",
-      "type": "checkpoint",
-      "base": "Hunyuan-DiT",
-      "save_path": "checkpoints/hunyuan_dit_comfyui",
-      "description": "Different versions of HunyuanDIT packaged for ComfyUI use.",
-      "reference": "https://huggingface.co/comfyanonymous/hunyuan_dit_comfyui",
-      "filename": "hunyuan_dit_1.1.safetensors",
-      "url": "https://huggingface.co/comfyanonymous/hunyuan_dit_comfyui/resolve/main/hunyuan_dit_1.1.safetensors",
-      "size": "8.24GB"
-    },
-    {
-      "name": "hunyuan_dit_1.0.safetensors",
-      "type": "checkpoint",
-      "base": "Hunyuan-DiT",
-      "save_path": "checkpoints/hunyuan_dit_comfyui",
-      "description": "Different versions of HunyuanDIT packaged for ComfyUI use.",
-      "reference": "https://huggingface.co/comfyanonymous/hunyuan_dit_comfyui",
-      "filename": "hunyuan_dit_1.0.safetensors",
-      "url": "https://huggingface.co/comfyanonymous/hunyuan_dit_comfyui/resolve/main/hunyuan_dit_1.0.safetensors",
-      "size": "8.24GB"
-    },
-
-    {
-      "name": "xinsir/ControlNet++: All-in-one ControlNet (ProMax model)",
-      "type": "controlnet",
-      "base": "SDXL",
-      "save_path": "controlnet/SDXL/controlnet-union-sdxl-1.0",
-      "description": "All-in-one ControlNet for image generations and editing! (ProMax model)",
-      "reference": "https://huggingface.co/xinsir/controlnet-union-sdxl-1.0",
-      "filename": "diffusion_pytorch_model_promax.safetensors",
-      "url": "https://huggingface.co/xinsir/controlnet-union-sdxl-1.0/resolve/main/diffusion_pytorch_model_promax.safetensors",
-      "size": "2.50GB"
-    },
-    {
-      "name": "xinsir/ControlNet++: All-in-one ControlNet",
-      "type": "controlnet",
-      "base": "SDXL",
-      "save_path": "controlnet/SDXL/controlnet-union-sdxl-1.0",
-      "description": "All-in-one ControlNet for image generations and editing!",
-      "reference": "https://huggingface.co/xinsir/controlnet-union-sdxl-1.0",
-      "filename": "diffusion_pytorch_model.safetensors",
-      "url": "https://huggingface.co/xinsir/controlnet-union-sdxl-1.0/resolve/main/diffusion_pytorch_model.safetensors",
-      "size": "2.50GB"
    }
  ]
 }
--- a/node_db/tutorial/custom-node-list.json
+++ b/node_db/tutorial/custom-node-list.json
@@ -90,16 +90,6 @@
            "install_type": "git-clone",
            "description": "Nodes:WW_ImageResize"
        },
-        {
-            "author": "bmz55",
-            "title": "bmz nodes",
-            "reference": "https://github.com/bmz55/comfyui-bmz-nodes",
-            "files": [
-                "https://github.com/bmz55/comfyui-bmz-nodes"
-            ],
-            "install_type": "git-clone",
-            "description": "Nodes:Load Images From Dir With Name (Inspire - BMZ), Count Images In Dir (BMZ), Get Level Text (BMZ), Get Level Float (BMZ)"
-        },
        {
            "author": "azure-dragon-ai",
            "title": "ComfyUI-HPSv2-Nodes",
@@ -150,36 +140,6 @@
            "install_type": "git-clone",
            "description": "This module provides an annotation @ComfyFunc to streamline adding custom node types in ComfyUI. It processes your function's signature to create a wrapped function and custom node definition required for ComfyUI, eliminating all the boilerplate code. In most cases you can just add a @ComfyFunc(\"category\") annotation to your existing function."
        },
-        {
-            "author": "MokkaBoss1",
-            "title": "Woman_in_a_dress",
-            "reference": "https://github.com/MokkaBoss1/Woman_in_a_dress",
-            "files": [
-                "https://github.com/MokkaBoss1/Woman_in_a_dress/raw/main/Woman_In_A_Dress.py"
-            ],
-            "install_type": "git-clone",
-            "description": "Nodes:Woman_in_a_dress"
-        },
-        {
-            "author": "shinich39",
-            "title": "comfyui-concat-text-39",
-            "reference": "https://github.com/shinich39/comfyui-concat-text-39",
-            "files": [
-                "https://github.com/shinich39/comfyui-concat-text-39"
-            ],
-            "install_type": "git-clone",
-            "description": "Nodes:Concatenate multiple text nodes."
-        },
-        {
-            "author": "nilor-corp",
-            "title": "nilor-nodes",
-            "reference": "https://github.com/nilor-corp/nilor-nodes",
-            "files": [
-                "https://github.com/nilor-corp/nilor-nodes"
-            ],
-            "install_type": "git-clone",
-            "description": "Nodes:Nilor Floats, Nilor Int To List Of Bools, Nilor Bool From List Of Bools, Nilor Int From List Of Ints, Nilor List of Ints, Nilor Count Images In Directory"
-        },
        {
            "author": "OuticNZ",
            "title": "ComfyUI-Simple-Of-Complex",
@@ -260,6 +220,26 @@
            ],
            "install_type": "git-clone",
            "description": "The primitive node and dummy input are required because comfy doesn't accept requests with identical graphs. You'll also need a show text node. I like the one from ComfyUI-Custom-Scripts. I got the generic tetris remake from claude so it may or may not be ripped from somewhere else."
+        },
+        {
+            "author": "FlyMyAI",
+            "title": "ComfyUI-ExampleNode",
+            "reference": "https://github.com/FlyMyAI/ComfyUI-ExampleNode",
+            "files": [
+                "https://github.com/FlyMyAI/ComfyUI-ExampleNode"
+            ],
+            "install_type": "git-clone",
+            "description": "Node to provide convenient ComfyUI standard, supported by flymy_comfyui."
