Merge branch 'ltdrdata:main' into hangover3832

.gitignore

@@ -11,3 +11,4 @@ startup-scripts/**
 matrix_auth
 channels.list
 comfyworkflows_sharekey
+github-stats-cache.json

README.md

@@ -153,7 +153,7 @@ This repository provides Colab notebooks that allow you to install and use Comfy
 * Press the "Restore" button to revert to the installation status of the respective snapshot.
   * However, for custom nodes not managed by Git, snapshot support is incomplete.
 * When you press `Restore`, it will take effect on the next ComfyUI startup.
-
+  * The selected snapshot file is saved in `ComfyUI-Manager/startup-scripts/restore-snapshot.json`, and upon restarting ComfyUI, the snapshot is applied and then deleted.
 
 ![model-install-dialog](misc/snapshot.jpg)
 
@@ -272,6 +272,13 @@ NODE_CLASS_MAPPINGS.update({
     
   * `Possible(left) + Copy(right)`: When you Double-Click on the left half of the title, it operates as `Possible Input Connections`, and when you Double-Click on the right half, it operates as `Copy All Connections`.
 
+* Prevent downgrade of specific packages
+  * List the package names in the `downgrade_blacklist` section of the `config.ini` file, separating them with commas.
+    * e.g
+    ```
+      downgrade_blacklist = diffusers, kornia
+    ```
+
 ## Troubleshooting
 * If your `git.exe` is installed in a specific location other than system git, please install ComfyUI-Manager and run ComfyUI. Then, specify the path including the file name in `git_exe = ` in the ComfyUI-Manager/config.ini file that is generated.
 * If updating ComfyUI-Manager itself fails, please go to the **ComfyUI-Manager** directory and execute the command `git update-ref refs/remotes/origin/main a361cc1 && git fetch --all && git pull`.

__init__.py

@@ -17,6 +17,7 @@ import re
 import nodes
 import hashlib
 from datetime import datetime
+from distutils.version import StrictVersion
 
 
 try:
@@ -29,7 +30,7 @@ except:
     print(f"[WARN] ComfyUI-Manager: Your ComfyUI version is outdated. Please update to the latest version.")
 
 
-version = [2, 11]
+version = [2, 13, 1]
 version_str = f"V{version[0]}.{version[1]}" + (f'.{version[2]}' if len(version) > 2 else '')
 print(f"### Loading: ComfyUI-Manager ({version_str})")
 
@@ -38,19 +39,56 @@ comfy_ui_hash = "-"
 
 cache_lock = threading.Lock()
 
+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
+
+
+def clear_pip_cache():
+    global pip_map
+    pip_map = None
+
 
 def is_blacklisted(name):
     name = name.strip()
 
-    pattern = r'([^<>!=]+)([<>!=]=?)'
+    pattern = r'([^<>!=]+)([<>!=]=?)(.*)'
     match = re.search(pattern, name)
 
     if match:
         name = match.group(1)
 
     if name in cm_global.pip_downgrade_blacklist:
-        if match is None or match.group(2) in ['<=', '==', '<']:
+        pips = get_installed_packages()
-            return True
+
+        if match is None:
+            if name in pips:
+                return True
+        elif match.group(2) in ['<=', '==', '<']:
+            if name in pips:
+                if StrictVersion(pips[name]) >= StrictVersion(match.group(3)):
+                    return True
 
     return False
 
@@ -194,7 +232,8 @@ def write_config():
         'component_policy': get_config()['component_policy'],
         'double_click_policy': get_config()['double_click_policy'],
         'windows_selector_event_loop_policy': get_config()['windows_selector_event_loop_policy'],
-        'model_download_by_agent': get_config()['model_download_by_agent']
+        'model_download_by_agent': get_config()['model_download_by_agent'],
+        'downgrade_blacklist': get_config()['downgrade_blacklist']
     }
     with open(config_path, 'w') as configfile:
         config.write(configfile)
@@ -219,6 +258,7 @@ def read_config():
                     'double_click_policy': default_conf['double_click_policy'] if 'double_click_policy' in default_conf else 'copy-all',
                     'windows_selector_event_loop_policy': default_conf['windows_selector_event_loop_policy'] if 'windows_selector_event_loop_policy' in default_conf else False,
                     'model_download_by_agent': default_conf['model_download_by_agent'] if 'model_download_by_agent' in default_conf else False,
+                    'downgrade_blacklist': default_conf['downgrade_blacklist'] if 'downgrade_blacklist' in default_conf else '',
                }
 
     except Exception:
@@ -235,6 +275,7 @@ def read_config():
             'double_click_policy': 'copy-all',
             'windows_selector_event_loop_policy': False,
             'model_download_by_agent': False,
+            'downgrade_blacklist': ''
         }
 
 
@@ -307,7 +348,6 @@ def try_install_script(url, repo_path, install_cmd):
                 print(f"[ComfyUI-Manager] skip black listed pip installation: '{install_cmd[4]}'")
                 return True
 
-
         print(f"\n## ComfyUI-Manager: EXECUTE => {install_cmd}")
         code = run_script(install_cmd, cwd=repo_path)
 
@@ -581,6 +621,20 @@ async def get_data(uri, silent=False):
     json_obj = json.loads(json_text)
     return json_obj
 
+async def populate_github_stats(json_obj, filename, silent=False):
+    uri = os.path.join(comfyui_manager_path, filename)
+    with open(uri, "r", encoding='utf-8') as f:
+        github_stats = json.load(f)
+    if 'custom_nodes' in json_obj:
+        for i, node in enumerate(json_obj['custom_nodes']):
+            url = node['reference']
+            if url in github_stats:
+                json_obj['custom_nodes'][i]['stars'] = github_stats[url]['stars']
+                json_obj['custom_nodes'][i]['last_update'] = github_stats[url]['last_update']
+            else:
+                json_obj['custom_nodes'][i]['stars'] = -1
+                json_obj['custom_nodes'][i]['last_update'] = -1
+        return json_obj
 
 def setup_js():
     import nodes
@@ -831,6 +885,7 @@ def nickname_filter(json_obj):
 
     return json_obj
 
+
 @server.PromptServer.instance.routes.get("/customnode/getmappings")
 async def fetch_customnode_mappings(request):
     mode = request.rel_url.query["mode"]
@@ -903,6 +958,8 @@ async def update_all(request):
         return web.json_response(res, status=status, content_type='application/json')
     except:
         return web.Response(status=400)
+    finally:
+        clear_pip_cache()
 
 
 def convert_markdown_to_html(input_text):
@@ -962,6 +1019,7 @@ async def fetch_customnode_list(request):
         channel = get_config()['channel_url']
 
     json_obj = await get_data_by_mode(request.rel_url.query["mode"], 'custom-node-list.json')
+    json_obj = await populate_github_stats(json_obj, "github-stats.json")
 
     def is_ignored_notice(code):
         global version
@@ -1586,6 +1644,8 @@ async def install_custom_node(request):
             install_cmd = [sys.executable, "-m", "pip", "install", pname]
             try_install_script(json_data['files'][0], ".", install_cmd)
 
+    clear_pip_cache()
+
     if res:
         print(f"After restarting ComfyUI, please refresh the browser.")
         return web.json_response({}, content_type='application/json')
@@ -1684,6 +1744,8 @@ async def update_custom_node(request):
     if install_type == "git-clone":
         res = gitclone_update(json_data['files'])
 
+    clear_pip_cache()
+
     if res:
         print(f"After restarting ComfyUI, please refresh the browser.")
         return web.json_response({}, content_type='application/json')
@@ -2132,6 +2194,7 @@ if hasattr(server.PromptServer.instance, "app"):
     cors_middleware = server.create_cors_middleware(args.enable_cors_header)
     app.middlewares.append(cors_middleware)
 
+
 @server.PromptServer.instance.routes.post("/manager/set_esheep_workflow_and_images")
 async def set_esheep_workflow_and_images(request):
     json_data = await request.json()
@@ -2141,12 +2204,14 @@ async def set_esheep_workflow_and_images(request):
         json.dump(json_data, file, indent=4)
         return web.Response(status=200)
 
+
 @server.PromptServer.instance.routes.get("/manager/get_esheep_workflow_and_images")
 async def get_esheep_workflow_and_images(request):
      with open(os.path.join(comfyui_manager_path, "esheep_share_message.json"), 'r', encoding='utf-8') as file:
         data = json.load(file)
         return web.Response(status=200, text=json.dumps(data))
 
+
 def set_matrix_auth(json_data):
     homeserver = json_data['homeserver']
     username = json_data['username']
@@ -2188,6 +2253,7 @@ def extract_model_file_names(json_data):
     recursive_search(json_data)
     return [f for f in list(file_names) if os.path.splitext(f)[1] in model_filename_extensions]
 
+
 def find_file_paths(base_dir, file_names):
     """Find the paths of the files in the base directory."""
     file_paths = {}
@@ -2201,6 +2267,7 @@ def find_file_paths(base_dir, file_names):
                 file_paths[file] = os.path.join(root, file)
     return file_paths
 
+
 def compute_sha256_checksum(filepath):
     """Compute the SHA256 checksum of a file, in chunks"""
     sha256 = hashlib.sha256()
@@ -2209,6 +2276,7 @@ def compute_sha256_checksum(filepath):
             sha256.update(chunk)
     return sha256.hexdigest()
 
