fixed: Support configuration with use_uv enabled in environments where only uv exists without pip.

https://github.com/Comfy-Org/ComfyUI-Manager/issues/1828

README.md

@@ -8,7 +8,7 @@
 * V3.16: Support for `uv` has been added. Set `use_uv` in `config.ini`.
 * V3.10: `double-click feature` is removed
   * This feature has been moved to https://github.com/ltdrdata/comfyui-connection-helper
-* V3.3.2: Overhauled. Officially supports [https://comfyregistry.org/](https://comfyregistry.org/).
+* V3.3.2: Overhauled. Officially supports [https://registry.comfy.org/](https://registry.comfy.org/).
 * You can see whole nodes info on [ComfyUI Nodes Info](https://ltdrdata.github.io/) page.
 
 ## Installation

docs/README.md

@@ -0,0 +1,41 @@
+# ComfyUI-Manager: Documentation
+
+This directory contains documentation for the ComfyUI-Manager, providing guides and tutorials for users in multiple languages.
+
+## Directory Structure
+
+The documentation is organized into language-specific directories:
+
+- **en/**: English documentation
+- **ko/**: Korean documentation
+
+## Core Documentation Files
+
+### Command-Line Interface
+
+- **cm-cli.md**: Documentation for the ComfyUI-Manager Command Line Interface (CLI), which allows using manager functionality without the UI.
+
+### Advanced Features
+
+- **use_aria2.md**: Guide for using the aria2 download accelerator with ComfyUI-Manager for faster model downloads.
+
+## Documentation Standards
+
+The documentation follows these standards:
+
+1. **Markdown Format**: All documentation is written in Markdown for easy rendering on GitHub and other platforms
+2. **Language-specific Directories**: Content is separated by language to facilitate localization
+3. **Feature-focused Documentation**: Each major feature has its own documentation file
+4. **Updated with Releases**: Documentation is kept in sync with software releases
+
+## Contributing to Documentation
+
+When contributing new documentation:
+
+1. Place files in the appropriate language directory
+2. Use clear, concise language appropriate for the target audience
+3. Include examples where helpful
+4. Consider adding screenshots or diagrams for complex features
+5. Maintain consistent formatting with existing documentation
+
+This documentation directory will continue to grow to support the expanding feature set of ComfyUI-Manager.

glob/README.md

@@ -0,0 +1,53 @@
+# ComfyUI-Manager: Core Backend (glob)
+
+This directory contains the Python backend modules that power ComfyUI-Manager, handling the core functionality of node management, downloading, security, and server operations.
+
+## Core Modules
+
+- **manager_core.py**: The central implementation of management functions, handling configuration, installation, updates, and node management.
+- **manager_server.py**: Implements server functionality and API endpoints for the web interface to interact with the backend.
+- **manager_downloader.py**: Handles downloading operations for models, extensions, and other resources.
+- **manager_util.py**: Provides utility functions used throughout the system.
+
+## Specialized Modules
+
+- **cm_global.py**: Maintains global variables and state management across the system.
+- **cnr_utils.py**: Helper utilities for interacting with the custom node registry (CNR).
+- **git_utils.py**: Git-specific utilities for repository operations.
+- **node_package.py**: Handles the packaging and installation of node extensions.
+- **security_check.py**: Implements the multi-level security system for installation safety.
+- **share_3rdparty.py**: Manages integration with third-party sharing platforms.
+
+## Architecture
+
+The backend follows a modular design pattern with clear separation of concerns:
+
+1. **Core Layer**: Manager modules provide the primary API and business logic
+2. **Utility Layer**: Helper modules provide specialized functionality
+3. **Integration Layer**: Modules that connect to external systems
+
+## Security Model
+
+The system implements a comprehensive security framework with multiple levels:
+
+- **Block**: Highest security - blocks most remote operations
+- **High**: Allows only specific trusted operations
+- **Middle**: Standard security for most users
+- **Normal-**: More permissive for advanced users
+- **Weak**: Lowest security for development environments
+
+## Implementation Details
+
+- The backend is designed to work seamlessly with ComfyUI
+- Asynchronous task queuing is implemented for background operations
+- The system supports multiple installation modes
+- Error handling and risk assessment are integrated throughout the codebase
+
+## API Integration
+
+The backend exposes a REST API via `manager_server.py` that enables:
+- Custom node management (install, update, disable, remove)
+- Model downloading and organization
+- System configuration
+- Snapshot management
+- Workflow component handling

glob/git_utils.py

@@ -46,6 +46,8 @@ def git_url(fullpath):
 
     for k, v in config.items():
         if k.startswith('remote ') and 'url' in v:
+            if 'Comfy-Org/ComfyUI-Manager' in v['url']:
+                return "https://github.com/ltdrdata/ComfyUI-Manager"
             return v['url']
 
     return None

glob/manager_core.py

@@ -43,7 +43,7 @@ import manager_downloader
 from node_package import InstalledNodePackage
 