+        },
+        {
+            "author": "Wanghanying",
+            "title": "ComfyUI_RAGDemo",
+            "reference": "https://github.com/Wanghanying/ComfyUI_RAGDemo",
+            "files": [
+                "https://github.com/Wanghanying/ComfyUI_RAGDemo"
+            ],
+            "install_type": "git-clone",
+            "description": "RAG Demo for LLM"
        }
    ]
 }
--- a/node_db/tutorial/extension-node-map.json
+++ b/node_db/tutorial/extension-node-map.json
@@ -1 +1,546 @@
-{}
+{
+    "https://github.com/BadCafeCode/execution-inversion-demo-comfyui": [
+        [
+            "AccumulateNode",
+            "AccumulationGetItemNode",
+            "AccumulationGetLengthNode",
+            "AccumulationHeadNode",
+            "AccumulationSetItemNode",
+            "AccumulationTailNode",
+            "AccumulationToListNode",
+            "BoolOperationNode",
+            "ComponentInput",
+            "ComponentMetadata",
+            "ComponentOutput",
+            "DebugPrint",
+            "ExecutionBlocker",
+            "FloatConditions",
+            "ForLoopClose",
+            "ForLoopOpen",
+            "IntConditions",
+            "IntMathOperation",
+            "InversionDemoAdvancedPromptNode",
+            "InversionDemoLazyConditional",
+            "InversionDemoLazyIndexSwitch",
+            "InversionDemoLazyMixImages",
+            "InversionDemoLazySwitch",
+            "ListToAccumulationNode",
+            "MakeListNode",
+            "StringConditions",
+            "ToBoolNode",
+            "WhileLoopClose",
+            "WhileLoopOpen"
+        ],
+        {
+            "title_aux": "execution-inversion-demo-comfyui"
+        }
+    ],
+    "https://github.com/BetaDoggo/ComfyUI-Tetris": [
+        [
+            "Tetris"
+        ],
+        {
+            "title_aux": "ComfyUI Tetris"
+        }
+    ],
+    "https://github.com/BoosterCore/ComfyUI-BC-Experimental": [
+        [
+            "ClipTextEncodeBC",
+            "ClipTextEncodeBCA",
+            "FluxEmptyLatentSize",
+            "LoraWithTriggerWord",
+            "SaveAnyText",
+            "SimpleText"
+        ],
+        {
+            "title_aux": "ComfyUI-BC-Experimental"
+        }
+    ],
+    "https://github.com/FlyMyAI/ComfyUI-ExampleNode": [
+        [
+            "ExampleT2IFMANode"
+        ],
+        {
+            "title_aux": "ComfyUI-ExampleNode"
+        }
+    ],
+    "https://github.com/IvanRybakov/comfyui-node-int-to-string-convertor": [
+        [
+            "Int To String"
+        ],
+        {
+            "title_aux": "comfyui-node-int-to-string-convertor"
+        }
+    ],
+    "https://github.com/LarryJane491/Custom-Node-Base": [
+        [
+            "My First Node"
+        ],
+        {
+            "title_aux": "Custom-Node-Base"
+        }
+    ],
+    "https://github.com/OuticNZ/ComfyUI-Simple-Of-Complex": [
+        [
+            "Pipe From Parameters",
+            "Pipe To Parameters",
+            "Prompt Tidy",
+            "Text Switch 2 Way",
+            "Text With Context"
+        ],
+        {
+            "title_aux": "ComfyUI-Simple-Of-Complex"
+        }
+    ],
+    "https://github.com/Suzie1/ComfyUI_Guide_To_Making_Custom_Nodes": [
+        [
+            "Concatenate Hello World",
+            "Hello World Overlay Text",
+            "Print Hello World"
+        ],
+        {
+            "title_aux": "Guide To Making Custom Nodes in ComfyUI"
+        }
+    ],
+    "https://github.com/Wanghanying/ComfyUI_RAGDemo": [
+        [
+            "testRAG"
+        ],
+        {
+            "title_aux": "ComfyUI_RAGDemo"
+        }
+    ],
+    "https://github.com/azure-dragon-ai/ComfyUI-HPSv2-Nodes": [
+        [
+            "GetImageSize",
+            "HaojihuiHPSv2ImageProcessor",
+            "HaojihuiHPSv2ImageScore",
+            "HaojihuiHPSv2ImageScores",
+            "HaojihuiHPSv2Loader",
+            "HaojihuiHPSv2SaveAnimatedWEBP",
+            "HaojihuiHPSv2SaveImage",
+            "HaojihuiHPSv2SaveWEBP",
+            "HaojihuiHPSv2SaveWebpImage",
+            "HaojihuiHPSv2TextProcessor",
+            "SaveImageWebp",
+            "ScaleShort"
+        ],
+        {
+            "title_aux": "ComfyUI-HPSv2-Nodes"
+        }
+    ],
+    "https://github.com/bamboodia/BAM_Nodes": [
+        [
+            "BAM Crop To Ratio",
+            "BAM Empty Latent By Ratio",
+            "BAM Get Shortest Side",
+            "BAM OnOff INT",
+            "BAM Random Float",
+            "BAM Random Image From Folder"
+        ],
+        {
+            "title_aux": "BAM Nodes"
+        }
+    ],
+    "https://github.com/boricuapab/ComfyUI_BoricuapabWFNodePack": [
+        [
+            "BoricuapabWF Concatenate Hello World",
+            "BoricuapabWF Integer",
+            "BoricuapabWF Print Hello Puerto Rican World",
+            "BoricuapabWF Print Puerto Rican"
+        ],
+        {
+            "title_aux": "ComfyUI_BoricuapabWFNodePack"
+        }
+    ],
+    "https://github.com/comfyanonymous/ComfyUI": [
+        [
+            "AddNoise",
+            "AlignYourStepsScheduler",
+            "BasicGuider",
+            "BasicScheduler",
+            "BetaSamplingScheduler",
+            "CFGGuider",
+            "CLIPAttentionMultiply",
+            "CLIPLoader",
+            "CLIPMergeAdd",
+            "CLIPMergeSimple",
+            "CLIPMergeSubtract",
+            "CLIPSave",
+            "CLIPSetLastLayer",
+            "CLIPTextEncode",
+            "CLIPTextEncodeControlnet",
+            "CLIPTextEncodeFlux",
+            "CLIPTextEncodeHunyuanDiT",
+            "CLIPTextEncodeSD3",
+            "CLIPTextEncodeSDXL",
+            "CLIPTextEncodeSDXLRefiner",
+            "CLIPVisionEncode",
+            "CLIPVisionLoader",
+            "Canny",
+            "CheckpointLoader",
+            "CheckpointLoaderSimple",
+            "CheckpointSave",
+            "ConditioningAverage",
+            "ConditioningCombine",
+            "ConditioningConcat",
+            "ConditioningSetArea",
+            "ConditioningSetAreaPercentage",
+            "ConditioningSetAreaStrength",
+            "ConditioningSetMask",
+            "ConditioningSetTimestepRange",
+            "ConditioningZeroOut",
+            "ControlNetApply",
+            "ControlNetApplyAdvanced",
+            "ControlNetApplySD3",
+            "ControlNetInpaintingAliMamaApply",
+            "ControlNetLoader",
+            "CropMask",
+            "DiffControlNetLoader",
+            "DifferentialDiffusion",
+            "DiffusersLoader",
+            "DisableNoise",
+            "DualCFGGuider",
+            "DualCLIPLoader",
+            "EmptyImage",
+            "EmptyLatentAudio",
+            "EmptyLatentImage",
+            "EmptyMochiLatentVideo",
+            "EmptySD3LatentImage",
+            "ExponentialScheduler",
+            "FeatherMask",
+            "FlipSigmas",
+            "FluxGuidance",
+            "FreeU",
+            "FreeU_V2",
+            "GITSScheduler",
+            "GLIGENLoader",
+            "GLIGENTextBoxApply",
+            "GrowMask",
+            "HyperTile",
+            "HypernetworkLoader",
+            "ImageBatch",
+            "ImageBlend",
+            "ImageBlur",
+            "ImageColorToMask",
+            "ImageCompositeMasked",
+            "ImageCrop",
+            "ImageFromBatch",
+            "ImageInvert",
+            "ImageOnlyCheckpointLoader",
+            "ImageOnlyCheckpointSave",
+            "ImagePadForOutpaint",
+            "ImageQuantize",
+            "ImageScale",
+            "ImageScaleBy",
+            "ImageScaleToTotalPixels",
+            "ImageSharpen",
+            "ImageToMask",
+            "ImageUpscaleWithModel",
+            "InpaintModelConditioning",
+            "InstructPixToPixConditioning",