+
 @server.PromptServer.instance.routes.post("/manager/share")
 async def share_art(request):
     # get json data

custom-node-list.json

@@ -266,16 +266,6 @@
             ],
             "description": "CLIPTextEncodeBLIP: This custom node provides a CLIP Encoder that is capable of receiving images as input."
         },
-        {
-            "author": "Davemane42",
-            "title": "Visual Area Conditioning / Latent composition",
-            "reference": "https://github.com/Davemane42/ComfyUI_Dave_CustomNode",
-            "files": [
-                "https://github.com/Davemane42/ComfyUI_Dave_CustomNode"
-            ],
-            "install_type": "git-clone",
-            "description": "This tool provides custom nodes that allow visualization and configuration of area conditioning and latent composite."
-        },
         {
             "author": "WASasquatch",
             "title": "WAS Node Suite",
@@ -3452,6 +3442,16 @@
             "install_type": "git-clone",
             "description": "Unofficial implementation of [a/DepthFM](https://github.com/CompVis/depth-fm) for ComfyUI"
         },
+        {
+            "author": "ZHO-ZHO-ZHO",
+            "title": "ComfyUI-BiRefNet-ZHO",
+            "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BiRefNet-ZHO",
+            "files": [
+                "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BiRefNet-ZHO"
+            ],
+            "install_type": "git-clone",
+            "description": "Better version for [a/BiRefNet](https://github.com/zhengpeng7/birefnet) in ComfyUI | Both img and video"
+        },
         {
             "author": "kenjiqq",
             "title": "qq-nodes-comfyui",
@@ -4302,6 +4302,7 @@
             "files": [
                 "https://github.com/crystian/ComfyUI-Crystools"
             ],
+            "nodename_pattern": " \\[Crystools\\]$",
             "install_type": "git-clone",
             "description": "With this suit, you can see the resources monitor, progress bar & time elapsed, metadata and compare between two images, compare between two JSONs, show any value to console/display, pipes, and more!\nThis provides better nodes to load/save images, previews, etc, and see \"hidden\" data without loading a new workflow."
         },
@@ -4506,6 +4507,16 @@
             "install_type": "git-clone",
             "description": "Nodes:3D Pose Editor"
         },
+        {
+            "author": "chaojie",
+            "title": "ComfyUI-MuseV",
+            "reference": "https://github.com/chaojie/ComfyUI-MuseV",
+            "files": [
+                "https://github.com/chaojie/ComfyUI-MuseV"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI MuseV"
+        },
         {
             "author": "chaojie",
             "title": "ComfyUI-AniPortrait",
@@ -5798,6 +5809,16 @@
             "install_type": "git-clone",
             "description": "Nodes:Apply Ref UNet, Ref Sampler, Ref Sampler Custom"
         },
+        {
+            "author": "logtd",
+            "title": "ComfyUI-FLATTEN",
+            "reference": "https://github.com/logtd/ComfyUI-FLATTEN",
+            "files": [
+                "https://github.com/logtd/ComfyUI-FLATTEN"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI nodes to use [a/FLATTEN: optical FLow-guided ATTENtion for consistent text-to-video editing](https://github.com/yrcong/flatten)."
+        },
         {
             "author": "Big-Idea-Technology",
             "title": "ImageTextOverlay Node for ComfyUI",
@@ -6698,7 +6719,96 @@
             "install_type": "git-clone",
             "description": "This initiative represents a solo venture dedicated to integrating a stereopsis effect within ComfyUI (Stable Diffusion). Presently, the project is focused on the refinement of node categorization within a unified framework, as it is in the early stages of development. However, it has achieved functionality in a fundamental capacity. By processing a video through the Side-by-Side (SBS) node and applying Frame Delay to one of the inputs, it facilitates the creation of a stereopsis effect. This effect is compatible with any Virtual Reality headset that supports SBS video playback, offering a practical application in immersive media experiences."
         },
-        
+        {
+            "author": "nickve28",
+            "title": "Nich Comfy Utils",
+            "reference": "https://github.com/nickve28/nich-comfy-utils",
+            "files": [
+                "https://github.com/nickve28/nich-comfy-utils"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes:Image from Dir Selector (Nich)"
+        },
+        {
+            "author": "frankchieng",
+            "title": "ComfyUI_Aniportrait",
+            "reference": "https://github.com/frankchieng/ComfyUI_Aniportrait",
+            "files": [
+                "https://github.com/frankchieng/ComfyUI_Aniportrait"
+            ],
+            "install_type": "git-clone",
+            "description": "implementation of [a/Aniportrait](https://github.com/Zejun-Yang/AniPortrait)'s self driven,audio driven and Face reenacment in ComfyUI"
+        },
+        {
+            "author": "BlakeOne",
+            "title": "ComfyUI SchedulerMixer",
+            "reference": "https://github.com/BlakeOne/ComfyUI-SchedulerMixer",
+            "files": [
+                "https://github.com/BlakeOne/ComfyUI-SchedulerMixer"
+            ],
+            "install_type": "git-clone",
+            "description": "Create a custom scheduler from a weighted average of the built-in schedulers"
+        },
+        {
+            "author": "BlakeOne",
+            "title": "ComfyUI FastImageListToImageBatch",
+            "reference": "https://github.com/BlakeOne/ComfyUI-FastImageListToImageBatch",
+            "files": [
+                "https://github.com/BlakeOne/ComfyUI-FastImageListToImageBatch"
+            ],
+            "install_type": "git-clone",
+            "description": "Quickly convert a list of images to a batch of images. All images must be the same size. Great for long videos."
+        },
+        {
+            "author": "kale4eat",
+            "title": "ComfyUI_demucus",
+            "reference": "https://github.com/kale4eat/ComfyUI-path-util",
+            "files": [
+                "https://github.com/kale4eat/ComfyUI-path-util"
+            ],
+            "install_type": "git-clone",
+            "description": "Path utility for ComfyUI"
+        },
+        {
+            "author": "kale4eat",
+            "title": "ComfyUI-string-util",
+            "reference": "https://github.com/kale4eat/ComfyUI-string-util",
+            "files": [
+                "https://github.com/kale4eat/ComfyUI-string-util"
+            ],
+            "install_type": "git-clone",
+            "description": "String utility for ComfyUI"
+        },
+        {
+            "author": "kale4eat",
+            "title": "ComfyUI-text-file-util",
+            "reference": "https://github.com/kale4eat/ComfyUI-text-file-util",
+            "files": [
+                "https://github.com/kale4eat/ComfyUI-text-file-util"
+            ],
+            "install_type": "git-clone",
+            "description": "Text file utility for ComfyUI"
+        },
+        {
+            "author": "kijai",
+            "title": "ComfyUI-APISR",
+            "reference": "https://github.com/kijai/ComfyUI-APISR",
+            "files": [
+                "https://github.com/kijai/ComfyUI-APISR"
+            ],
+            "install_type": "git-clone",
+            "description": "Node to use [a/APISR](https://github.com/Kiteretsu77/APISR) upscale models in ComfyUI"
+        },
+        {
+            "author": "DrMWeigand",
+            "title": "ComfyUI Color Detection Nodes",
+            "reference": "https://github.com/DrMWeigand/ComfyUI_ColorImageDetection",
+            "files": [
+                "https://github.com/DrMWeigand/ComfyUI_ColorImageDetection"
+            ],
+            "install_type": "git-clone",
+            "description": "A collection of nodes for detecting color in images, leveraging RGB and LAB color spaces. These nodes aim to distinguish colored images from black and white, including those with color tints."
+        },
         
         
         