 
-version_code = [3, 32, 3]
+version_code = [3, 33, 3]
 version_str = f"V{version_code[0]}.{version_code[1]}" + (f'.{version_code[2]}' if len(version_code) > 2 else '')
 
 
@@ -400,18 +400,86 @@ class ManagedResult:
         return self
 
 
+class NormalizedKeyDict:
+    def __init__(self):
+        self._store = {}
+        self._key_map = {}
+
+    def _normalize_key(self, key):
+        if isinstance(key, str):
+            return key.strip().lower()
+        return key
+
+    def __setitem__(self, key, value):
+        norm_key = self._normalize_key(key)
+        self._key_map[norm_key] = key
+        self._store[key] = value
+
+    def __getitem__(self, key):
+        norm_key = self._normalize_key(key)
+        original_key = self._key_map[norm_key]
+        return self._store[original_key]
+
+    def __delitem__(self, key):
+        norm_key = self._normalize_key(key)
+        original_key = self._key_map.pop(norm_key)
+        del self._store[original_key]
+
+    def __contains__(self, key):
+        return self._normalize_key(key) in self._key_map
+
+    def get(self, key, default=None):
+        return self[key] if key in self else default
+
+    def setdefault(self, key, default=None):
+        if key in self:
+            return self[key]
+        self[key] = default
+        return default
+
+    def pop(self, key, default=None):
+        if key in self:
+            val = self[key]
+            del self[key]
+            return val
+        if default is not None:
+            return default
+        raise KeyError(key)
+
+    def keys(self):
+        return self._store.keys()
+
+    def values(self):
+        return self._store.values()
+
+    def items(self):
+        return self._store.items()
+
+    def __iter__(self):
+        return iter(self._store)
+
+    def __len__(self):
+        return len(self._store)
+
+    def __repr__(self):
+        return repr(self._store)
+
+    def to_dict(self):
+        return dict(self._store)
+
+
 class UnifiedManager:
     def __init__(self):
         self.installed_node_packages: dict[str, InstalledNodePackage] = {}
 
-        self.cnr_inactive_nodes = {}       # node_id -> node_version -> fullpath
-        self.nightly_inactive_nodes = {}   # node_id -> fullpath
-        self.unknown_inactive_nodes = {}   # node_id -> repo url * fullpath
-        self.active_nodes = {}             # node_id -> node_version * fullpath
-        self.unknown_active_nodes = {}     # node_id -> repo url * fullpath
-        self.cnr_map = {}                  # node_id -> cnr info
-        self.repo_cnr_map = {}             # repo_url -> cnr info
-        self.custom_node_map_cache = {}    # (channel, mode) -> augmented custom node list json
+        self.cnr_inactive_nodes = NormalizedKeyDict()       # node_id -> node_version -> fullpath
+        self.nightly_inactive_nodes = NormalizedKeyDict()   # node_id -> fullpath
+        self.unknown_inactive_nodes = {}                    # node_id -> repo url * fullpath
+        self.active_nodes = NormalizedKeyDict()             # node_id -> node_version * fullpath
+        self.unknown_active_nodes = {}                      # node_id -> repo url * fullpath
+        self.cnr_map = NormalizedKeyDict()                  # node_id -> cnr info
+        self.repo_cnr_map = {}                              # repo_url -> cnr info
+        self.custom_node_map_cache = {}                     # (channel, mode) -> augmented custom node list json
         self.processed_install = set()
 
     def get_module_name(self, x):
@@ -814,7 +882,7 @@ class UnifiedManager:
         channel = normalize_channel(channel)
         nodes = await self.load_nightly(channel, mode)
 
-        res = {}
+        res = NormalizedKeyDict()
         added_cnr = set()
         for v in nodes.values():
             v = v[0]
@@ -2876,7 +2944,7 @@ async def get_unified_total_nodes(channel, mode, regsitry_cache_mode='cache'):
 
         if cnr_id is not None:
             # cnr or nightly version
-            cnr_ids.remove(cnr_id)
+            cnr_ids.discard(cnr_id)
             updatable = False
             cnr = unified_manager.cnr_map[cnr_id]
 

glob/manager_server.py

@@ -181,7 +181,10 @@ def set_preview_method(method):
     core.get_config()['preview_method'] = method
 
 
-set_preview_method(core.get_config()['preview_method'])
+if args.preview_method == latent_preview.LatentPreviewMethod.NoPreviews:
+    set_preview_method(core.get_config()['preview_method'])
+else:
+    logging.warning("[ComfyUI-Manager] Since --preview-method is set, ComfyUI-Manager's preview method feature will be ignored.")
 