+            "InvertMask",
+            "JoinImageWithAlpha",
+            "KSampler",
+            "KSamplerAdvanced",
+            "KSamplerSelect",
+            "KarrasScheduler",
+            "LaplaceScheduler",
+            "LatentAdd",
+            "LatentApplyOperation",
+            "LatentApplyOperationCFG",
+            "LatentBatch",
+            "LatentBatchSeedBehavior",
+            "LatentBlend",
+            "LatentComposite",
+            "LatentCompositeMasked",
+            "LatentCrop",
+            "LatentFlip",
+            "LatentFromBatch",
+            "LatentInterpolate",
+            "LatentMultiply",
+            "LatentOperationSharpen",
+            "LatentOperationTonemapReinhard",
+            "LatentRotate",
+            "LatentSubtract",
+            "LatentUpscale",
+            "LatentUpscaleBy",
+            "LoadAudio",
+            "LoadImage",
+            "LoadImageMask",
+            "LoadLatent",
+            "LoraLoader",
+            "LoraLoaderModelOnly",
+            "LoraSave",
+            "MaskComposite",
+            "MaskToImage",
+            "ModelMergeAdd",
+            "ModelMergeBlocks",
+            "ModelMergeFlux1",
+            "ModelMergeSD1",
+            "ModelMergeSD2",
+            "ModelMergeSD35_Large",
+            "ModelMergeSD3_2B",
+            "ModelMergeSDXL",
+            "ModelMergeSimple",
+            "ModelMergeSubtract",
+            "ModelSamplingAuraFlow",
+            "ModelSamplingContinuousEDM",
+            "ModelSamplingContinuousV",
+            "ModelSamplingDiscrete",
+            "ModelSamplingFlux",
+            "ModelSamplingSD3",
+            "ModelSamplingStableCascade",
+            "ModelSave",
+            "Morphology",
+            "PatchModelAddDownscale",
+            "PerpNeg",
+            "PerpNegGuider",
+            "PerturbedAttentionGuidance",
+            "PhotoMakerEncode",
+            "PhotoMakerLoader",
+            "PolyexponentialScheduler",
+            "PorterDuffImageComposite",
+            "PreviewAudio",
+            "PreviewImage",
+            "RandomNoise",
+            "RebatchImages",
+            "RebatchLatents",
+            "RepeatImageBatch",
+            "RepeatLatentBatch",
+            "RescaleCFG",
+            "SDTurboScheduler",
+            "SD_4XUpscale_Conditioning",
+            "SV3D_Conditioning",
+            "SVD_img2vid_Conditioning",
+            "SamplerCustom",
+            "SamplerCustomAdvanced",
+            "SamplerDPMAdaptative",
+            "SamplerDPMPP_2M_SDE",
+            "SamplerDPMPP_2S_Ancestral",
+            "SamplerDPMPP_3M_SDE",
+            "SamplerDPMPP_SDE",
+            "SamplerEulerAncestral",
+            "SamplerEulerAncestralCFGPP",
+            "SamplerEulerCFGpp",
+            "SamplerLCMUpscale",
+            "SamplerLMS",
+            "SaveAnimatedPNG",
+            "SaveAnimatedWEBP",
+            "SaveAudio",
+            "SaveImage",
+            "SaveImageWebsocket",
+            "SaveLatent",
+            "SelfAttentionGuidance",
+            "SetLatentNoiseMask",
+            "SetUnionControlNetType",
+            "SkipLayerGuidanceSD3",
+            "SolidMask",
+            "SplitImageWithAlpha",
+            "SplitSigmas",
+            "SplitSigmasDenoise",
+            "StableCascade_EmptyLatentImage",
+            "StableCascade_StageB_Conditioning",
+            "StableCascade_StageC_VAEEncode",
+            "StableCascade_SuperResolutionControlnet",
+            "StableZero123_Conditioning",
+            "StableZero123_Conditioning_Batched",
+            "StubConstantImage",
+            "StubFloat",
+            "StubImage",
+            "StubInt",
+            "StubMask",
+            "StyleModelApply",
+            "StyleModelLoader",
+            "TestAccumulateNode",
+            "TestAccumulationGetItemNode",
+            "TestAccumulationGetLengthNode",
+            "TestAccumulationHeadNode",
+            "TestAccumulationSetItemNode",
+            "TestAccumulationTailNode",
+            "TestAccumulationToListNode",
+            "TestBoolOperationNode",
+            "TestCustomIsChanged",
+            "TestCustomValidation1",
+            "TestCustomValidation2",
+            "TestCustomValidation3",
+            "TestCustomValidation4",
+            "TestCustomValidation5",
+            "TestDynamicDependencyCycle",
+            "TestExecutionBlocker",
+            "TestFloatConditions",
+            "TestForLoopClose",
+            "TestForLoopOpen",
+            "TestIntConditions",
+            "TestIntMathOperation",
+            "TestIsChangedWithConstants",
+            "TestLazyMixImages",
+            "TestListToAccumulationNode",
+            "TestMakeListNode",
+            "TestMixedExpansionReturns",
+            "TestStringConditions",
+            "TestToBoolNode",
+            "TestVariadicAverage",
+            "TestWhileLoopClose",
+            "TestWhileLoopOpen",
+            "ThresholdMask",
+            "TomePatchModel",
+            "TorchCompileModel",
+            "TripleCLIPLoader",
+            "UNETLoader",
+            "UNetCrossAttentionMultiply",
+            "UNetSelfAttentionMultiply",
+            "UNetTemporalAttentionMultiply",
+            "UpscaleModelLoader",
+            "VAEDecode",
+            "VAEDecodeAudio",
+            "VAEDecodeTiled",
+            "VAEEncode",
+            "VAEEncodeAudio",
+            "VAEEncodeForInpaint",
+            "VAEEncodeTiled",
+            "VAELoader",
+            "VAESave",
+            "VPScheduler",
+            "VideoLinearCFGGuidance",
+            "VideoTriangleCFGGuidance",
+            "WebcamCapture",
+            "unCLIPCheckpointLoader",
+            "unCLIPConditioning"
+        ],
+        {
+            "title_aux": "ComfyUI"
+        }
+    ],
+    "https://github.com/dynamixar/Atluris": [
+        [
+            "RandomLine"
+        ],
+        {
+            "title_aux": "Atluris"
+        }
+    ],
+    "https://github.com/ecjojo/ecjojo-example-nodes": [
+        [
+            "BiggerNote_Example",
+            "DisplayTextNode_Example",
+            "EmptyNode_Example",
+            "ExampleNode_Example",
+            "FilePrefixNode_Example",
+            "HelloWorldNode_Example",
+            "RandomSizeNode_Example",
+            "StringNode_Example",
+            "TextOverlayNode_Example"
+        ],
+        {
+            "title_aux": "ecjojo_example_nodes"
+        }
+    ],
+    "https://github.com/et118/ComfyUI-ElGogh-Nodes": [
+        [
+            "ElGoghCLIPSetLastLayer",
+            "ElGoghCheckpointLoaderSimple",
+            "ElGoghEmptyLatentImage",
+            "ElGoghKSamplerAdvanced",
+            "ElGoghNegativePrompt",
+            "ElGoghPositivePrompt",
+            "ElGoghPrimaryLoraLoader",
+            "ElGoghSecondaryLoraLoader",
+            "ElGoghSendWebsocketNSFWBool",
+            "ElGoghTertiaryLoraLoader",
+            "ElGoghVAELoader"
+        ],
+        {
+            "title_aux": "ComfyUI-ElGogh-Nodes"
+        }
+    ],
+    "https://github.com/foxtrot-roger/comfyui-custom-nodes": [
+        [
+            "RF_Tutorial"
+        ],
+        {
+            "title_aux": "comfyui-custom-nodes"
+        }
+    ],
+    "https://github.com/jtong/comfyui-jtong-workflow": [
+        [
+            "Example",
+            "high_workflow_caller",
+            "jtong.Highend",
+            "jtong.Highway"
+        ],
+        {
+            "author": "Trung0246",
+            "description": "Random nodes for ComfyUI I made to solve my struggle with ComfyUI (ex: pipe, process). Have varying quality.",
+            "nickname": "ComfyUI-0246",
+            "title": "ComfyUI-0246",
+            "title_aux": "comfyui-jtong-workflow"
+        }
+    ],
+    "https://github.com/kappa54m/ComfyUI_Usability": [