extension-node-map.json

@@ -328,6 +328,7 @@
             "Load Images Pair Batch",
             "Merge Tag",
             "Move Tag To Top",
+            "Reserve Tag",
             "Save Images Pair"
         ],
         {
@@ -554,6 +555,22 @@
             "title_aux": "ComfyUI-Path-Helper"
         }
     ],
+    "https://github.com/BlakeOne/ComfyUI-FastImageListToImageBatch": [
+        [
+            "FastImageListToImageBatch"
+        ],
+        {
+            "title_aux": "ComfyUI FastImageListToImageBatch"
+        }
+    ],
+    "https://github.com/BlakeOne/ComfyUI-SchedulerMixer": [
+        [
+            "SchedulerMixer"
+        ],
+        {
+            "title_aux": "ComfyUI SchedulerMixer"
+        }
+    ],
     "https://github.com/BlenderNeko/ComfyUI_ADV_CLIP_emb": [
         [
             "BNK_AddCLIPSDXLParams",
@@ -766,6 +783,7 @@
             "PrimereStyleLoader",
             "PrimereStylePile",
             "PrimereTextOutput",
+            "PrimereUpscaleModel",
             "PrimereVAE",
             "PrimereVAELoader",
             "PrimereVAESelector",
@@ -793,18 +811,6 @@
             "title_aux": "ComfyUI-ComfyCouple"
         }
     ],
-    "https://github.com/Davemane42/ComfyUI_Dave_CustomNode": [
-        [
-            "ABGRemover",
-            "ConditioningStretch",
-            "ConditioningUpscale",
-            "MultiAreaConditioning",
-            "MultiLatentComposite"
-        ],
-        {
-            "title_aux": "Visual Area Conditioning / Latent composition"
-        }
-    ],
     "https://github.com/Derfuu/Derfuu_ComfyUI_ModdedNodes": [
         [
             "Absolute value",
@@ -864,6 +870,15 @@
             "title_aux": "ComfyUI-Cre8it-Nodes"
         }
     ],
+    "https://github.com/DrMWeigand/ComfyUI_ColorImageDetection": [
+        [
+            "LABColorDetection",
+            "RGBColorDetection"
+        ],
+        {
+            "title_aux": "ComfyUI Color Detection Nodes"
+        }
+    ],
     "https://github.com/Electrofried/ComfyUI-OpenAINode": [
         [
             "OpenAINode"
@@ -1022,6 +1037,7 @@
         [
             "EmptyMotionData",
             "ExportSMPLTo3DSoftware",
+            "Export_SMPLMultipleSubjects_To_3DSoftware",
             "Human4D_Img2SMPL",
             "Humans4DLoader",
             "MotionCLIPTextEncode",
@@ -1030,6 +1046,7 @@
             "MotionDiffSimpleSampler",
             "RenderMultipleSubjectsSMPLMesh",
             "RenderSMPLMesh",
+            "Render_OpenPose_From_SMPL_Mesh_Multiple_Subjects",
             "SMPLLoader",
             "SMPLShapeParameters",
             "SaveSMPL",
@@ -1333,6 +1350,10 @@
             "Moondream Interrogator"
         ],
         {
+            "author": "AlexL",
+            "description": "An implementation of the moondream visual LLM",
+            "nickname": "Hangover-Moondream",
+            "title": "ComfyUI-Hangover-Moondream",
             "title_aux": "ComfyUI-Hangover-Moondream"
         }
     ],
@@ -1344,6 +1365,10 @@
             "Save Image w/o Metadata"
         ],
         {
+            "author": "AlexL",
+            "description": "Scales an input image into a given box size, whereby the aspect ratio keeps retained.",
+            "nickname": "Hangover-Image_Scale_Bouning_Box",
+            "title": "ComfyUI-Hangover-Image_Scale_Bouning_Box",
             "title_aux": "ComfyUI-Hangover-Nodes"
         }
     ],
@@ -1352,6 +1377,10 @@
             "Recognize Anything Model (RAM++)"
         ],
         {
+            "author": "AlexL",
+            "description": "An implementation of the Recognize Anything Model (RAM++) for ComfyUI. The counterpart of Segment Anything Model (SAM).",
+            "nickname": "Hangover-Recognize_Anything",
+            "title": "ComfyUI-Hangover-Recognize_Anything",
             "title_aux": "Recognize Anything Model (RAM++) for ComfyUI"
         }
     ],
@@ -1665,6 +1694,7 @@
             "ACN_ControlNetLoaderWithLoraAdvanced",
             "ACN_DefaultUniversalWeights",
             "ACN_ReferenceControlNet",
+            "ACN_ReferenceControlNetFinetune",
             "ACN_ReferencePreprocessor",
             "ACN_SparseCtrlIndexMethodNode",
             "ACN_SparseCtrlLoaderAdvanced",
@@ -2157,6 +2187,7 @@
             "DoubleClipTextEncode",
             "HashText",
             "IndoorBackgrounds",
+            "IntFloatDict",
             "LandscapeBackgrounds",
             "NatureColours",
             "OptimalCrop",
@@ -2547,9 +2578,10 @@
             "OneTimeMultiplyTransform",
             "OneTimeShiftTransform",
             "ShiftTransform",
-            "TSamplerWithTransform",
+            "TransformHijack",
             "TransformOffset",
             "TransformSampler",
+            "TransformSamplerAdvanced",
             "TransformsCombine"
         ],
         {
@@ -3981,16 +4013,6 @@
             "title_aux": "MergeBlockWeighted_fo_ComfyUI"
         }
     ],
-    "https://github.com/ZHO-ZHO-ZHO/ComfyUI-APISR": [
-        [
-            "APISR_Lterative_Zho",
-            "APISR_ModelLoader_Zho",
-            "APISR_Zho"
-        ],
-        {
-            "title_aux": "APISR IN COMFYUI"
-        }
-    ],
     "https://github.com/ZHO-ZHO-ZHO/ComfyUI-ArtGallery": [
         [
             "ArtGallery_Zho",
@@ -4013,6 +4035,15 @@
             "title_aux": "ComfyUI-BRIA_AI-RMBG"
         }
     ],
+    "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BiRefNet-ZHO": [
+        [
+            "BiRefNet_ModelLoader_Zho",
+            "BiRefNet_Zho"
+        ],
+        {
+            "title_aux": "ComfyUI-BiRefNet-ZHO"
+        }
+    ],
     "https://github.com/ZHO-ZHO-ZHO/ComfyUI-DepthFM": [
         [
             "DepthFM_Literative_Zho",
@@ -4188,6 +4219,7 @@
             "AudioToFFTs",
             "BatchAmplitudeSchedule",
             "ClipAmplitude",
+            "FloatArrayToGraph",
             "GateNormalizedAmplitude",
             "LoadAudio",
             "NormalizeAmplitude",
@@ -5252,6 +5284,15 @@
             "title_aux": "ComfyUI-MotionCtrl-SVD"
         }
     ],
+    "https://github.com/chaojie/ComfyUI-MuseV": [
+        [
+            "MuseVRun"
+        ],
+        {
+            "author": "infguo",
+            "title_aux": "ComfyUI-MuseV"
+        }
+    ],
     "https://github.com/chaojie/ComfyUI-Open-Sora": [
         [
             "OpenSoraLoader",
@@ -5923,6 +5964,17 @@
             "title_aux": "Cozy Reference Pose Generator"
         }
     ],
+    "https://github.com/crystian/ComfyUI-Crystools": [
+        [],
+        {
+            "author": "Crystian",
+            "description": "Plugins for multiples uses, mainly for debugging, you need them! IG: https://www.instagram.com/crystian.ia",
+            "nickname": "Crystools",
+            "nodename_pattern": " \\[Crystools\\]$",
+            "title": "Crystools",
+            "title_aux": "Crystools"
+        }
+    ],
     "https://github.com/cubiq/ComfyUI_FaceAnalysis": [
         [
             "FaceAnalysisModels",
@@ -6693,6 +6745,20 @@
             "title_aux": "RF Nodes"
         }
     ],
+    "https://github.com/frankchieng/ComfyUI_Aniportrait": [
+        [
+            "AniPortrait_Audio2Video",
+            "AniPortrait_Audio_Path",
+            "AniPortrait_Generate_Ref_Pose",
+            "AniPortrait_LoadVideoPath",
+            "AniPortrait_Pose_Gen_Video",
+            "AniPortrait_Ref_Image_Path",
+            "AniPortrait_Video_Gen_Pose"
+        ],
+        {
+            "title_aux": "ComfyUI_Aniportrait"
+        }
+    ],
     "https://github.com/gemell1/ComfyUI_GMIC": [
         [
             "GmicCliWrapper",
@@ -7322,6 +7388,60 @@
             "title_aux": "ComfyUI-Transformers"
         }
     ],
+    "https://github.com/kale4eat/ComfyUI-path-util": [
+        [
+            "path_util_PathAbspath",
+            "path_util_PathBasename",
+            "path_util_PathDirname",
+            "path_util_PathExists",
+            "path_util_PathIsdir",
+            "path_util_PathIsfile",
+            "path_util_PathJoin",
+            "path_util_PathRelpath",
+            "path_util_PathSplitext"
+        ],
+        {
+            "title_aux": "ComfyUI_demucus"
+        }
+    ],
+    "https://github.com/kale4eat/ComfyUI-string-util": [
+        [
+            "string_util_Str",
+            "string_util_StrConcat",
+            "string_util_StrCount",
+            "string_util_StrEndsWith",
+            "string_util_StrEqual",
+            "string_util_StrFind",
+            "string_util_StrFormat",
+            "string_util_StrJoin",
+            "string_util_StrLen",
+            "string_util_StrLower",
+            "string_util_StrLstrip",
+            "string_util_StrNotEqual",
+            "string_util_StrReplace",
+            "string_util_StrRstrip",
+            "string_util_StrSlice",
+            "string_util_StrSplit",
+            "string_util_StrStartsWith",
+            "string_util_StrStrip",
+            "string_util_StrUpper"
+        ],
+        {
+            "title_aux": "ComfyUI-string-util"
+        }
+    ],
+    "https://github.com/kale4eat/ComfyUI-text-file-util": [
+        [
+            "text_file_util_ReadAllLines",
+            "text_file_util_ReadAllText",
+            "text_file_util_WriteText",
+            "text_file_util_WriteTextLines",
+            "text_file_util_WriteTextWithSequentialNumbering"
+        ],
+        {
+            "title_aux": "ComfyUI-text-file-util"
+        }
+    ],
     "https://github.com/kenjiqq/qq-nodes-comfyui": [
         [
             "Any List",
@@ -7370,6 +7490,16 @@
             "title_aux": "Animatediff MotionLoRA Trainer"
         }
     ],
+    "https://github.com/kijai/ComfyUI-APISR": [
+        [
+            "APISR_Lterative_Zho",
+            "APISR_ModelLoader_Zho",
+            "APISR_Zho"
+        ],
+        {
+            "title_aux": "ComfyUI-APISR"
+        }
+    ],
     "https://github.com/kijai/ComfyUI-CCSR": [
         [
             "CCSR_Model_Select",
@@ -7768,6 +7898,19 @@
             "title_aux": "comfyui-easyapi-nodes"
         }
     ],
+    "https://github.com/logtd/ComfyUI-FLATTEN": [
+        [
+            "ApplyFlattenAttentionNode",
+            "CreateFlowNoiseNode",
+            "FlattenCheckpointLoaderNode",
+            "KSamplerFlattenNode",
+            "TrajectoryNode",
+            "UnsamplerFlattenNode"
+        ],
+        {
+            "title_aux": "ComfyUI-FLATTEN"
+        }
+    ],
     "https://github.com/logtd/ComfyUI-InstanceDiffusion": [
         [
             "ApplyScaleUModelNode",
@@ -7835,8 +7978,7 @@
     ],
     "https://github.com/longgui0318/comfyui-oms-diffusion": [
         [
-            "Additional Features With Attention",
+            "Additional Features With Attention"
-            "Extract Features With Unet"
         ],
         {
             "title_aux": "comfyui-oms-diffusion"
@@ -8402,6 +8544,7 @@
             "CreateMaskWithCanvas",
             "CreateRegionalPNGMask",
             "EightFloats",
+            "EvenOrOdd",
             "FloatMultiplication",
             "FourBooleanTrigger",
             "FourFloats",
@@ -8492,6 +8635,14 @@
             "title_aux": "ComfyUI-NegiTools"
         }
     ],
+    "https://github.com/nickve28/nich-comfy-utils": [
+        [
+            "Image from Dir Selector (Nich)"
+        ],
+        {
+            "title_aux": "Nich Comfy Utils"
+        }
+    ],
     "https://github.com/nicolai256/comfyUI_Nodes_nicolai256/raw/main/yugioh-presets.py": [
         [
             "yugioh_Presets"
@@ -9743,6 +9894,7 @@
     "https://github.com/toyxyz/ComfyUI_toyxyz_test_nodes": [
         [
             "CaptureWebcam",
+            "ImageResize_Padding",
             "LatentDelay",
             "LoadWebcamImage",
             "SaveImagetoPath"
@@ -10234,6 +10386,7 @@
             "easy if",
             "easy imageInsetCrop",
             "easy imagePixelPerfect",
+            "easy imageRatio",
             "easy imageRemBg",
             "easy imageRemoveBG",
             "easy imageSave",