 
 def set_component_policy(mode):
@@ -437,7 +440,10 @@ async def task_worker():
 
             if res.ver == 'unknown':
                 url = core.unified_manager.unknown_active_nodes[node_name][0]
-                title = os.path.basename(url)
+                try:
+                    title = os.path.basename(url)
+                except Exception:
+                    title = node_name
             else:
                 url = core.unified_manager.cnr_map[node_name].get('repository')
                 title = core.unified_manager.cnr_map[node_name]['name']
@@ -859,7 +865,7 @@ async def fetch_customnode_list(request):
 
         channel = found
 
-    result = dict(channel=channel, node_packs=node_packs)
+    result = dict(channel=channel, node_packs=node_packs.to_dict())
 
     return web.json_response(result, content_type='application/json')
 

glob/manager_util.py

@@ -476,7 +476,7 @@ class PIPFixer:
                         normalized_name = parsed['package'].lower().replace('-', '_')
                         if normalized_name in new_pip_versions:
                             if 'version' in parsed and 'operator' in parsed:
-                                cur = StrictVersion(new_pip_versions[parsed['package']])
+                                cur = StrictVersion(new_pip_versions[normalized_name])
                                 dest = parsed['version']
                                 op = parsed['operator']
                                 if cur == dest:

glob/security_check.py

@@ -2,6 +2,8 @@ import sys
 import subprocess
 import os
 
+import manager_util
+
 
 def security_check():
     print("[START] Security scan")
@@ -66,11 +68,11 @@ https://blog.comfy.org/comfyui-statement-on-the-ultralytics-crypto-miner-situati
         "lolMiner": [os.path.join(comfyui_path, 'lolMiner')]
     }
 
-    installed_pips = subprocess.check_output([sys.executable, '-m', "pip", "freeze"], text=True)
+    installed_pips = subprocess.check_output(manager_util.make_pip_cmd(["freeze"]), text=True)
 
     detected = set()
     try:
-        anthropic_info = subprocess.check_output([sys.executable, '-m', "pip", "show", "anthropic"], text=True, stderr=subprocess.DEVNULL)
+        anthropic_info = subprocess.check_output(manager_util.make_pip_cmd(["show", "anthropic"]), text=True, stderr=subprocess.DEVNULL)
         anthropic_reqs = [x for x in anthropic_info.split('\n') if x.startswith("Requires")][0].split(': ')[1]
         if "pycrypto" in anthropic_reqs:
             location = [x for x in anthropic_info.split('\n') if x.startswith("Location")][0].split(': ')[1]

js/custom-nodes-manager.js

@@ -714,6 +714,7 @@ export class CustomNodesManager {
 					link.href = rowItem.reference;
 				link.target = '_blank';
 				link.innerHTML = `<b>${title}</b>`;
+				link.title = rowItem.originalData.id;
 				container.appendChild(link);
 
 				return container;

js/node_fixer.js

@@ -153,6 +153,7 @@ app.registerExtension({
 					app.canvas.graph.add(new_node, false);
 					node_info_copy(this, new_node, true);
 					app.canvas.graph.remove(this);
+					requestAnimationFrame(() => app.canvas.setDirty(true, true))
 				},
 			});
 		});

node_db/README.md

@@ -0,0 +1,95 @@
+# ComfyUI-Manager: Node Database (node_db)
+
+This directory contains the JSON database files that power ComfyUI-Manager's legacy node registry system. While the manager is gradually transitioning to the online Custom Node Registry (CNR), these local JSON files continue to provide important metadata about custom nodes, models, and their integrations.
+
+## Directory Structure
+
+The node_db directory is organized into several subdirectories, each serving a specific purpose:
+
+- **dev/**: Development channel files with latest additions and experimental nodes
+- **legacy/**: Historical/legacy nodes that may require special handling
+- **new/**: New nodes that have passed initial verification but are still being evaluated
+- **forked/**: Forks of existing nodes with modifications
+- **tutorial/**: Example and tutorial nodes designed for learning purposes
+
+## Core Database Files
+
+Each subdirectory contains a standard set of JSON files:
+
+- **custom-node-list.json**: Primary database of custom nodes with metadata
+- **extension-node-map.json**: Maps between extensions and individual nodes they provide
+- **model-list.json**: Catalog of models that can be downloaded through the manager
+- **alter-list.json**: Alternative implementations of nodes for compatibility or functionality
+- **github-stats.json**: GitHub repository statistics for node popularity metrics
+
+## Database Schema
+
+### custom-node-list.json
+```json
+{
+  "custom_nodes": [
+    {
+      "title": "Node display name",
+      "name": "Repository name",
+      "reference": "Original repository if forked",
+      "files": ["GitHub URL or other source location"],
+      "install_type": "git",
+      "description": "Description of the node's functionality",
+      "pip": ["optional pip dependencies"],
+      "js": ["optional JavaScript files"],
+      "tags": ["categorization tags"]
+    }
+  ]
+}
+```
+
+### extension-node-map.json
+```json
+{
+  "extension-id": [
+    ["list", "of", "node", "classes"],
+    {
+      "author": "Author name",
+      "description": "Extension description",
+      "nodename_pattern": "Optional regex pattern for node name matching"
+    }
+  ]
+}
+```
+
+## Transition to Custom Node Registry (CNR)
+
+This local database system is being progressively replaced by the online Custom Node Registry (CNR), which provides:
+- Real-time updates without manual JSON maintenance
+- Improved versioning support
+- Better security validation
+- Enhanced metadata
+
+The Manager supports both systems simultaneously during the transition period.
+
+## Implementation Details
+
+- The database follows a channel-based architecture for different sources
+- Multiple database modes are supported: Channel, Local, and Remote
+- The system supports differential updates to minimize bandwidth usage
+- Security levels are enforced for different node installations based on source
+
+## Usage in the Application
+
+The Manager's backend uses these database files to:
+
+1. Provide browsable lists of available nodes and models
+2. Resolve dependencies for installation
+3. Track updates and new versions
+4. Map node classes to their source repositories
+5. Assess risk levels for installation security
+
+## Maintenance Scripts
+
+Each subdirectory contains a `scan.sh` script that assists with:
+- Scanning repositories for new nodes
+- Updating metadata
+- Validating database integrity
+- Generating proper JSON structures
+
+This database system enables a flexible, secure, and comprehensive management system for the ComfyUI ecosystem while the transition to CNR continues.