+        [
+            "KLoadImageByPath",
+            "KLoadImageByPathAdvanced",
+            "KLoadImageDedup"
+        ],
+        {
+            "title_aux": "ComfyUI-HPSv2-Nodes"
+        }
+    ],
+    "https://github.com/mira-6/mira-wildcard-node": [
+        [
+            "MiraWildcard"
+        ],
+        {
+            "author": "mira-6",
+            "description": "Single-node wildcard implementation.",
+            "nickname": "mira-wildcard-node",
+            "title": "mira-wildcard-node",
+            "title_aux": "mira-wildcard-node"
+        }
+    ],
+    "https://github.com/sonyeon-sj/ComfyUI-easy_ImageSize_Selecter": [
+        [
+            "ImageSizer",
+            "promptSelecter"
+        ],
+        {
+            "title_aux": "ComfyUI-easy_ImageSize_Selecter"
+        }
+    ],
+    "https://github.com/thinkthinking/ComfyUI-Ye": [
+        [
+            "CheckpointLoader|Ye",
+            "OllamaVision|Ye",
+            "PrintHelloWorld|Ye",
+            "Signature|Ye"
+        ],
+        {
+            "title_aux": "ComfyUI-Ye"
+        }
+    ],
+    "https://github.com/wailovet/ComfyUI-WW": [
+        [
+            "WW_AccumulationPreviewImages",
+            "WW_AppendString",
+            "WW_CurrentPreviewImages",
+            "WW_ImageResize",
+            "WW_PreviewTextNode",
+            "WW_RandString"
+        ],
+        {
+            "title_aux": "ComfyUI-WW"
+        }
+    ],
+    "https://github.com/yowipr/ComfyUI-Manual": [
+        [
+            "EXAMPLE",
+            "M_Layer",
+            "M_Output",
+            "M_RenderArea"
+        ],
+        {
+            "title_aux": "ComfyUI-Manual"
+        }
+    ]
+}
--- a/node_db/tutorial/scan.sh
+++ b/node_db/tutorial/scan.sh
@@ -1,4 +1,3 @@
 #!/bin/bash
-source ../../../../venv/bin/activate
-rm .tmp/*.py > /dev/null
-python ../../scanner.py
+rm ~/.tmp/dev/*.py > /dev/null 2>&1
+python ../../scanner.py ~/.tmp/tutorial
--- a/notebooks/comfyui_colab_with_manager.ipynb
+++ b/notebooks/comfyui_colab_with_manager.ipynb
@@ -1,372 +1,373 @@
 {
-  "cells": [
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "aaaaaaaaaa"
-      },
-      "source": [
-        "Git clone the repo and install the requirements. (ignore the pip errors about protobuf)"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "bbbbbbbbbb"
-      },
-      "outputs": [],
-      "source": [
-        "# #@title Environment Setup\n",
-        "\n",
-        "from pathlib import Path\n",
-        "\n",
-        "OPTIONS = {}\n",
-        "\n",
-        "USE_GOOGLE_DRIVE = True  #@param {type:\"boolean\"}\n",
-        "UPDATE_COMFY_UI = True  #@param {type:\"boolean\"}\n",
-        "USE_COMFYUI_MANAGER = True  #@param {type:\"boolean\"}\n",
-        "INSTALL_CUSTOM_NODES_DEPENDENCIES = True  #@param {type:\"boolean\"}\n",
-        "OPTIONS['USE_GOOGLE_DRIVE'] = USE_GOOGLE_DRIVE\n",
-        "OPTIONS['UPDATE_COMFY_UI'] = UPDATE_COMFY_UI\n",
-        "OPTIONS['USE_COMFYUI_MANAGER'] = USE_COMFYUI_MANAGER\n",
-        "OPTIONS['INSTALL_CUSTOM_NODES_DEPENDENCIES'] = INSTALL_CUSTOM_NODES_DEPENDENCIES\n",
-        "\n",
-        "current_dir = !pwd\n",
-        "WORKSPACE = f\"{current_dir[0]}/ComfyUI\"\n",
-        "\n",
-        "if OPTIONS['USE_GOOGLE_DRIVE']:\n",
-        "    !echo \"Mounting Google Drive...\"\n",
-        "    %cd /\n",
-        "\n",
-        "    from google.colab import drive\n",
-        "    drive.mount('/content/drive')\n",
-        "\n",
-        "    WORKSPACE = \"/content/drive/MyDrive/ComfyUI\"\n",
-        "    %cd /content/drive/MyDrive\n",
-        "\n",
-        "![ ! -d $WORKSPACE ] && echo -= Initial setup ComfyUI =- && git clone https://github.com/comfyanonymous/ComfyUI\n",
-        "%cd $WORKSPACE\n",
-        "\n",
-        "if OPTIONS['UPDATE_COMFY_UI']:\n",
-        "  !echo -= Updating ComfyUI =-\n",
-        "\n",
-        "  # Correction of the issue of permissions being deleted on Google Drive.\n",
-        "  ![ -f \".ci/nightly/update_windows/update_comfyui_and_python_dependencies.bat\" ] && chmod 755 .ci/nightly/update_windows/update_comfyui_and_python_dependencies.bat\n",
-        "  ![ -f \".ci/nightly/windows_base_files/run_nvidia_gpu.bat\" ] && chmod 755 .ci/nightly/windows_base_files/run_nvidia_gpu.bat\n",
-        "  ![ -f \".ci/update_windows/update_comfyui_and_python_dependencies.bat\" ] && chmod 755 .ci/update_windows/update_comfyui_and_python_dependencies.bat\n",
-        "  ![ -f \".ci/update_windows_cu118/update_comfyui_and_python_dependencies.bat\" ] && chmod 755 .ci/update_windows_cu118/update_comfyui_and_python_dependencies.bat\n",
-        "  ![ -f \".ci/update_windows/update.py\" ] && chmod 755 .ci/update_windows/update.py\n",
-        "  ![ -f \".ci/update_windows/update_comfyui.bat\" ] && chmod 755 .ci/update_windows/update_comfyui.bat\n",
-        "  ![ -f \".ci/update_windows/README_VERY_IMPORTANT.txt\" ] && chmod 755 .ci/update_windows/README_VERY_IMPORTANT.txt\n",
-        "  ![ -f \".ci/update_windows/run_cpu.bat\" ] && chmod 755 .ci/update_windows/run_cpu.bat\n",
-        "  ![ -f \".ci/update_windows/run_nvidia_gpu.bat\" ] && chmod 755 .ci/update_windows/run_nvidia_gpu.bat\n",
-        "\n",
-        "  !git pull\n",
-        "\n",
-        "!echo -= Install dependencies =-\n",
-        "!pip3 install accelerate\n",
-        "!pip3 install einops transformers>=4.28.1 safetensors>=0.4.2 aiohttp pyyaml Pillow scipy tqdm psutil tokenizers>=0.13.3\n",
-        "!pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121\n",
-        "!pip3 install torchsde\n",
-        "!pip3 install kornia>=0.7.1 spandrel soundfile sentencepiece\n",
-        "\n",
-        "if OPTIONS['USE_COMFYUI_MANAGER']:\n",
-        "  %cd custom_nodes\n",
-        "\n",
-        "  # Correction of the issue of permissions being deleted on Google Drive.\n",
-        "  ![ -f \"ComfyUI-Manager/check.sh\" ] && chmod 755 ComfyUI-Manager/check.sh\n",
-        "  ![ -f \"ComfyUI-Manager/scan.sh\" ] && chmod 755 ComfyUI-Manager/scan.sh\n",
-        "  ![ -f \"ComfyUI-Manager/node_db/dev/scan.sh\" ] && chmod 755 ComfyUI-Manager/node_db/dev/scan.sh\n",
-        "  ![ -f \"ComfyUI-Manager/scripts/install-comfyui-venv-linux.sh\" ] && chmod 755 ComfyUI-Manager/scripts/install-comfyui-venv-linux.sh\n",
-        "  ![ -f \"ComfyUI-Manager/scripts/install-comfyui-venv-win.bat\" ] && chmod 755 ComfyUI-Manager/scripts/install-comfyui-venv-win.bat\n",
-        "\n",
-        "  ![ ! -d ComfyUI-Manager ] && echo -= Initial setup ComfyUI-Manager =- && git clone https://github.com/ltdrdata/ComfyUI-Manager\n",
-        "  %cd ComfyUI-Manager\n",
-        "  !git pull\n",
-        "\n",
-        "%cd $WORKSPACE\n",
-        "\n",
-        "if OPTIONS['INSTALL_CUSTOM_NODES_DEPENDENCIES']:\n",
-        "  !echo -= Install custom nodes dependencies =-\n",
-        "  !pip install GitPython\n",
-        "  !python custom_nodes/ComfyUI-Manager/cm-cli.py restore-dependencies\n"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "cccccccccc"
-      },
-      "source": [
-        "Download some models/checkpoints/vae or custom comfyui nodes (uncomment the commands for the ones you want)"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "dddddddddd"
-      },
-      "outputs": [],
-      "source": [
-        "# Checkpoints\n",
-        "\n",
-        "### SDXL\n",
-        "### I recommend these workflow examples: https://comfyanonymous.github.io/ComfyUI_examples/sdxl/\n",
-        "\n",
-        "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_base_1.0.safetensors -P ./models/checkpoints/\n",
-        "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0/resolve/main/sd_xl_refiner_1.0.safetensors -P ./models/checkpoints/\n",
-        "\n",
-        "# SDXL ReVision\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/clip_vision_g/resolve/main/clip_vision_g.safetensors -P ./models/clip_vision/\n",