js/custom-nodes-downloader.js

@@ -109,6 +109,9 @@ export class CustomNodesInstaller extends ComfyDialog {
 		this.manager_dialog = manager_dialog;
 		this.search_keyword = '';
 		this.element = $el("div.comfy-modal", { parent: document.body }, []);
+
+		this.currentSortProperty = ''; // The property currently being sorted
+		this.currentSortAscending = true; // The direction of the current sort		
 	}
 
 	startInstall(target) {
@@ -367,76 +370,165 @@ export class CustomNodesInstaller extends ComfyDialog {
 		}
 	}
 
+	sortData(property, ascending = true) {
+		this.data.sort((a, b) => {
+			// Check if either value is -1 and handle accordingly
+			if (a[property] === -1) return 1; // Always put a at the end if its value is -1
+			if (b[property] === -1) return -1; // Always put b at the end if its value is -1
+			// And be careful here, (-1<'2024-01-01') and (-1>'2024-01-01') are both false! So I handle -1 seperately.
+			if (a[property] < b[property]) return ascending ? -1 : 1;
+			if (a[property] > b[property]) return ascending ? 1 : -1;
+			return 0;
+		});
+	}
+
+	resetHeaderStyles() {
+		const headers = ['th_stars', 'th_last_update']; // Add the IDs of all your sortable headers here
+		headers.forEach(headerId => {
+			const header = this.element.querySelector(`#${headerId}`);
+			if (header) {
+				header.style.backgroundColor = ''; // Reset to default background color
+				// Add other style resets if necessary
+			}
+		});
+	}
+	
+	toggleSort(property) {
+		// If currently sorted by this property, toggle the direction; else, sort ascending
+		if (this.currentSortProperty === property) {
+			this.currentSortAscending = !this.currentSortAscending;
+		} else {
+			this.currentSortAscending = false;
+		}
+		this.currentSortProperty = property;
+	
+		this.resetHeaderStyles(); // Reset styles of all sortable headers
+
+		// Determine the ID of the header based on the property
+		let headerId = '';
+		if (property === 'stars') {
+			headerId = 'th_stars';
+		} else if (property === 'last_update') {
+			headerId = 'th_last_update';
+		}
+
+		// If we have a valid headerId, change its style to indicate it's the active sort column
+		if (headerId) {
+			const activeHeader = this.element.querySelector(`#${headerId}`);
+			if (activeHeader) {
+				activeHeader.style.backgroundColor = '#222';
+				// Slightly brighter. Add other style changes if necessary.
+			}
+		}
+		
+		// Call sortData with the current property and direction
+		this.sortData(property, this.currentSortAscending);
+	
+		// Refresh the grid to display sorted data
+		this.createGrid();
+		this.apply_searchbox(this.data);
+	}
+
 	async createGrid() {
-		var grid = document.createElement('table');
+		// Remove existing table if present
-		grid.setAttribute('id', 'custom-nodes-grid');
+		var grid = this.element.querySelector('#custom-nodes-grid');
-
+		var panel;
-		this.grid_rows = {};
-
 		let self = this;
+		if (grid) {
+			grid.querySelector('tbody').remove();
+			panel = grid.parentNode;
+		} else {
+			grid = document.createElement('table');
+			grid.setAttribute('id', 'custom-nodes-grid');
 
-		var thead = document.createElement('thead');
+			this.grid_rows = {};
+
+			var thead = document.createElement('thead');
+
+			var headerRow = document.createElement('tr');
+			thead.style.position = "sticky";
+			thead.style.top = "0px";
+			thead.style.borderCollapse = "collapse";
+			thead.style.tableLayout = "fixed";
+
+			var header0 = document.createElement('th');
+			header0.style.width = "20px";
+			this.checkbox_all = $el("input",{type:'checkbox', id:'check_all'},[]);
+			header0.appendChild(this.checkbox_all);
+			this.checkbox_all.checked = false;
+			this.checkbox_all.disabled = true;
+			this.checkbox_all.addEventListener('change', function() { self.check_all.call(self, self.checkbox_all.checked); });
+
+			var header1 = document.createElement('th');
+			header1.innerHTML = '&nbsp;&nbsp;ID&nbsp;&nbsp;';
+			header1.style.width = "20px";
+			var header2 = document.createElement('th');
+			header2.innerHTML = 'Author';
+			header2.style.width = "150px";
+			var header3 = document.createElement('th');
+			header3.innerHTML = 'Name';
+			header3.style.width = "20%";
+			var header4 = document.createElement('th');
+			header4.innerHTML = 'Description';
+			header4.style.width = "60%";
+	//		header4.classList.add('expandable-column');
+			var header5 = document.createElement('th');
+			header5.innerHTML = 'GitHub Stars';
+			header5.style.width = "130px";
+			header5.setAttribute('id', 'th_stars');
+			header5.style.cursor = 'pointer';
+			header5.onclick = () => this.toggleSort('stars');
+			var header6 = document.createElement('th');
+			header6.innerHTML = 'Last Update';
+			header6.style.width = "130px";
+			header6.setAttribute('id', 'th_last_update');
+			header6.style.cursor = 'pointer';
+			header6.onclick = () => this.toggleSort('last_update');
+			var header7 = document.createElement('th');
+			header7.innerHTML = 'Install';
+			header7.style.width = "130px";
+
+			header0.style.position = "sticky";
+			header0.style.top = "0px";
+			header1.style.position = "sticky";
+			header1.style.top = "0px";
+			header2.style.position = "sticky";
+			header2.style.top = "0px";
+			header3.style.position = "sticky";
+			header3.style.top = "0px";
+			header4.style.position = "sticky";
+			header4.style.top = "0px";
+			header5.style.position = "sticky";
+			header5.style.top = "0px";
+			header6.style.position = "sticky";
+			header6.style.top = "0px";
+			header7.style.position = "sticky";
+			header7.style.top = "0px";
+
+			thead.appendChild(headerRow);
+			headerRow.appendChild(header0);
+			headerRow.appendChild(header1);
+			headerRow.appendChild(header2);
+			headerRow.appendChild(header3);
+			headerRow.appendChild(header4);
+			headerRow.appendChild(header5);
+			headerRow.appendChild(header6);
+			headerRow.appendChild(header7);
+
+			headerRow.style.backgroundColor = "Black";
+			headerRow.style.color = "White";
+			headerRow.style.textAlign = "center";
+			headerRow.style.width = "100%";
+			headerRow.style.padding = "0";
+
+			grid.appendChild(thead);
+
+			panel = document.createElement('div');
+			panel.style.width = "100%";
+			panel.appendChild(grid);
+			this.element.appendChild(panel);
+		}
 		var tbody = document.createElement('tbody');
-
-		var headerRow = document.createElement('tr');
-		thead.style.position = "sticky";
-		thead.style.top = "0px";
-		thead.style.borderCollapse = "collapse";
-		thead.style.tableLayout = "fixed";
-
-		var header0 = document.createElement('th');
-		header0.style.width = "20px";
-		this.checkbox_all = $el("input",{type:'checkbox', id:'check_all'},[]);
-		header0.appendChild(this.checkbox_all);
-		this.checkbox_all.checked = false;
-		this.checkbox_all.disabled = true;
-		this.checkbox_all.addEventListener('change', function() { self.check_all.call(self, self.checkbox_all.checked); });
-
-		var header1 = document.createElement('th');
-		header1.innerHTML = '&nbsp;&nbsp;ID&nbsp;&nbsp;';
-		header1.style.width = "20px";
-		var header2 = document.createElement('th');
-		header2.innerHTML = 'Author';
-		header2.style.width = "150px";
-		var header3 = document.createElement('th');
-		header3.innerHTML = 'Name';
-		header3.style.width = "20%";
-		var header4 = document.createElement('th');
-		header4.innerHTML = 'Description';
-		header4.style.width = "60%";
-//		header4.classList.add('expandable-column');
-		var header5 = document.createElement('th');
-		header5.innerHTML = 'Install';
-		header5.style.width = "130px";
-
-		header0.style.position = "sticky";
-		header0.style.top = "0px";
-		header1.style.position = "sticky";
-		header1.style.top = "0px";
-		header2.style.position = "sticky";
-		header2.style.top = "0px";
-		header3.style.position = "sticky";
-		header3.style.top = "0px";
-		header4.style.position = "sticky";
-		header4.style.top = "0px";
-		header5.style.position = "sticky";
-		header5.style.top = "0px";
-
-		thead.appendChild(headerRow);
-		headerRow.appendChild(header0);
-		headerRow.appendChild(header1);
-		headerRow.appendChild(header2);
-		headerRow.appendChild(header3);
-		headerRow.appendChild(header4);
-		headerRow.appendChild(header5);
-
-		headerRow.style.backgroundColor = "Black";
-		headerRow.style.color = "White";
-		headerRow.style.textAlign = "center";
-		headerRow.style.width = "100%";
-		headerRow.style.padding = "0";
-
-		grid.appendChild(thead);
 		grid.appendChild(tbody);
 
 		if(this.data)
@@ -499,8 +591,27 @@ export class CustomNodesInstaller extends ComfyDialog {
 				}
 
 				var data5 = document.createElement('td');
+				data5.style.maxWidth = "100px";
+				data5.className = "cm-node-stars"
+				data5.textContent = `${data.stars}`;
+				data5.style.whiteSpace = "nowrap";
+				data5.style.overflow = "hidden";
+				data5.style.textOverflow = "ellipsis";
 				data5.style.textAlign = "center";
 