node_db/forked/custom-node-list.json

@@ -1,5 +1,15 @@
 {
     "custom_nodes": [
+        {
+            "author": "joaomede",
+            "title": "ComfyUI-Unload-Model-Fork",
+            "reference": "https://github.com/joaomede/ComfyUI-Unload-Model-Fork",
+            "files": [
+                "https://github.com/joaomede/ComfyUI-Unload-Model-Fork"
+            ],
+            "install_type": "git-clone",
+            "description": "For unloading a model or all models, using the memory management that is already present in ComfyUI. Copied from [a/https://github.com/willblaschko/ComfyUI-Unload-Models](https://github.com/willblaschko/ComfyUI-Unload-Models) but without the unnecessary extra stuff."
+        },
         {
             "author": "SanDiegoDude",
             "title": "ComfyUI-HiDream-Sampler [WIP]",

node_db/legacy/custom-node-list.json

@@ -1,16 +1,280 @@
 {
     "custom_nodes": [
         {
-            "author": "#NOTICE_1.13",
-            "title": "NOTICE: This channel is not the default channel.",
-            "reference": "https://github.com/ltdrdata/ComfyUI-Manager",
-            "files": [],
+            "author": "markuryy",
+            "title": "ComfyUI Spiritparticle Nodes [REMOVED]",
+            "reference": "https://github.com/markuryy/comfyui-spiritparticle",
+            "files": [
+                "https://github.com/markuryy/comfyui-spiritparticle"
+            ],
             "install_type": "git-clone",
-            "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."
+            "description": "A node pack by spiritparticle."
+        },
+        {
+            "author": "SpaceKendo",
+            "title": "Text to video for Stable Video Diffusion in ComfyUI [REMOVED]",
+            "id": "svd-txt2vid",
+            "reference": "https://github.com/SpaceKendo/ComfyUI-svd_txt2vid",
+            "files": [
+                "https://github.com/SpaceKendo/ComfyUI-svd_txt2vid"
+            ],
+            "install_type": "git-clone",
+            "description": "This is node replaces the init_image conditioning for the [a/Stable Video Diffusion](https://github.com/Stability-AI/generative-models) image to video model with text embeds, together with a conditioning frame. The conditioning frame is a set of latents."
+        },
+        {
+            "author": "vovler",
+            "title": "ComfyUI Civitai Helper Extension [REMOVED]",
+            "reference": "https://github.com/vovler/comfyui-civitaihelper",
+            "files": [
+                "https://github.com/vovler/comfyui-civitaihelper"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI extension for parsing Civitai PNG workflows and automatically downloading missing models"
+        },
+        {
+            "author": "DriftJohnson",
+            "title": "DJZ-Nodes [REMOVED]",
+            "id": "DJZ-Nodes",
+            "reference": "https://github.com/MushroomFleet/DJZ-Nodes",
+            "files": [
+                "https://github.com/MushroomFleet/DJZ-Nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "AspectSize and other nodes"
+        },
+        {
+            "author": "DriftJohnson",
+            "title": "KokoroTTS Node [REMOVED]",
+            "reference": "https://github.com/MushroomFleet/DJZ-KokoroTTS",
+            "files": [
+                "https://github.com/MushroomFleet/DJZ-KokoroTTS"
+            ],
+            "install_type": "git-clone",
+            "description": "This node provides advanced text-to-speech functionality powered by KokoroTTS. Follow the instructions below to install, configure, and use the node within your portable ComfyUI installation."
+        },
+        {
+            "author": "MushroomFleet",
+            "title": "DJZ-Pedalboard [REMOVED]",
+            "reference": "https://github.com/MushroomFleet/DJZ-Pedalboard",
+            "files": [
+                "https://github.com/MushroomFleet/DJZ-Pedalboard"
+            ],
+            "install_type": "git-clone",
+            "description": "This project provides a collection of custom nodes designed for enhanced audio effects in ComfyUI. With an intuitive pedalboard interface, users can easily integrate and manipulate various audio effects within their workflows."
+        },
+        {
+            "author": "MushroomFleet",
+            "title": "SVG Suite for ComfyUI [REMOVED]",
+            "reference": "https://github.com/MushroomFleet/svg-suite",
+            "files": [
+                "https://github.com/MushroomFleet/svg-suite"
+            ],
+            "install_type": "git-clone",
+            "description": "SVG Suite is an advanced set of nodes for converting images to SVG in ComfyUI, expanding upon the functionality of ComfyUI-ToSVG."