-        "\n",
-        "# SD1.5\n",
-        "!wget -c https://huggingface.co/runwayml/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.ckpt -P ./models/checkpoints/\n",
-        "\n",
-        "# SD2\n",
-        "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-2-1-base/resolve/main/v2-1_512-ema-pruned.safetensors -P ./models/checkpoints/\n",
-        "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-2-1/resolve/main/v2-1_768-ema-pruned.safetensors -P ./models/checkpoints/\n",
-        "\n",
-        "# Some SD1.5 anime style\n",
-        "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/AbyssOrangeMix2/AbyssOrangeMix2_hard.safetensors -P ./models/checkpoints/\n",
-        "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/AbyssOrangeMix3/AOM3A1_orangemixs.safetensors -P ./models/checkpoints/\n",
-        "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/AbyssOrangeMix3/AOM3A3_orangemixs.safetensors -P ./models/checkpoints/\n",
-        "#!wget -c https://huggingface.co/Linaqruf/anything-v3.0/resolve/main/anything-v3-fp16-pruned.safetensors -P ./models/checkpoints/\n",
-        "\n",
-        "# Waifu Diffusion 1.5 (anime style SD2.x 768-v)\n",
-        "#!wget -c https://huggingface.co/waifu-diffusion/wd-1-5-beta3/resolve/main/wd-illusion-fp16.safetensors -P ./models/checkpoints/\n",
-        "\n",
-        "\n",
-        "# unCLIP models\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/illuminatiDiffusionV1_v11_unCLIP/resolve/main/illuminatiDiffusionV1_v11-unclip-h-fp16.safetensors -P ./models/checkpoints/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/wd-1.5-beta2_unCLIP/resolve/main/wd-1-5-beta2-aesthetic-unclip-h-fp16.safetensors -P ./models/checkpoints/\n",
-        "\n",
-        "\n",
-        "# VAE\n",
-        "!wget -c https://huggingface.co/stabilityai/sd-vae-ft-mse-original/resolve/main/vae-ft-mse-840000-ema-pruned.safetensors -P ./models/vae/\n",
-        "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/VAEs/orangemix.vae.pt -P ./models/vae/\n",
-        "#!wget -c https://huggingface.co/hakurei/waifu-diffusion-v1-4/resolve/main/vae/kl-f8-anime2.ckpt -P ./models/vae/\n",
-        "\n",
-        "\n",
-        "# Loras\n",
-        "#!wget -c https://civitai.com/api/download/models/10350 -O ./models/loras/theovercomer8sContrastFix_sd21768.safetensors #theovercomer8sContrastFix SD2.x 768-v\n",
-        "#!wget -c https://civitai.com/api/download/models/10638 -O ./models/loras/theovercomer8sContrastFix_sd15.safetensors #theovercomer8sContrastFix SD1.x\n",
-        "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_offset_example-lora_1.0.safetensors -P ./models/loras/ #SDXL offset noise lora\n",
-        "\n",
-        "\n",
-        "# T2I-Adapter\n",
-        "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_depth_sd14v1.pth -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_seg_sd14v1.pth -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_sketch_sd14v1.pth -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_keypose_sd14v1.pth -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_openpose_sd14v1.pth -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_color_sd14v1.pth -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_canny_sd14v1.pth -P ./models/controlnet/\n",
-        "\n",
-        "# T2I Styles Model\n",
-        "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_style_sd14v1.pth -P ./models/style_models/\n",
-        "\n",
-        "# CLIPVision model (needed for styles model)\n",
-        "#!wget -c https://huggingface.co/openai/clip-vit-large-patch14/resolve/main/pytorch_model.bin -O ./models/clip_vision/clip_vit14.bin\n",
-        "\n",
-        "\n",
-        "# ControlNet\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11e_sd15_ip2p_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11e_sd15_shuffle_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_canny_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11f1p_sd15_depth_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_inpaint_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_lineart_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_mlsd_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_normalbae_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_openpose_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_scribble_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_seg_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_softedge_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15s2_lineart_anime_fp16.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11u_sd15_tile_fp16.safetensors -P ./models/controlnet/\n",
-        "\n",
-        "# ControlNet SDXL\n",
-        "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-canny-rank256.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-depth-rank256.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-recolor-rank256.safetensors -P ./models/controlnet/\n",
-        "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-sketch-rank256.safetensors -P ./models/controlnet/\n",
-        "\n",
-        "# Controlnet Preprocessor nodes by Fannovel16\n",
-        "#!cd custom_nodes && git clone https://github.com/Fannovel16/comfy_controlnet_preprocessors; cd comfy_controlnet_preprocessors && python install.py\n",
-        "\n",
-        "\n",
-        "# GLIGEN\n",
-        "#!wget -c https://huggingface.co/comfyanonymous/GLIGEN_pruned_safetensors/resolve/main/gligen_sd14_textbox_pruned_fp16.safetensors -P ./models/gligen/\n",
-        "\n",
-        "\n",
-        "# ESRGAN upscale model\n",
-        "#!wget -c https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth -P ./models/upscale_models/\n",
-        "#!wget -c https://huggingface.co/sberbank-ai/Real-ESRGAN/resolve/main/RealESRGAN_x2.pth -P ./models/upscale_models/\n",
-        "#!wget -c https://huggingface.co/sberbank-ai/Real-ESRGAN/resolve/main/RealESRGAN_x4.pth -P ./models/upscale_models/\n",
-        "\n",
-        "\n"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "kkkkkkkkkkkkkkk"
-      },
-      "source": [
-        "### Run ComfyUI with cloudflared (Recommended Way)\n",
-        "\n",
-        "\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "jjjjjjjjjjjjjj"
-      },
-      "outputs": [],
-      "source": [
-        "!wget -P ~ https://github.com/cloudflare/cloudflared/releases/latest/download/cloudflared-linux-amd64.deb\n",
-        "!dpkg -i ~/cloudflared-linux-amd64.deb\n",
-        "\n",
-        "import subprocess\n",
-        "import threading\n",
-        "import time\n",
-        "import socket\n",
-        "import urllib.request\n",
-        "\n",
-        "def iframe_thread(port):\n",
-        "  while True:\n",
-        "      time.sleep(0.5)\n",
-        "      sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n",
-        "      result = sock.connect_ex(('127.0.0.1', port))\n",
-        "      if result == 0:\n",
-        "        break\n",
-        "      sock.close()\n",
-        "  print(\"\\nComfyUI finished loading, trying to launch cloudflared (if it gets stuck here cloudflared is having issues)\\n\")\n",
-        "\n",
-        "  p = subprocess.Popen([\"cloudflared\", \"tunnel\", \"--url\", \"http://127.0.0.1:{}\".format(port)], stdout=subprocess.PIPE, stderr=subprocess.PIPE)\n",
-        "  for line in p.stderr:\n",
-        "    l = line.decode()\n",
-        "    if \"trycloudflare.com \" in l:\n",
-        "      print(\"This is the URL to access ComfyUI:\", l[l.find(\"http\"):], end='')\n",
-        "    #print(l, end='')\n",
-        "\n",
-        "\n",
-        "threading.Thread(target=iframe_thread, daemon=True, args=(8188,)).start()\n",
-        "\n",
-        "!python main.py --dont-print-server"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "kkkkkkkkkkkkkk"