+				var lastUpdateDate = new Date();
+				var data6 = document.createElement('td');
+				data6.style.maxWidth = "100px";
+				data6.className = "cm-node-last-update"
+				data6.textContent = `${data.last_update}`.split(' ')[0];
+				data6.style.whiteSpace = "nowrap";
+				data6.style.overflow = "hidden";
+				data6.style.textOverflow = "ellipsis";
+				data6.style.textAlign = "center";
+
+				var data7 = document.createElement('td');
+				data7.style.textAlign = "center";
+
 				var installBtn = document.createElement('button');
 				installBtn.className = "cm-btn-install";
 				var installBtn2 = null;
@@ -587,7 +698,7 @@ export class CustomNodesInstaller extends ComfyDialog {
 						install_checked_custom_node(self.grid_rows, j, CustomNodesInstaller.instance, 'update');
 					});
 
-					data5.appendChild(installBtn2);
+					data7.appendChild(installBtn2);
 				}
 
 				if(installBtn3 != null) {
@@ -596,7 +707,7 @@ export class CustomNodesInstaller extends ComfyDialog {
 						install_checked_custom_node(self.grid_rows, j, CustomNodesInstaller.instance, 'toggle_active');
 					});
 
-					data5.appendChild(installBtn3);
+					data7.appendChild(installBtn3);
 				}
 
 				if(installBtn4 != null) {
@@ -605,7 +716,7 @@ export class CustomNodesInstaller extends ComfyDialog {
 						install_checked_custom_node(self.grid_rows, j, CustomNodesInstaller.instance, 'fix');
 					});
 
-					data5.appendChild(installBtn4);
+					data7.appendChild(installBtn4);
 				}
 
 				installBtn.style.width = "120px";
@@ -621,7 +732,7 @@ export class CustomNodesInstaller extends ComfyDialog {
 				});
 
 				if(!data.author.startsWith('#NOTICE')){
-					data5.appendChild(installBtn);
+					data7.appendChild(installBtn);
 				}
 
 				if(data.installed == 'Fail' || data.author.startsWith('#NOTICE'))
@@ -637,6 +748,8 @@ export class CustomNodesInstaller extends ComfyDialog {
 				dataRow.appendChild(data3);
 				dataRow.appendChild(data4);
 				dataRow.appendChild(data5);
+				dataRow.appendChild(data6);
+				dataRow.appendChild(data7);
 				tbody.appendChild(dataRow);
 
 				let buttons = [];
@@ -653,10 +766,6 @@ export class CustomNodesInstaller extends ComfyDialog {
 				this.grid_rows[i] = {data:data, buttons:buttons, checkbox:checkbox, control:dataRow};
 			}
 
-		const panel = document.createElement('div');
-		panel.style.width = "100%";
-		panel.appendChild(grid);
-
 		function handleResize() {
 		  const parentHeight = self.element.clientHeight;
 		  const gridHeight = parentHeight - 200;
@@ -672,7 +781,6 @@ export class CustomNodesInstaller extends ComfyDialog {
 		grid.style.overflowY = "scroll";
 		this.element.style.height = "85%";
 		this.element.style.width = "80%";
-		this.element.appendChild(panel);
 
 		handleResize();
 	}

node_db/dev/custom-node-list.json

@@ -9,6 +9,26 @@
             "description": "If you see this message, your ComfyUI-Manager is outdated.\nDev channel provides only the list of the developing nodes. If you want to find the complete node list, please go to the Default channel."
         },
 
+        {
+            "author": "Jiffies-64",
+            "title": "ComfyUI-SaveImagePlus",
+            "reference": "https://github.com/Jiffies-64/ComfyUI-SaveImagePlus",
+            "files": [
+                "https://github.com/Jiffies-64/ComfyUI-SaveImagePlus"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes:SaveImagePlus"
+        },
+        {
+            "author": "kadirnar",
+            "title": "ComfyUI-Adapter [WIP]",
+            "reference": "https://github.com/kadirnar/ComfyUI-Adapter",
+            "files": [
+                "https://github.com/kadirnar/ComfyUI-Adapter"
+            ],
+            "install_type": "git-clone",
+            "description": "WIP"
+        },
         {
             "author": "Beinsezii",
             "title": "comfyui-amd-go-fast",
@@ -229,16 +249,6 @@
             "install_type": "git-clone",
             "description": "I made these nodes for experimenting so it's far from perfect but at least it is entertaining!\nIt uses cosine similarities or smallest euclidean distances to find the closest tokens."
         },
-        {
-            "author": "logtd",
-            "title": "ComfyUI-FLATTEN",
-            "reference": "https://github.com/logtd/ComfyUI-FLATTEN",
-            "files": [
-                "https://github.com/logtd/ComfyUI-FLATTEN"
-            ],
-            "install_type": "git-clone",
-            "description": "Load Checkpoint with FLATTEN model, KSampler (Flatten), Unsampler (Flatten), Sample Trajectories"
-        },
         {
             "author": "shadowcz007",
             "title": "comfyui-llamafile [WIP]",

node_db/legacy/custom-node-list.json

@@ -9,6 +9,16 @@
             "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": "Davemane42",
+            "title": "Visual Area Conditioning / Latent composition [DEPRECATED]",
+            "reference": "https://github.com/Davemane42/ComfyUI_Dave_CustomNode",
+            "files": [
+                "https://github.com/Davemane42/ComfyUI_Dave_CustomNode"
+            ],
+            "install_type": "git-clone",
+            "description": "This tool provides custom nodes that allow visualization and configuration of area conditioning and latent composite."
+        },
         {
             "author": "laksjdjf",
             "title": "LoRA-Merger-ComfyUI [DEPRECATED]",