+        },
+        {
+            "author": "joeriben",
+            "title": "AI4ArtsEd Ollama Prompt Node [DEPRECATED]",
+            "reference": "https://github.com/joeriben/ai4artsed_comfyui",
+            "files": [
+                "https://github.com/joeriben/ai4artsed_comfyui"
+            ],
+            "install_type": "git-clone",
+            "description": "Experimental nodes for ComfyUI. For more, see [a/https://kubi-meta.de/ai4artsed](https://kubi-meta.de/ai4artsed) A custom ComfyUI node for stylistic and cultural transformation of input text using local LLMs served via Ollama. This node allows you to combine a free-form prompt (e.g. translation, poetic recoding, genre shift) with externally supplied text in the ComfyUI graph. The result is processed via an Ollama-hosted model and returned as plain text."
+        },
+        {
+            "author": "bento234",
+            "title": "ComfyUI-bento-toolbox [REMOVED]",
+            "reference": "https://github.com/bento234/ComfyUI-bento-toolbox",
+            "files": [
+                "https://github.com/bento234/ComfyUI-bento-toolbox"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Tile Prompt Distributor"
+        },
+        {
+            "author": "yichengup",
+            "title": "ComfyUI-VideoBlender [REMOVED]",
+            "reference": "https://github.com/yichengup/ComfyUI-VideoBlender",
+            "files": [
+                "https://github.com/yichengup/ComfyUI-VideoBlender"
+            ],
+            "install_type": "git-clone",
+            "description": "Video clip mixing"
+        },
+        {
+            "author": "xl0",
+            "title": "latent-tools [REMOVED]",
+            "reference": "https://github.com/xl0/latent-tools",
+            "files": [
+                "https://github.com/xl0/latent-tools"
+            ],
+            "install_type": "git-clone",
+            "description": "Visualize and manipulate the latent space in ComfyUI"
+        },
+        {
+            "author": "Conor-Collins",
+            "title": "ComfyUI-CoCoTools [REMOVED]",
+            "reference": "https://github.com/Conor-Collins/coco_tools",
+            "files": [
+                "https://github.com/Conor-Collins/coco_tools"
+             ],
+             "install_type": "git-clone",
+             "description": "A set of custom nodes for ComfyUI providing advanced image processing, file handling, and utility functions."
+        },
+        {
+            "author": "theUpsider",
+            "title": "ComfyUI-Logic [DEPRECATED]",
+            "id": "comfy-logic",
+            "reference": "https://github.com/theUpsider/ComfyUI-Logic",
+            "files": [
+                "https://github.com/theUpsider/ComfyUI-Logic"
+            ],
+            "install_type": "git-clone",
+            "description": "An extension to ComfyUI that introduces logic nodes and conditional rendering capabilities."
+        },
+        {
+            "author": "Malloc-pix",
+            "title": "comfyui_qwen2.4_vl_node [REMOVED]",
+            "reference": "https://github.com/Malloc-pix/comfyui_qwen2.4_vl_node",
+            "files": [
+                "https://github.com/Malloc-pix/comfyui_qwen2.4_vl_node"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: CogVLM2 Captioner, CLIP Dynamic Text Encode(cy)"
+        },
+        {
+            "author": "inyourdreams-studio",
+            "title": "ComfyUI-RBLM [REMOVED]",
+            "reference": "https://github.com/inyourdreams-studio/comfyui-rblm",
+            "files": [
+                "https://github.com/inyourdreams-studio/comfyui-rblm"
+            ],
+            "install_type": "git-clone",
+            "description": "A custom node pack for ComfyUI that provides text manipulation nodes."
+        },
+        {
+            "author": "dream-computing",
+            "title": "SyntaxNodes - Image Processing Effects for ComfyUI [REMOVED]",
+            "reference": "https://github.com/dream-computing/syntax-nodes",
+            "files": [
+                "https://github.com/dream-computing/syntax-nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "A collection of custom nodes for ComfyUI designed to apply various image processing effects, stylizations, and analyses."
+        },
+        {
+            "author": "UD1sto",
+            "title": "plugin-utils-nodes [DEPRECATED]",
+            "reference": "https://github.com/its-DeFine/plugin-utils-nodes",
+            "files": [
+                "https://github.com/its-DeFine/plugin-utils-nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Compare Images (SimHash), Image Selector, Temporal Consistency, Update Image Reference, Frame Blend."