-      },
-      "source": [
-        "### Run ComfyUI with localtunnel\n",
-        "\n",
-        "\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "jjjjjjjjjjjjj"
-      },
-      "outputs": [],
-      "source": [
-        "!npm install -g localtunnel\n",
-        "\n",
-        "import subprocess\n",
-        "import threading\n",
-        "import time\n",
-        "import socket\n",
-        "import urllib.request\n",
-        "\n",
-        "def iframe_thread(port):\n",
-        "  while True:\n",
-        "      time.sleep(0.5)\n",
-        "      sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n",
-        "      result = sock.connect_ex(('127.0.0.1', port))\n",
-        "      if result == 0:\n",
-        "        break\n",
-        "      sock.close()\n",
-        "  print(\"\\nComfyUI finished loading, trying to launch localtunnel (if it gets stuck here localtunnel is having issues)\\n\")\n",
-        "\n",
-        "  print(\"The password/enpoint ip for localtunnel is:\", urllib.request.urlopen('https://ipv4.icanhazip.com').read().decode('utf8').strip(\"\\n\"))\n",
-        "  p = subprocess.Popen([\"lt\", \"--port\", \"{}\".format(port)], stdout=subprocess.PIPE)\n",
-        "  for line in p.stdout:\n",
-        "    print(line.decode(), end='')\n",
-        "\n",
-        "\n",
-        "threading.Thread(target=iframe_thread, daemon=True, args=(8188,)).start()\n",
-        "\n",
-        "!python main.py --dont-print-server"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "gggggggggg"
-      },
-      "source": [
-        "### Run ComfyUI with colab iframe (use only in case the previous way with localtunnel doesn't work)\n",
-        "\n",
-        "You should see the ui appear in an iframe. If you get a 403 error, it's your firefox settings or an extension that's messing things up.\n",
-        "\n",
-        "If you want to open it in another window use the link.\n",
-        "\n",
-        "Note that some UI features like live image previews won't work because the colab iframe blocks websockets."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "hhhhhhhhhh"
-      },
-      "outputs": [],
-      "source": [
-        "import threading\n",
-        "import time\n",
-        "import socket\n",
-        "def iframe_thread(port):\n",
-        "  while True:\n",
-        "      time.sleep(0.5)\n",
-        "      sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n",
-        "      result = sock.connect_ex(('127.0.0.1', port))\n",
-        "      if result == 0:\n",
-        "        break\n",
-        "      sock.close()\n",
-        "  from google.colab import output\n",
-        "  output.serve_kernel_port_as_iframe(port, height=1024)\n",
-        "  print(\"to open it in a window you can open this link here:\")\n",
-        "  output.serve_kernel_port_as_window(port)\n",
-        "\n",
-        "threading.Thread(target=iframe_thread, daemon=True, args=(8188,)).start()\n",
-        "\n",
-        "!python main.py --dont-print-server"
-      ]
-    }
-  ],
-  "metadata": {
-    "accelerator": "GPU",
-    "colab": {
-      "provenance": []
-    },
-    "gpuClass": "standard",
-    "kernelspec": {
-      "display_name": "Python 3",
-      "name": "python3"
-    },
-    "language_info": {
-      "name": "python"
-    }
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "aaaaaaaaaa"
+   },
+   "source": [
+    "Git clone the repo and install the requirements. (ignore the pip errors about protobuf)"
+   ]
  },
-  "nbformat": 4,
-  "nbformat_minor": 0
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "bbbbbbbbbb"
+   },
+   "outputs": [],
+   "source": [
+    "# #@title Environment Setup\n",
+    "\n",
+    "from pathlib import Path\n",
+    "\n",
+    "OPTIONS = {}\n",
+    "\n",
+    "USE_GOOGLE_DRIVE = True  #@param {type:\"boolean\"}\n",
+    "UPDATE_COMFY_UI = True  #@param {type:\"boolean\"}\n",
+    "USE_COMFYUI_MANAGER = True  #@param {type:\"boolean\"}\n",
+    "INSTALL_CUSTOM_NODES_DEPENDENCIES = True  #@param {type:\"boolean\"}\n",
+    "OPTIONS['USE_GOOGLE_DRIVE'] = USE_GOOGLE_DRIVE\n",
+    "OPTIONS['UPDATE_COMFY_UI'] = UPDATE_COMFY_UI\n",
+    "OPTIONS['USE_COMFYUI_MANAGER'] = USE_COMFYUI_MANAGER\n",
+    "OPTIONS['INSTALL_CUSTOM_NODES_DEPENDENCIES'] = INSTALL_CUSTOM_NODES_DEPENDENCIES\n",
+    "\n",
+    "current_dir = !pwd\n",
+    "WORKSPACE = f\"{current_dir[0]}/ComfyUI\"\n",
+    "\n",
+    "if OPTIONS['USE_GOOGLE_DRIVE']:\n",
+    "    !echo \"Mounting Google Drive...\"\n",
+    "    %cd /\n",
+    "\n",
+    "    from google.colab import drive\n",
+    "    drive.mount('/content/drive')\n",
+    "\n",
+    "    WORKSPACE = \"/content/drive/MyDrive/ComfyUI\"\n",
+    "    %cd /content/drive/MyDrive\n",
+    "\n",
+    "![ ! -d $WORKSPACE ] && echo -= Initial setup ComfyUI =- && git clone https://github.com/comfyanonymous/ComfyUI\n",
+    "%cd $WORKSPACE\n",
+    "\n",
+    "if OPTIONS['UPDATE_COMFY_UI']:\n",
+    "  !echo -= Updating ComfyUI =-\n",
+    "\n",
+    "  # Correction of the issue of permissions being deleted on Google Drive.\n",
+    "  ![ -f \".ci/nightly/update_windows/update_comfyui_and_python_dependencies.bat\" ] && chmod 755 .ci/nightly/update_windows/update_comfyui_and_python_dependencies.bat\n",
+    "  ![ -f \".ci/nightly/windows_base_files/run_nvidia_gpu.bat\" ] && chmod 755 .ci/nightly/windows_base_files/run_nvidia_gpu.bat\n",
+    "  ![ -f \".ci/update_windows/update_comfyui_and_python_dependencies.bat\" ] && chmod 755 .ci/update_windows/update_comfyui_and_python_dependencies.bat\n",
+    "  ![ -f \".ci/update_windows_cu118/update_comfyui_and_python_dependencies.bat\" ] && chmod 755 .ci/update_windows_cu118/update_comfyui_and_python_dependencies.bat\n",
+    "  ![ -f \".ci/update_windows/update.py\" ] && chmod 755 .ci/update_windows/update.py\n",
+    "  ![ -f \".ci/update_windows/update_comfyui.bat\" ] && chmod 755 .ci/update_windows/update_comfyui.bat\n",
+    "  ![ -f \".ci/update_windows/README_VERY_IMPORTANT.txt\" ] && chmod 755 .ci/update_windows/README_VERY_IMPORTANT.txt\n",
+    "  ![ -f \".ci/update_windows/run_cpu.bat\" ] && chmod 755 .ci/update_windows/run_cpu.bat\n",
+    "  ![ -f \".ci/update_windows/run_nvidia_gpu.bat\" ] && chmod 755 .ci/update_windows/run_nvidia_gpu.bat\n",
+    "\n",
+    "  !git pull\n",
+    "\n",
+    "!echo -= Install dependencies =-\n",
+    "!pip3 install accelerate\n",
+    "!pip3 install einops transformers>=4.28.1 safetensors>=0.4.2 aiohttp pyyaml Pillow scipy tqdm psutil tokenizers>=0.13.3\n",
+    "!pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121\n",
+    "!pip3 install torchsde\n",
+    "!pip3 install kornia>=0.7.1 spandrel soundfile sentencepiece\n",
+    "\n",
+    "if OPTIONS['USE_COMFYUI_MANAGER']:\n",
+    "  %cd custom_nodes\n",
+    "\n",
+    "  # Correction of the issue of permissions being deleted on Google Drive.\n",
+    "  ![ -f \"ComfyUI-Manager/check.sh\" ] && chmod 755 ComfyUI-Manager/check.sh\n",
+    "  ![ -f \"ComfyUI-Manager/scan.sh\" ] && chmod 755 ComfyUI-Manager/scan.sh\n",
+    "  ![ -f \"ComfyUI-Manager/node_db/dev/scan.sh\" ] && chmod 755 ComfyUI-Manager/node_db/dev/scan.sh\n",
+    "  ![ -f \"ComfyUI-Manager/node_db/tutorial/scan.sh\" ] && chmod 755 ComfyUI-Manager/node_db/tutorial/scan.sh\n",
+    "  ![ -f \"ComfyUI-Manager/scripts/install-comfyui-venv-linux.sh\" ] && chmod 755 ComfyUI-Manager/scripts/install-comfyui-venv-linux.sh\n",
+    "  ![ -f \"ComfyUI-Manager/scripts/install-comfyui-venv-win.bat\" ] && chmod 755 ComfyUI-Manager/scripts/install-comfyui-venv-win.bat\n",
+    "\n",
+    "  ![ ! -d ComfyUI-Manager ] && echo -= Initial setup ComfyUI-Manager =- && git clone https://github.com/ltdrdata/ComfyUI-Manager\n",
+    "  %cd ComfyUI-Manager\n",
+    "  !git pull\n",
+    "\n",
+    "%cd $WORKSPACE\n",
+    "\n",