node_db/new/custom-node-list.json

@@ -10,6 +10,126 @@
         },
 
         
+        {
+            "author": "chaojie",
+            "title": "ComfyUI-MuseV",
+            "reference": "https://github.com/chaojie/ComfyUI-MuseV",
+            "files": [
+                "https://github.com/chaojie/ComfyUI-MuseV"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI MuseV"
+        },
+        {
+            "author": "DrMWeigand",
+            "title": "ComfyUI Color Detection Nodes",
+            "reference": "https://github.com/DrMWeigand/ComfyUI_ColorImageDetection",
+            "files": [
+                "https://github.com/DrMWeigand/ComfyUI_ColorImageDetection"
+            ],
+            "install_type": "git-clone",
+            "description": "A collection of nodes for detecting color in images, leveraging RGB and LAB color spaces. These nodes aim to distinguish colored images from black and white, including those with color tints."
+        },
+        {
+            "author": "kijai",
+            "title": "ComfyUI-APISR",
+            "reference": "https://github.com/kijai/ComfyUI-APISR",
+            "files": [
+                "https://github.com/kijai/ComfyUI-APISR"
+            ],
+            "install_type": "git-clone",
+            "description": "Node to use [a/APISR](https://github.com/Kiteretsu77/APISR) upscale models in ComfyUI"
+        },
+        {
+            "author": "logtd",
+            "title": "ComfyUI-FLATTEN",
+            "reference": "https://github.com/logtd/ComfyUI-FLATTEN",
+            "files": [
+                "https://github.com/logtd/ComfyUI-FLATTEN"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI nodes to use [a/FLATTEN: optical FLow-guided ATTENtion for consistent text-to-video editing](https://github.com/yrcong/flatten)."
+        },
+        {
+            "author": "BlakeOne",
+            "title": "ComfyUI SchedulerMixer",
+            "reference": "https://github.com/BlakeOne/ComfyUI-SchedulerMixer",
+            "files": [
+                "https://github.com/BlakeOne/ComfyUI-SchedulerMixer"
+            ],
+            "install_type": "git-clone",
+            "description": "Create a custom scheduler from a weighted average of the built-in schedulers"
+        },
+        {
+            "author": "BlakeOne",
+            "title": "ComfyUI FastImageListToImageBatch",
+            "reference": "https://github.com/BlakeOne/ComfyUI-FastImageListToImageBatch",
+            "files": [
+                "https://github.com/BlakeOne/ComfyUI-FastImageListToImageBatch"
+            ],
+            "install_type": "git-clone",
+            "description": "Quickly convert a list of images to a batch of images. All images must be the same size. Great for long videos."
+        },
+        {
+            "author": "frankchieng",
+            "title": "ComfyUI_Aniportrait",
+            "reference": "https://github.com/frankchieng/ComfyUI_Aniportrait",
+            "files": [
+                "https://github.com/frankchieng/ComfyUI_Aniportrait"
+            ],
+            "install_type": "git-clone",
+            "description": "implementation of [a/Aniportrait](https://github.com/Zejun-Yang/AniPortrait)'s self driven,audio driven and Face reenacment in ComfyUI"
+        },
+        {
+            "author": "ZHO-ZHO-ZHO",
+            "title": "ComfyUI-BiRefNet-ZHO",
+            "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BiRefNet-ZHO",
+            "files": [
+                "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BiRefNet-ZHO"
+            ],
+            "install_type": "git-clone",
+            "description": "Better version for [a/BiRefNet](https://github.com/zhengpeng7/birefnet) in ComfyUI | Both img and video"
+        },
+        {
+            "author": "kale4eat",
+            "title": "ComfyUI_demucus",
+            "reference": "https://github.com/kale4eat/ComfyUI-path-util",
+            "files": [
+                "https://github.com/kale4eat/ComfyUI-path-util"
+            ],
+            "install_type": "git-clone",
+            "description": "Path utility for ComfyUI"
+        },
+        {
+            "author": "kale4eat",
+            "title": "ComfyUI-string-util",
+            "reference": "https://github.com/kale4eat/ComfyUI-string-util",
+            "files": [
+                "https://github.com/kale4eat/ComfyUI-string-util"
+            ],
+            "install_type": "git-clone",
+            "description": "String utility for ComfyUI"
+        },
+        {
+            "author": "kale4eat",
+            "title": "ComfyUI-text-file-util",
+            "reference": "https://github.com/kale4eat/ComfyUI-text-file-util",
+            "files": [
+                "https://github.com/kale4eat/ComfyUI-text-file-util"
+            ],
+            "install_type": "git-clone",
+            "description": "Text file utility for ComfyUI"
+        },
+        {
+            "author": "nickve28",
+            "title": "Nich Comfy Utils",
+            "reference": "https://github.com/nickve28/nich-comfy-utils",
+            "files": [
+                "https://github.com/nickve28/nich-comfy-utils"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes:Image from Dir Selector (Nich)"
+        },
         {
             "author": "Hangover3832",
             "title": "Recognize Anything Model (RAM++) for ComfyUI",
@@ -571,126 +691,6 @@
             ],
             "install_type": "git-clone",
             "description": "DragAnything"
-        },
-        {
-            "author": "chaojie",
-            "title": "ComfyUI-Trajectory",
-            "reference": "https://github.com/chaojie/ComfyUI-Trajectory",
-            "files": [
-                "https://github.com/chaojie/ComfyUI-Trajectory"
-            ],
-            "install_type": "git-clone",
-            "description": "ComfyUI Trajectory"
-        },
-        {
-            "author": "olduvai-jp",
-            "title": "ComfyUI-HfLoader",
-            "reference": "https://github.com/olduvai-jp/ComfyUI-HfLoader",
-            "files": [
-                "https://github.com/olduvai-jp/ComfyUI-HfLoader"
-            ],
-            "install_type": "git-clone",
-            "description": "Nodes:Lora Loader From HF"
-        },
-        {
-            "author": "AiMiDi",
-            "title": "ComfyUI-Aimidi-nodes",
-            "reference": "https://github.com/AiMiDi/ComfyUI-Aimidi-nodes",
-            "files": [
-                "https://github.com/AiMiDi/ComfyUI-Aimidi-nodes"
-            ],
-            "install_type": "git-clone",
-            "description": "Nodes:Merge Tag, Clear Tag, Add Tag, Load Images Pair Batch, Save Images Pair"
-        },
-        {
-            "author": "vsevolod-oparin",
-            "title": "Kandinsky 2.2 ComfyUI Plugin",
-            "reference": "https://github.com/vsevolod-oparin/comfyui-kandinsky22",
-            "files": [
-                "https://github.com/vsevolod-oparin/comfyui-kandinsky22"
-            ],
-            "install_type": "git-clone",
-            "description": "Nodes provide an options to combine prior and decoder models of Kandinsky 2.2."
-        },
-        {
-            "author": "Xyem",
-            "title": "Xycuno Oobabooga",
-            "reference": "https://github.com/Xyem/Xycuno-Oobabooga",
-            "files": [
-                "https://github.com/Xyem/Xycuno-Oobabooga"
-            ],
-            "install_type": "git-clone",
-            "description": "Xycuno Oobabooga provides custom nodes for ComfyUI, for sending requests to an [a/Oobabooga](https://github.com/oobabooga/text-generation-webui) instance to assist in creating prompt texts."
-        },
-        {
-            "author": "CozyMantis",
-            "title": "Cozy Reference Pose Generator",
-            "reference": "https://github.com/cozymantis/pose-generator-comfyui-node",
-            "files": [
-                "https://github.com/cozymantis/pose-generator-comfyui-node"
-            ],
-            "install_type": "git-clone",
-            "description": "Generate OpenPose face/body reference poses in ComfyUI with ease. Made with 💚 by the CozyMantis squad."
-        },
-        {
-            "author": "CozyMantis",
-            "title": "Cozy Utils",
-            "reference": "https://github.com/cozymantis/cozy-utils-comfyui-nodes",
-            "files": [
-                "https://github.com/cozymantis/cozy-utils-comfyui-nodes"
-            ],
-            "install_type": "git-clone",
-            "description": "Various cozy nodes, made with 💚 by the CozyMantis squad."
-        },
-        {
-            "author": "Chan-0312",
-            "title": "ComfyUI-EasyDeforum",
-            "reference": "https://github.com/Chan-0312/ComfyUI-EasyDeforum",
-            "files": [
-                "https://github.com/Chan-0312/ComfyUI-EasyDeforum"
-            ],
-            "install_type": "git-clone",
-            "description": "Nodes:Easy2DDeforum (Chan)"
-        },
-        {
-            "author": "if-ai",
-            "title": "ComfyUI-IF_AI_tools",
-            "reference": "https://github.com/if-ai/ComfyUI-IF_AI_tools",
-            "files": [
-                "https://github.com/if-ai/ComfyUI-IF_AI_tools"
-            ],
-            "install_type": "git-clone",
-            "description": "Various AI tools to use in Comfy UI. Starting with VL and prompt making tools using Ollma as backend will evolve as I find time."
-        },
-        {
-            "author": "shi3z",
-            "title": "ComfyUI_Memeplex_DALLE",
-            "reference": "https://github.com/shi3z/ComfyUI_Memeplex_DALLE",
-            "files": [
-                "https://github.com/shi3z/ComfyUI_Memeplex_DALLE"
-            ],
-            "install_type": "git-clone",
-            "description": "You can use memeplex and DALL-E thru ComfyUI. You need API keys."
-        },
-        {
-            "author": "cdb-boop",
-            "title": "ComfyUI Bringing Old Photos Back to Life",
-            "reference": "https://github.com/cdb-boop/ComfyUI-Bringing-Old-Photos-Back-to-Life",
-            "files": [
-                "https://github.com/cdb-boop/ComfyUI-Bringing-Old-Photos-Back-to-Life"
-            ],
-            "install_type": "git-clone",
-            "description": "Enhance old or low-quality images in ComfyUI. Optional features include automatic scratch removal and face enhancement. Based on Microsoft's Bringing-Old-Photos-Back-to-Life. Requires installing models, so see instructions here: https://github.com/cdb-boop/ComfyUI-Bringing-Old-Photos-Back-to-Life."
-        },
-        {
-            "author": "kingzcheung",
-            "title": "ComfyUI_kkTranslator_nodes",
-            "reference": "https://github.com/AIGCTeam/ComfyUI_kkTranslator_nodes",
-            "files": [
-                "https://github.com/AIGCTeam/ComfyUI_kkTranslator_nodes"
-            ],
-            "install_type": "git-clone",
-            "description": "These nodes are mainly used to translate prompt words from other languages into English. PromptTranslateToText implements prompt word translation based on Helsinki NLP translation model.It doesn't require internet connection。"
         }
     ]
 }