+        },
+        {
+            "author": "hanyingcho",
+            "title": "ComfyUI LLM Promp [REMOVED]",
+            "reference": "https://github.com/hanyingcho/comfyui-llmprompt",
+            "files": [
+                "https://github.com/hanyingcho/comfyui-llmprompt"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Load llm, Generate Text with LLM, Inference Qwen2VL, Inference Qwen2"
+        },
+        {
+            "author": "WASasquatch",
+            "title": "WAS Node Suite [DEPRECATED]",
+            "id": "was",
+            "reference": "https://github.com/WASasquatch/was-node-suite-comfyui",
+            "pip": ["numba"],
+            "files": [
+                "https://github.com/WASasquatch/was-node-suite-comfyui"
+            ],
+            "install_type": "git-clone",
+            "description": "A node suite for ComfyUI with many new nodes, such as image processing, text processing, and more."
+        },
+        {
+            "author": "TOM1063",
+            "title": "ComfyUI-SamuraiTools [REMOVED]",
+            "reference": "https://github.com/TOM1063/ComfyUI-SamuraiTools",
+            "files": [
+                "https://github.com/TOM1063/ComfyUI-SamuraiTools"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI custom node for switching integer values based on boolean conditions"
+        },
+        {
+            "author": "whitemoney293",
+            "title": "ComfyUI-MediaUtilities [REMOVED]",
+            "reference": "https://github.com/ThanaritKanjanametawatAU/ComfyUI-MediaUtilities",
+            "files": [
+                "https://github.com/ThanaritKanjanametawatAU/ComfyUI-MediaUtilities"
+            ],
+            "install_type": "git-clone",
+            "description": "Custom nodes for loading and previewing media from URLs in ComfyUI."
+        },
+        {
+            "author": "pureexe",
+            "title": "DiffusionLight-ComfyUI [REMOVED]",
+            "reference": "https://github.com/pureexe/DiffusionLight-ComfyUI",
+            "files": [
+                "https://github.com/pureexe/DiffusionLight-ComfyUI"
+            ],
+            "install_type": "git-clone",
+            "description": "DiffusionLight (Turbo) implemented in ComfyUI"
+        },
+        {
+            "author": "gondar-software",
+            "title": "comfyui-custom-padding [REMOVED]",
+            "reference": "https://github.com/gondar-software/comfyui-custom-padding",
+            "files": [
+                "https://github.com/gondar-software/comfyui-custom-padding"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Adaptive image padding, Adaptive image unpadding"
+        },
+        {
+            "author": "Charonartist",
+            "title": "ComfyUI-EagleExporter [REMOVED]",
+            "reference": "https://github.com/Charonartist/ComfyUI-EagleExporter",
+            "files": [
+                "https://github.com/Charonartist/ComfyUI-EagleExporter"
+            ],
+            "install_type": "git-clone",
+            "description": "This is an extension that automatically saves video files generated with ComfyUI's 'video combine' extension to the Eagle library."
+        },
+        {
+            "author": "pomePLaszlo-collablyu",
+            "title": "comfyui_ejam [REMOVED]",
+            "reference": "https://github.com/PLaszlo-collab/comfyui_ejam",
+            "files": [
+                "https://github.com/PLaszlo-collab/comfyui_ejam"
+            ],
+            "install_type": "git-clone",
+            "description": "Ejam nodes for comfyui"
+        },
+        {
+            "author": "jonnydolake",
+            "title": "ComfyUI-AIR-Nodes [REMOVED]",
+            "reference": "https://github.com/jonnydolake/ComfyUI-AIR-Nodes",
+            "files": [
+                "https://github.com/jonnydolake/ComfyUI-AIR-Nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: String List To Prompt Schedule, Force Minimum Batch Size, Target Location (Crop), Target Location (Paste), Image Composite Chained, Match Image Count To Mask Count, Random Character Prompts, Parallax Test, Easy Parallax, Parallax GPU Test"
+        },
+        {
+            "author": "solution9th",
+            "title": "Comfyui_mobilesam [REMOVED]",
+            "reference": "https://github.com/solution9th/Comfyui_mobilesam",
+            "files": [
+                "https://github.com/solution9th/Comfyui_mobilesam"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Mobile SAM Model Loader, Mobile SAM Detector, Mobile SAM Predictor"
         },
-
-        
-
         {
             "author": "syaofox",
             "title": "ComfyUI_fnodes [REMOVED]",