+    "if OPTIONS['INSTALL_CUSTOM_NODES_DEPENDENCIES']:\n",
+    "  !echo -= Install custom nodes dependencies =-\n",
+    "  !pip install GitPython\n",
+    "  !python custom_nodes/ComfyUI-Manager/cm-cli.py restore-dependencies\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "cccccccccc"
+   },
+   "source": [
+    "Download some models/checkpoints/vae or custom comfyui nodes (uncomment the commands for the ones you want)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "dddddddddd"
+   },
+   "outputs": [],
+   "source": [
+    "# Checkpoints\n",
+    "\n",
+    "### SDXL\n",
+    "### I recommend these workflow examples: https://comfyanonymous.github.io/ComfyUI_examples/sdxl/\n",
+    "\n",
+    "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_base_1.0.safetensors -P ./models/checkpoints/\n",
+    "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0/resolve/main/sd_xl_refiner_1.0.safetensors -P ./models/checkpoints/\n",
+    "\n",
+    "# SDXL ReVision\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/clip_vision_g/resolve/main/clip_vision_g.safetensors -P ./models/clip_vision/\n",
+    "\n",
+    "# SD1.5\n",
+    "!wget -c https://huggingface.co/runwayml/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.ckpt -P ./models/checkpoints/\n",
+    "\n",
+    "# SD2\n",
+    "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-2-1-base/resolve/main/v2-1_512-ema-pruned.safetensors -P ./models/checkpoints/\n",
+    "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-2-1/resolve/main/v2-1_768-ema-pruned.safetensors -P ./models/checkpoints/\n",
+    "\n",
+    "# Some SD1.5 anime style\n",
+    "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/AbyssOrangeMix2/AbyssOrangeMix2_hard.safetensors -P ./models/checkpoints/\n",
+    "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/AbyssOrangeMix3/AOM3A1_orangemixs.safetensors -P ./models/checkpoints/\n",
+    "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/AbyssOrangeMix3/AOM3A3_orangemixs.safetensors -P ./models/checkpoints/\n",
+    "#!wget -c https://huggingface.co/Linaqruf/anything-v3.0/resolve/main/anything-v3-fp16-pruned.safetensors -P ./models/checkpoints/\n",
+    "\n",
+    "# Waifu Diffusion 1.5 (anime style SD2.x 768-v)\n",
+    "#!wget -c https://huggingface.co/waifu-diffusion/wd-1-5-beta3/resolve/main/wd-illusion-fp16.safetensors -P ./models/checkpoints/\n",
+    "\n",
+    "\n",
+    "# unCLIP models\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/illuminatiDiffusionV1_v11_unCLIP/resolve/main/illuminatiDiffusionV1_v11-unclip-h-fp16.safetensors -P ./models/checkpoints/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/wd-1.5-beta2_unCLIP/resolve/main/wd-1-5-beta2-aesthetic-unclip-h-fp16.safetensors -P ./models/checkpoints/\n",
+    "\n",
+    "\n",
+    "# VAE\n",
+    "!wget -c https://huggingface.co/stabilityai/sd-vae-ft-mse-original/resolve/main/vae-ft-mse-840000-ema-pruned.safetensors -P ./models/vae/\n",
+    "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/VAEs/orangemix.vae.pt -P ./models/vae/\n",
+    "#!wget -c https://huggingface.co/hakurei/waifu-diffusion-v1-4/resolve/main/vae/kl-f8-anime2.ckpt -P ./models/vae/\n",
+    "\n",
+    "\n",
+    "# Loras\n",
+    "#!wget -c https://civitai.com/api/download/models/10350 -O ./models/loras/theovercomer8sContrastFix_sd21768.safetensors #theovercomer8sContrastFix SD2.x 768-v\n",
+    "#!wget -c https://civitai.com/api/download/models/10638 -O ./models/loras/theovercomer8sContrastFix_sd15.safetensors #theovercomer8sContrastFix SD1.x\n",
+    "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_offset_example-lora_1.0.safetensors -P ./models/loras/ #SDXL offset noise lora\n",
+    "\n",
+    "\n",
+    "# T2I-Adapter\n",
+    "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_depth_sd14v1.pth -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_seg_sd14v1.pth -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_sketch_sd14v1.pth -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_keypose_sd14v1.pth -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_openpose_sd14v1.pth -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_color_sd14v1.pth -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_canny_sd14v1.pth -P ./models/controlnet/\n",
+    "\n",
+    "# T2I Styles Model\n",
+    "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_style_sd14v1.pth -P ./models/style_models/\n",
+    "\n",
+    "# CLIPVision model (needed for styles model)\n",
+    "#!wget -c https://huggingface.co/openai/clip-vit-large-patch14/resolve/main/pytorch_model.bin -O ./models/clip_vision/clip_vit14.bin\n",
+    "\n",
+    "\n",
+    "# ControlNet\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11e_sd15_ip2p_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11e_sd15_shuffle_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_canny_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11f1p_sd15_depth_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_inpaint_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_lineart_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_mlsd_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_normalbae_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_openpose_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_scribble_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_seg_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_softedge_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15s2_lineart_anime_fp16.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11u_sd15_tile_fp16.safetensors -P ./models/controlnet/\n",
+    "\n",
+    "# ControlNet SDXL\n",
+    "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-canny-rank256.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-depth-rank256.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-recolor-rank256.safetensors -P ./models/controlnet/\n",
+    "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-sketch-rank256.safetensors -P ./models/controlnet/\n",
+    "\n",
+    "# Controlnet Preprocessor nodes by Fannovel16\n",
+    "#!cd custom_nodes && git clone https://github.com/Fannovel16/comfy_controlnet_preprocessors; cd comfy_controlnet_preprocessors && python install.py\n",
+    "\n",
+    "\n",
+    "# GLIGEN\n",
+    "#!wget -c https://huggingface.co/comfyanonymous/GLIGEN_pruned_safetensors/resolve/main/gligen_sd14_textbox_pruned_fp16.safetensors -P ./models/gligen/\n",
+    "\n",
+    "\n",
+    "# ESRGAN upscale model\n",
+    "#!wget -c https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth -P ./models/upscale_models/\n",
+    "#!wget -c https://huggingface.co/sberbank-ai/Real-ESRGAN/resolve/main/RealESRGAN_x2.pth -P ./models/upscale_models/\n",
+    "#!wget -c https://huggingface.co/sberbank-ai/Real-ESRGAN/resolve/main/RealESRGAN_x4.pth -P ./models/upscale_models/\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "kkkkkkkkkkkkkkk"
+   },
+   "source": [
+    "### Run ComfyUI with cloudflared (Recommended Way)\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "jjjjjjjjjjjjjj"
+   },
+   "outputs": [],
+   "source": [
+    "!wget -P ~ https://github.com/cloudflare/cloudflared/releases/latest/download/cloudflared-linux-amd64.deb\n",
+    "!dpkg -i ~/cloudflared-linux-amd64.deb\n",
+    "\n",
+    "import subprocess\n",
+    "import threading\n",
+    "import time\n",
+    "import socket\n",
+    "import urllib.request\n",
+    "\n",
+    "def iframe_thread(port):\n",
+    "  while True:\n",
+    "      time.sleep(0.5)\n",
+    "      sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n",
+    "      result = sock.connect_ex(('127.0.0.1', port))\n",
+    "      if result == 0:\n",
+    "        break\n",
+    "      sock.close()\n",
+    "  print(\"\\nComfyUI finished loading, trying to launch cloudflared (if it gets stuck here cloudflared is having issues)\\n\")\n",