node_db/new/extension-node-map.json

@@ -328,6 +328,7 @@
             "Load Images Pair Batch",
             "Merge Tag",
             "Move Tag To Top",
+            "Reserve Tag",
             "Save Images Pair"
         ],
         {
@@ -554,6 +555,22 @@
             "title_aux": "ComfyUI-Path-Helper"
         }
     ],
+    "https://github.com/BlakeOne/ComfyUI-FastImageListToImageBatch": [
+        [
+            "FastImageListToImageBatch"
+        ],
+        {
+            "title_aux": "ComfyUI FastImageListToImageBatch"
+        }
+    ],
+    "https://github.com/BlakeOne/ComfyUI-SchedulerMixer": [
+        [
+            "SchedulerMixer"
+        ],
+        {
+            "title_aux": "ComfyUI SchedulerMixer"
+        }
+    ],
     "https://github.com/BlenderNeko/ComfyUI_ADV_CLIP_emb": [
         [
             "BNK_AddCLIPSDXLParams",
@@ -766,6 +783,7 @@
             "PrimereStyleLoader",
             "PrimereStylePile",
             "PrimereTextOutput",
+            "PrimereUpscaleModel",
             "PrimereVAE",
             "PrimereVAELoader",
             "PrimereVAESelector",
@@ -793,18 +811,6 @@
             "title_aux": "ComfyUI-ComfyCouple"
         }
     ],
-    "https://github.com/Davemane42/ComfyUI_Dave_CustomNode": [
-        [
-            "ABGRemover",
-            "ConditioningStretch",
-            "ConditioningUpscale",
-            "MultiAreaConditioning",
-            "MultiLatentComposite"
-        ],
-        {
-            "title_aux": "Visual Area Conditioning / Latent composition"
-        }
-    ],
     "https://github.com/Derfuu/Derfuu_ComfyUI_ModdedNodes": [
         [
             "Absolute value",
@@ -864,6 +870,15 @@
             "title_aux": "ComfyUI-Cre8it-Nodes"
         }
     ],
+    "https://github.com/DrMWeigand/ComfyUI_ColorImageDetection": [
+        [
+            "LABColorDetection",
+            "RGBColorDetection"
+        ],
+        {
+            "title_aux": "ComfyUI Color Detection Nodes"
+        }
+    ],
     "https://github.com/Electrofried/ComfyUI-OpenAINode": [
         [
             "OpenAINode"
@@ -1022,6 +1037,7 @@
         [
             "EmptyMotionData",
             "ExportSMPLTo3DSoftware",
+            "Export_SMPLMultipleSubjects_To_3DSoftware",
             "Human4D_Img2SMPL",
             "Humans4DLoader",
             "MotionCLIPTextEncode",
@@ -1030,6 +1046,7 @@
             "MotionDiffSimpleSampler",
             "RenderMultipleSubjectsSMPLMesh",
             "RenderSMPLMesh",
+            "Render_OpenPose_From_SMPL_Mesh_Multiple_Subjects",
             "SMPLLoader",
             "SMPLShapeParameters",
             "SaveSMPL",
@@ -1333,6 +1350,10 @@
             "Moondream Interrogator"
         ],
         {
+            "author": "AlexL",
+            "description": "An implementation of the moondream visual LLM",
+            "nickname": "Hangover-Moondream",
+            "title": "ComfyUI-Hangover-Moondream",
             "title_aux": "ComfyUI-Hangover-Moondream"
         }
     ],
@@ -1344,6 +1365,10 @@
             "Save Image w/o Metadata"
         ],
         {
+            "author": "AlexL",
+            "description": "Scales an input image into a given box size, whereby the aspect ratio keeps retained.",
+            "nickname": "Hangover-Image_Scale_Bouning_Box",
+            "title": "ComfyUI-Hangover-Image_Scale_Bouning_Box",
             "title_aux": "ComfyUI-Hangover-Nodes"
         }
     ],
@@ -1352,6 +1377,10 @@
             "Recognize Anything Model (RAM++)"
         ],
         {
+            "author": "AlexL",
+            "description": "An implementation of the Recognize Anything Model (RAM++) for ComfyUI. The counterpart of Segment Anything Model (SAM).",
+            "nickname": "Hangover-Recognize_Anything",
+            "title": "ComfyUI-Hangover-Recognize_Anything",
             "title_aux": "Recognize Anything Model (RAM++) for ComfyUI"
         }
     ],
@@ -1665,6 +1694,7 @@
             "ACN_ControlNetLoaderWithLoraAdvanced",
             "ACN_DefaultUniversalWeights",
             "ACN_ReferenceControlNet",
+            "ACN_ReferenceControlNetFinetune",
             "ACN_ReferencePreprocessor",
             "ACN_SparseCtrlIndexMethodNode",
             "ACN_SparseCtrlLoaderAdvanced",
@@ -2157,6 +2187,7 @@
             "DoubleClipTextEncode",
             "HashText",
             "IndoorBackgrounds",
+            "IntFloatDict",
             "LandscapeBackgrounds",
             "NatureColours",
             "OptimalCrop",
@@ -2547,9 +2578,10 @@
             "OneTimeMultiplyTransform",
             "OneTimeShiftTransform",
             "ShiftTransform",
-            "TSamplerWithTransform",
+            "TransformHijack",
             "TransformOffset",
             "TransformSampler",
+            "TransformSamplerAdvanced",
             "TransformsCombine"
         ],
         {
@@ -3981,16 +4013,6 @@
             "title_aux": "MergeBlockWeighted_fo_ComfyUI"
         }
     ],
-    "https://github.com/ZHO-ZHO-ZHO/ComfyUI-APISR": [
-        [
-            "APISR_Lterative_Zho",
-            "APISR_ModelLoader_Zho",
-            "APISR_Zho"
-        ],
-        {
-            "title_aux": "APISR IN COMFYUI"
-        }
-    ],
     "https://github.com/ZHO-ZHO-ZHO/ComfyUI-ArtGallery": [
         [
             "ArtGallery_Zho",
@@ -4013,6 +4035,15 @@
             "title_aux": "ComfyUI-BRIA_AI-RMBG"
         }
     ],
+    "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BiRefNet-ZHO": [
+        [
+            "BiRefNet_ModelLoader_Zho",
+            "BiRefNet_Zho"
+        ],
+        {
+            "title_aux": "ComfyUI-BiRefNet-ZHO"
+        }
+    ],
     "https://github.com/ZHO-ZHO-ZHO/ComfyUI-DepthFM": [
         [
             "DepthFM_Literative_Zho",
@@ -4188,6 +4219,7 @@
             "AudioToFFTs",
             "BatchAmplitudeSchedule",
             "ClipAmplitude",
+            "FloatArrayToGraph",
             "GateNormalizedAmplitude",
             "LoadAudio",
             "NormalizeAmplitude",
@@ -5252,6 +5284,15 @@
             "title_aux": "ComfyUI-MotionCtrl-SVD"
         }
     ],
+    "https://github.com/chaojie/ComfyUI-MuseV": [
+        [
+            "MuseVRun"
+        ],
+        {
+            "author": "infguo",
+            "title_aux": "ComfyUI-MuseV"
+        }
+    ],
     "https://github.com/chaojie/ComfyUI-Open-Sora": [
         [
             "OpenSoraLoader",
@@ -5923,6 +5964,17 @@
             "title_aux": "Cozy Reference Pose Generator"
         }
     ],
+    "https://github.com/crystian/ComfyUI-Crystools": [
+        [],
+        {
+            "author": "Crystian",
+            "description": "Plugins for multiples uses, mainly for debugging, you need them! IG: https://www.instagram.com/crystian.ia",
+            "nickname": "Crystools",
+            "nodename_pattern": " \\[Crystools\\]$",
+            "title": "Crystools",
+            "title_aux": "Crystools"
+        }
+    ],
     "https://github.com/cubiq/ComfyUI_FaceAnalysis": [
         [
             "FaceAnalysisModels",
@@ -6693,6 +6745,20 @@
             "title_aux": "RF Nodes"
         }
     ],
+    "https://github.com/frankchieng/ComfyUI_Aniportrait": [
+        [
+            "AniPortrait_Audio2Video",
+            "AniPortrait_Audio_Path",
+            "AniPortrait_Generate_Ref_Pose",
+            "AniPortrait_LoadVideoPath",
+            "AniPortrait_Pose_Gen_Video",
+            "AniPortrait_Ref_Image_Path",
+            "AniPortrait_Video_Gen_Pose"
+        ],
+        {
+            "title_aux": "ComfyUI_Aniportrait"
+        }
+    ],
     "https://github.com/gemell1/ComfyUI_GMIC": [
         [
             "GmicCliWrapper",
@@ -7322,6 +7388,60 @@
             "title_aux": "ComfyUI-Transformers"
         }
     ],
+    "https://github.com/kale4eat/ComfyUI-path-util": [
+        [
+            "path_util_PathAbspath",
+            "path_util_PathBasename",
+            "path_util_PathDirname",
+            "path_util_PathExists",
+            "path_util_PathIsdir",
+            "path_util_PathIsfile",
+            "path_util_PathJoin",
+            "path_util_PathRelpath",
+            "path_util_PathSplitext"
+        ],
+        {
+            "title_aux": "ComfyUI_demucus"
+        }
+    ],
+    "https://github.com/kale4eat/ComfyUI-string-util": [
+        [
+            "string_util_Str",
+            "string_util_StrConcat",
+            "string_util_StrCount",
+            "string_util_StrEndsWith",
+            "string_util_StrEqual",
+            "string_util_StrFind",
+            "string_util_StrFormat",
+            "string_util_StrJoin",
+            "string_util_StrLen",
+            "string_util_StrLower",
+            "string_util_StrLstrip",
+            "string_util_StrNotEqual",
+            "string_util_StrReplace",
+            "string_util_StrRstrip",
+            "string_util_StrSlice",
+            "string_util_StrSplit",
+            "string_util_StrStartsWith",
+            "string_util_StrStrip",
+            "string_util_StrUpper"
+        ],
+        {
+            "title_aux": "ComfyUI-string-util"
+        }
+    ],
+    "https://github.com/kale4eat/ComfyUI-text-file-util": [
+        [
+            "text_file_util_ReadAllLines",
+            "text_file_util_ReadAllText",
+            "text_file_util_WriteText",
+            "text_file_util_WriteTextLines",
+            "text_file_util_WriteTextWithSequentialNumbering"
+        ],
+        {
+            "title_aux": "ComfyUI-text-file-util"
+        }
+    ],
     "https://github.com/kenjiqq/qq-nodes-comfyui": [
         [
             "Any List",
@@ -7370,6 +7490,16 @@
             "title_aux": "Animatediff MotionLoRA Trainer"
         }
     ],
+    "https://github.com/kijai/ComfyUI-APISR": [
+        [
+            "APISR_Lterative_Zho",
+            "APISR_ModelLoader_Zho",
+            "APISR_Zho"
+        ],
+        {
+            "title_aux": "ComfyUI-APISR"
+        }
+    ],
     "https://github.com/kijai/ComfyUI-CCSR": [
         [
             "CCSR_Model_Select",
@@ -7768,6 +7898,19 @@
             "title_aux": "comfyui-easyapi-nodes"
         }
     ],
+    "https://github.com/logtd/ComfyUI-FLATTEN": [
+        [
+            "ApplyFlattenAttentionNode",
+            "CreateFlowNoiseNode",
+            "FlattenCheckpointLoaderNode",
+            "KSamplerFlattenNode",
+            "TrajectoryNode",
+            "UnsamplerFlattenNode"
+        ],
+        {
+            "title_aux": "ComfyUI-FLATTEN"
+        }
+    ],
     "https://github.com/logtd/ComfyUI-InstanceDiffusion": [
         [
             "ApplyScaleUModelNode",
@@ -7835,8 +7978,7 @@
     ],
     "https://github.com/longgui0318/comfyui-oms-diffusion": [
         [
-            "Additional Features With Attention",
+            "Additional Features With Attention"
-            "Extract Features With Unet"
         ],
         {
             "title_aux": "comfyui-oms-diffusion"
@@ -8402,6 +8544,7 @@
             "CreateMaskWithCanvas",
             "CreateRegionalPNGMask",
             "EightFloats",
+            "EvenOrOdd",
             "FloatMultiplication",
             "FourBooleanTrigger",
             "FourFloats",
@@ -8492,6 +8635,14 @@
             "title_aux": "ComfyUI-NegiTools"
         }
     ],
+    "https://github.com/nickve28/nich-comfy-utils": [
+        [
+            "Image from Dir Selector (Nich)"
+        ],
+        {
+            "title_aux": "Nich Comfy Utils"
+        }
+    ],
     "https://github.com/nicolai256/comfyUI_Nodes_nicolai256/raw/main/yugioh-presets.py": [
         [
             "yugioh_Presets"
@@ -9743,6 +9894,7 @@
     "https://github.com/toyxyz/ComfyUI_toyxyz_test_nodes": [
         [
             "CaptureWebcam",
+            "ImageResize_Padding",
             "LatentDelay",
             "LoadWebcamImage",
             "SaveImagetoPath"
@@ -10234,6 +10386,7 @@
             "easy if",
             "easy imageInsetCrop",
             "easy imagePixelPerfect",
+            "easy imageRatio",
             "easy imageRemBg",
             "easy imageRemoveBG",
             "easy imageSave",