openapi.yaml

@@ -0,0 +1,846 @@
+openapi: 3.1.0
+info:
+  title: ComfyUI-Manager API
+  description: |
+    API for ComfyUI-Manager, a comprehensive management tool for ComfyUI custom nodes, models, and components.
+    This API enables programmatic access to node management, model downloading, snapshot operations,
+    and overall system configuration.
+  version: "3.32.3"
+  contact:
+    name: ComfyUI-Manager Maintainers
+servers:
+  - url: '/'
+    description: Default ComfyUI server
+
+# Common API components
+components:
+  schemas:
+    Error:
+      type: object
+      properties:
+        error:
+          type: string
+          description: Error message
+          
+    NodePackageMetadata:
+      type: object
+      properties:
+        title:
+          type: string
+          description: Display name of the node package
+        name:
+          type: string
+          description: Repository/package name
+        files:
+          type: array
+          items:
+            type: string
+          description: Source URLs for the package
+        description:
+          type: string
+          description: Description of the node package functionality
+        install_type:
+          type: string
+          enum: [git, copy, pip]
+          description: Installation method
+        version:
+          type: string
+          description: Version identifier
+        id:
+          type: string
+          description: Unique identifier for the node package
+        ui_id:
+          type: string
+          description: ID for UI reference
+        channel:
+          type: string
+          description: Source channel
+        mode:
+          type: string
+          description: Source mode
+        
+    ModelMetadata:
+      type: object
+      properties:
+        name:
+          type: string
+          description: Name of the model
+        type:
+          type: string
+          description: Type of model
+        base:
+          type: string
+          description: Base model type
+        save_path:
+          type: string
+          description: Path for saving the model
+        url:
+          type: string
+          description: Download URL
+        filename:
+          type: string
+          description: Target filename
+        ui_id:
+          type: string
+          description: ID for UI reference
+          
+    SnapshotItem:
+      type: string
+      description: Name of the snapshot
+
+    QueueStatus:
+      type: object
+      properties:
+        total_count:
+          type: integer
+          description: Total number of tasks
+        done_count:
+          type: integer
+          description: Number of completed tasks
+        in_progress_count:
+          type: integer
+          description: Number of tasks in progress
+        is_processing:
+          type: boolean
+          description: Whether the queue is currently processing
+
+  securitySchemes:
+    securityLevel:
+      type: apiKey
+      in: header
+      name: Security-Level
+      description: Security level for sensitive operations
+
+  parameters:
+    modeParam:
+      name: mode
+      in: query
+      description: Source mode (e.g., "local", "remote")
+      schema:
+        type: string
+        enum: [local, remote, default]
+        
+    targetParam:
+      name: target
+      in: query
+      description: Target identifier
+      required: true
+      schema:
+        type: string
+        
+    valueParam:
+      name: value
+      in: query
+      description: New value to set
+      required: true
+      schema:
+        type: string
+
+# API Paths
+paths:
+  # Custom Nodes Endpoints
+  /customnode/getmappings:
+    get:
+      summary: Get node-to-package mappings
+      description: Provides unified mapping between nodes and node packages
+      parameters:
+        - $ref: '#/components/parameters/modeParam'
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            application/json:
+              schema:
+                type: object
+                additionalProperties:
+                  type: array
+                  items:
+                    type: array
+                description: Mapping of node packages to node classes
+
+  /customnode/fetch_updates:
+    get:
+      summary: Check for updates
+      description: Fetches updates for custom nodes
+      parameters:
+        - $ref: '#/components/parameters/modeParam'
+      responses:
+        '200':
+          description: No updates available
+        '201':
+          description: Updates found
+        '400':
+          description: Error occurred
+          
+  /customnode/installed:
+    get:
+      summary: Get installed custom nodes
+      description: Returns a list of installed node packages
+      parameters:
+        - name: mode
+          in: query
+          description: Lists mode, default or imported
+          schema:
+            type: string
+            enum: [default, imported]
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            application/json:
+              schema:
+                type: object
+                additionalProperties:
+                  $ref: '#/components/schemas/NodePackageMetadata'
+                  
+  /customnode/getlist:
+    get:
+      summary: Get custom node list
+      description: Provides a list of available custom nodes
+      parameters:
+        - $ref: '#/components/parameters/modeParam'
+        - name: skip_update
+          in: query
+          description: Skip update check
+          schema:
+            type: boolean
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            application/json:
+              schema:
+                type: object
+                properties:
+                  channel:
+                    type: string
+                  node_packs:
+                    type: object
+                    additionalProperties:
+                      $ref: '#/components/schemas/NodePackageMetadata'
+                      
+  /customnode/alternatives:
+    get:
+      summary: Get alternative node options
+      description: Provides alternatives for nodes
+      parameters:
+        - $ref: '#/components/parameters/modeParam'
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            application/json:
+              schema:
+                type: object
+                additionalProperties:
+                  type: object