+    "\n",
+    "  p = subprocess.Popen([\"cloudflared\", \"tunnel\", \"--url\", \"http://127.0.0.1:{}\".format(port)], stdout=subprocess.PIPE, stderr=subprocess.PIPE)\n",
+    "  for line in p.stderr:\n",
+    "    l = line.decode()\n",
+    "    if \"trycloudflare.com \" in l:\n",
+    "      print(\"This is the URL to access ComfyUI:\", l[l.find(\"http\"):], end='')\n",
+    "    #print(l, end='')\n",
+    "\n",
+    "\n",
+    "threading.Thread(target=iframe_thread, daemon=True, args=(8188,)).start()\n",
+    "\n",
+    "!python main.py --dont-print-server"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "kkkkkkkkkkkkkk"
+   },
+   "source": [
+    "### Run ComfyUI with localtunnel\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "jjjjjjjjjjjjj"
+   },
+   "outputs": [],
+   "source": [
+    "!npm install -g localtunnel\n",
+    "\n",
+    "import subprocess\n",
+    "import threading\n",
+    "import time\n",
+    "import socket\n",
+    "import urllib.request\n",
+    "\n",
+    "def iframe_thread(port):\n",
+    "  while True:\n",
+    "      time.sleep(0.5)\n",
+    "      sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n",
+    "      result = sock.connect_ex(('127.0.0.1', port))\n",
+    "      if result == 0:\n",
+    "        break\n",
+    "      sock.close()\n",
+    "  print(\"\\nComfyUI finished loading, trying to launch localtunnel (if it gets stuck here localtunnel is having issues)\\n\")\n",
+    "\n",
+    "  print(\"The password/enpoint ip for localtunnel is:\", urllib.request.urlopen('https://ipv4.icanhazip.com').read().decode('utf8').strip(\"\\n\"))\n",
+    "  p = subprocess.Popen([\"lt\", \"--port\", \"{}\".format(port)], stdout=subprocess.PIPE)\n",
+    "  for line in p.stdout:\n",
+    "    print(line.decode(), end='')\n",
+    "\n",
+    "\n",
+    "threading.Thread(target=iframe_thread, daemon=True, args=(8188,)).start()\n",
+    "\n",
+    "!python main.py --dont-print-server"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "gggggggggg"
+   },
+   "source": [
+    "### Run ComfyUI with colab iframe (use only in case the previous way with localtunnel doesn't work)\n",
+    "\n",
+    "You should see the ui appear in an iframe. If you get a 403 error, it's your firefox settings or an extension that's messing things up.\n",
+    "\n",
+    "If you want to open it in another window use the link.\n",
+    "\n",
+    "Note that some UI features like live image previews won't work because the colab iframe blocks websockets."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "hhhhhhhhhh"
+   },
+   "outputs": [],
+   "source": [
+    "import threading\n",
+    "import time\n",
+    "import socket\n",
+    "def iframe_thread(port):\n",
+    "  while True:\n",
+    "      time.sleep(0.5)\n",
+    "      sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n",
+    "      result = sock.connect_ex(('127.0.0.1', port))\n",
+    "      if result == 0:\n",
+    "        break\n",
+    "      sock.close()\n",
+    "  from google.colab import output\n",
+    "  output.serve_kernel_port_as_iframe(port, height=1024)\n",
+    "  print(\"to open it in a window you can open this link here:\")\n",
+    "  output.serve_kernel_port_as_window(port)\n",
+    "\n",
+    "threading.Thread(target=iframe_thread, daemon=True, args=(8188,)).start()\n",
+    "\n",
+    "!python main.py --dont-print-server"
+   ]
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "colab": {
+   "provenance": []
+  },
+  "gpuClass": "standard",
+  "kernelspec": {
+   "display_name": "Python 3",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
 }
--- a/prestartup_script.py
+++ b/prestartup_script.py
@@ -84,6 +84,7 @@ if os.path.exists(pip_overrides_path):
    with open(pip_overrides_path, 'r', encoding="UTF-8", errors="ignore") as json_file:
        cm_global.pip_overrides = json.load(json_file)
        cm_global.pip_overrides['numpy'] = 'numpy<2'
+        cm_global.pip_overrides['ultralytics'] = 'ultralytics==8.3.40'  # for security


 def remap_pip_package(pkg):
@@ -98,36 +99,6 @@ def remap_pip_package(pkg):
 std_log_lock = threading.Lock()


-class TerminalHook:
-    def __init__(self):
-        self.hooks = {}
-
-    def add_hook(self, k, v):
-        self.hooks[k] = v
-
-    def remove_hook(self, k):
-        if k in self.hooks:
-            del self.hooks[k]
-
-    def write_stderr(self, msg):
-        for v in self.hooks.values():
-            try:
-                v.write_stderr(msg)
-            except Exception:
-                pass
-
-    def write_stdout(self, msg):
-        for v in self.hooks.values():
-            try:
-                v.write_stdout(msg)
-            except Exception:
-                pass
-
-
-terminal_hook = TerminalHook()
-sys.__comfyui_manager_terminal_hook = terminal_hook
-
-
 def handle_stream(stream, prefix):
    stream.reconfigure(encoding=locale.getpreferredencoding(), errors='replace')
    for msg in stream:
@@ -257,7 +228,7 @@ try:

        def sync_write(self, message, file_only=False):
            with log_lock:
-                timestamp = datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S')[:-3]
+                timestamp = datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S.%f')[:-3]
                if self.last_char != '\n':
                    log_file.write(message)
                else:
@@ -270,11 +241,9 @@ try:
                    if self.is_stdout:
                        write_stdout(message)
                        original_stdout.flush()
-                        terminal_hook.write_stderr(message)
                    else:
                        write_stderr(message)
                        original_stderr.flush()
-                        terminal_hook.write_stdout(message)

        def flush(self):
            log_file.flush()
@@ -417,30 +386,7 @@ check_bypass_ssl()
 # Perform install
 processed_install = set()
 script_list_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), "startup-scripts", "install-scripts.txt")
-pip_map = None
-
-
-def get_installed_packages():
-    global pip_map
-
-    if pip_map is None:
-        try:
-            result = subprocess.check_output([sys.executable, '-m', 'pip', 'list'], universal_newlines=True)
-
-            pip_map = {}
-            for line in result.split('\n'):
-                x = line.strip()
-                if x:
-                    y = line.split()
-                    if y[0] == 'Package' or y[0].startswith('-'):
-                        continue
-
-                    pip_map[y[0]] = y[1]
-        except subprocess.CalledProcessError as e:
-            print(f"[ComfyUI-Manager] Failed to retrieve the information of installed pip packages.")
-            return set()
-
-    return pip_map
+pip_fixer = PIPFixer(get_installed_packages())


 def is_installed(name):
@@ -652,8 +598,11 @@ if os.path.exists(script_list_path):
    print("\n[ComfyUI-Manager] Startup script completed.")
    print("#######################################################################\n")

+pip_fixer.fix_broken()
+
 del processed_install
-del pip_map
+del pip_fixer
+clear_pip_cache()


 def check_windows_event_loop_policy():
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [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 = "2.51.2"
+version = "2.55.5"
 license = { file = "LICENSE.txt" }
 dependencies = ["GitPython", "PyGithub", "matrix-client==0.4.0", "transformers", "huggingface-hub>0.20", "typer", "rich", "typing-extensions"]

--- a/scanner.py
+++ b/scanner.py
@@ -245,7 +245,10 @@ def get_py_urls_from_json(json_file):


 def clone_or_pull_git_repository(git_url):
-    repo_name = git_url.split("/")[-1].split(".")[0]
+    repo_name = git_url.split("/")[-1]
+    if repo_name.endswith(".git"):
+        repo_name = repo_name[:-4]
+        
    repo_dir = os.path.join(temp_dir, repo_name)

    if os.path.exists(repo_dir):