prestartup_script.py

@@ -9,6 +9,13 @@ import locale
 import platform
 
 
+try:
+    from distutils.version import StrictVersion
+except:
+    print(f"[ComfyUI-Manager] Missing `distutils`. Try install...")
+    subprocess.check_output([sys.executable, '-m', 'pip', 'install', 'distutils'])
+    from distutils.version import StrictVersion
+
 glob_path = os.path.join(os.path.dirname(__file__), "glob")
 sys.path.append(glob_path)
 
@@ -292,6 +299,26 @@ else:
     print("** Log path: file logging is disabled")
 
 
+def read_downgrade_blacklist():
+    try:
+        import configparser
+        config_path = os.path.join(os.path.dirname(__file__), "config.ini")
+        config = configparser.ConfigParser()
+        config.read(config_path)
+        default_conf = config['default']
+
+        if 'downgrade_blacklist' in default_conf:
+            items = default_conf['downgrade_blacklist'].split(',')
+            items = [x.strip() for x in items if x != '']
+            cm_global.pip_downgrade_blacklist += items
+            cm_global.pip_downgrade_blacklist = list(set(cm_global.pip_downgrade_blacklist))
+    except:
+        pass
+
+
+read_downgrade_blacklist()
+
+
 def check_bypass_ssl():
     try:
         import configparser
@@ -314,21 +341,30 @@ 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_list = None
+pip_map = None
 
 
 def get_installed_packages():
-    global pip_list
+    global pip_map
 
-    if pip_list is None:
+    if pip_map is None:
         try:
             result = subprocess.check_output([sys.executable, '-m', 'pip', 'list'], universal_newlines=True)
-            pip_list = set([line.split()[0].lower() for line in result.split('\n') if line.strip()])
+
+            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_list
+    return pip_map
 
 
 def is_installed(name):
@@ -337,16 +373,23 @@ def is_installed(name):
     if name.startswith('#'):
         return True
 
-    pattern = r'([^<>!=]+)([<>!=]=?)'
+    pattern = r'([^<>!=]+)([<>!=]=?)(.*)'
     match = re.search(pattern, name)
 
     if match:
         name = match.group(1)
 
     if name in cm_global.pip_downgrade_blacklist:
-        if match is None or match.group(2) in ['<=', '==', '<']:
+        pips = get_installed_packages()
-            print(f"[ComfyUI-Manager] skip black listed pip installation: '{name}'")
+
-            return True
+        if match is None:
+            if name in pips:
+                return True
+        elif match.group(2) in ['<=', '==', '<']:
+            if name in pips:
+                if StrictVersion(pips[name]) >= StrictVersion(match.group(3)):
+                    print(f"[ComfyUI-Manager] skip black listed pip installation: '{name}'")
+                    return True
 
     return name.lower() in get_installed_packages()
 
@@ -499,7 +542,7 @@ if os.path.exists(script_list_path):
     print("#######################################################################\n")
 
 del processed_install
-del pip_list
+del pip_map
 
 
 def check_windows_event_loop_policy():

requirements.txt

@@ -1,4 +1,5 @@
 GitPython
+PyGithub
 matrix-client==0.4.0
 transformers
 huggingface-hub>0.20

scan.sh

@@ -1,6 +1,6 @@
 #!/bin/bash
 rm ~/.tmp/default/*.py > /dev/null 2>&1
-python scanner.py ~/.tmp/default $@
+python scanner.py ~/.tmp/default $*
 cp extension-node-map.json node_db/new/.
 
 echo Integrity check

scanner.py

@@ -5,11 +5,16 @@ import json
 from git import Repo
 from torchvision.datasets.utils import download_url
 import concurrent
+import datetime
 
 builtin_nodes = set()
 
 import sys
 
+from urllib.parse import urlparse
+from github import Github
+
+g = Github(os.environ.get('GITHUB_TOKEN'))
 
 # prepare temp dir
 if len(sys.argv) > 1:
@@ -213,9 +218,6 @@ def update_custom_nodes():
     git_url_titles_preemptions = get_git_urls_from_json('custom-node-list.json')
 
     def process_git_url_title(url, title, preemptions, node_pattern):
-        if 'Jovimetrix' in title:
-            pass
-
         name = os.path.basename(url)
         if name.endswith(".git"):
             name = name[:-4]
@@ -224,7 +226,76 @@ def update_custom_nodes():
         if not skip_update:
             clone_or_pull_git_repository(url)
 
-    with concurrent.futures.ThreadPoolExecutor(10) as executor:
+    def process_git_stats(git_url_titles_preemptions):
+        GITHUB_STATS_CACHE_FILENAME = 'github-stats-cache.json'
+        GITHUB_STATS_FILENAME = 'github-stats.json'
+
+        github_stats = {}
+        try:
+            with open(GITHUB_STATS_CACHE_FILENAME, 'r', encoding='utf-8') as file:
+                github_stats = json.load(file)
+        except FileNotFoundError:
+            pass
+
+        def is_rate_limit_exceeded():
+            return g.rate_limiting[0] == 0
+
+        if is_rate_limit_exceeded():
+            print(f"GitHub API Rate Limit Exceeded: remained - {(g.rate_limiting_resettime - datetime.datetime.now().timestamp())/60:.2f} min")
+        else:
+            def renew_stat(url):
+                if is_rate_limit_exceeded():
+                    return
+
+                # Parsing the URL
+                parsed_url = urlparse(url)
+                domain = parsed_url.netloc
+                path = parsed_url.path
+                path_parts = path.strip("/").split("/")
+                if len(path_parts) >= 2 and domain == "github.com":
+                    owner_repo = "/".join(path_parts[-2:])
+                    repo = g.get_repo(owner_repo)
+
+                    last_update = repo.pushed_at.strftime("%Y-%m-%d %H:%M:%S") if repo.pushed_at else 'N/A'
+                    github_stats[url] = {
+                        "stars": repo.stargazers_count,
+                        "last_update": last_update,
+                        "cached_time": datetime.datetime.now().timestamp(),
+                    }
+                    with open(GITHUB_STATS_CACHE_FILENAME, 'w', encoding='utf-8') as file:
+                        json.dump(github_stats, file, ensure_ascii=False, indent=4)
+                else:
+                    print(f"Invalid URL format for GitHub repository: {url}")
+
+            # resolve unresolved urls
+            for url, title, preemptions, node_pattern in git_url_titles_preemptions:
+                if url not in github_stats:
+                    renew_stat(url)
+
+            # renew outdated cache
+            outdated_urls = []
+            for k, v in github_stats.items():
+                if (datetime.datetime.now().timestamp() - v['cached_time']) > 60*60*3:  # 3 hours
+                    outdated_urls += k
+
+            for url in outdated_urls:
+                renew_stat(url)
+
+        with open(GITHUB_STATS_FILENAME, 'w', encoding='utf-8') as file:
+            for v in github_stats.values():
+                if "cached_time" in v:
+                    del v["cached_time"]
+
+            json.dump(github_stats, file, ensure_ascii=False, indent=4)
+
+        print(f"Successfully written to {GITHUB_STATS_FILENAME}, removing {GITHUB_STATS_CACHE_FILENAME}.")
+        # try:
+        #     os.remove(GITHUB_STATS_CACHE_FILENAME)  # This cache file is just for avoiding failure of GitHub API fetch, so it is safe to remove.
+        # except:
+        #     pass
+
+    with concurrent.futures.ThreadPoolExecutor(11) as executor:
+        executor.submit(process_git_stats, git_url_titles_preemptions) # One single thread for `process_git_stats()`. Runs concurrently with `process_git_url_title()`.
         for url, title, preemptions, node_pattern in git_url_titles_preemptions:
             executor.submit(process_git_url_title, url, title, preemptions, node_pattern)