+                  
+  /customnode/versions/{node_name}:
+    get:
+      summary: Get available versions for a node
+      description: Lists all available versions for a specific node
+      parameters:
+        - name: node_name
+          in: path
+          required: true
+          schema:
+            type: string
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            application/json:
+              schema:
+                type: array
+                items:
+                  type: object
+                  properties:
+                    version:
+                      type: string
+        '400':
+          description: Node not found
+          
+  /customnode/disabled_versions/{node_name}:
+    get:
+      summary: Get disabled versions for a node
+      description: Lists all disabled versions for a specific node
+      parameters:
+        - name: node_name
+          in: path
+          required: true
+          schema:
+            type: string
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            application/json:
+              schema:
+                type: array
+                items:
+                  type: object
+                  properties:
+                    version:
+                      type: string
+        '400':
+          description: Node not found
+          
+  /customnode/import_fail_info:
+    post:
+      summary: Get import failure information
+      description: Returns information about why a node failed to import
+      requestBody:
+        required: true
+        content:
+          application/json:
+            schema:
+              type: object
+              properties:
+                cnr_id:
+                  type: string
+                url:
+                  type: string
+      responses:
+        '200':
+          description: Successful operation
+        '400':
+          description: No information available
+          
+  /customnode/install/git_url:
+    post:
+      summary: Install custom node via Git URL
+      description: Installs a custom node from a Git repository URL
+      security:
+        - securityLevel: []
+      requestBody:
+        required: true
+        content:
+          text/plain:
+            schema:
+              type: string
+      responses:
+        '200':
+          description: Installation successful or already installed
+        '400':
+          description: Installation failed
+        '403':
+          description: Security policy violation
+          
+  /customnode/install/pip:
+    post:
+      summary: Install custom node dependencies via pip
+      description: Installs Python package dependencies for custom nodes
+      security:
+        - securityLevel: []
+      requestBody:
+        required: true
+        content:
+          text/plain:
+            schema:
+              type: string
+      responses:
+        '200':
+          description: Installation successful
+        '403':
+          description: Security policy violation
+          
+  # Model Management Endpoints
+  /externalmodel/getlist:
+    get:
+      summary: Get external model list
+      description: Provides a list of available external models
+      parameters:
+        - $ref: '#/components/parameters/modeParam'
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            application/json:
+              schema:
+                type: object
+                properties:
+                  models:
+                    type: array
+                    items:
+                      $ref: '#/components/schemas/ModelMetadata'
+                      
+  # Queue Management Endpoints
+  /manager/queue/update_all:
+    get:
+      summary: Update all custom nodes
+      description: Queues update operations for all installed custom nodes
+      security:
+        - securityLevel: []
+      parameters:
+        - $ref: '#/components/parameters/modeParam'
+      responses:
+        '200':
+          description: Update queued successfully
+        '401':
+          description: Processing already in progress
+        '403':
+          description: Security policy violation
+          
+  /manager/queue/reset:
+    get:
+      summary: Reset queue
+      description: Resets the operation queue
+      responses:
+        '200':
+          description: Queue reset successfully
+          
+  /manager/queue/status:
+    get:
+      summary: Get queue status
+      description: Returns the current status of the operation queue
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/QueueStatus'
+                
+  /manager/queue/install:
+    post:
+      summary: Install custom node
+      description: Queues installation of a custom node
+      security:
+        - securityLevel: []
+      requestBody:
+        required: true
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/NodePackageMetadata'
+      responses:
+        '200':
+          description: Installation queued successfully
+        '403':
+          description: Security policy violation
+        '404':
+          description: Target node not found or security issue
+          
+  /manager/queue/start:
+    get:
+      summary: Start queue processing
+      description: Starts processing the operation queue
+      responses:
+        '200':
+          description: Processing started
+        '201':
+          description: Processing already in progress
+          
+  /manager/queue/fix:
+    post:
+      summary: Fix custom node
+      description: Attempts to fix a broken custom node installation
+      security:
+        - securityLevel: []
+      requestBody:
+        required: true
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/NodePackageMetadata'
+      responses:
+        '200':
+          description: Fix operation queued successfully
+        '403':
+          description: Security policy violation
+          
+  /manager/queue/reinstall:
+    post:
+      summary: Reinstall custom node
+      description: Uninstalls and then reinstalls a custom node
+      security:
+        - securityLevel: []
+      requestBody:
+        required: true
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/NodePackageMetadata'
+      responses:
+        '200':
+          description: Reinstall operation queued successfully
+        '403':
+          description: Security policy violation
+          
+  /manager/queue/uninstall:
+    post:
+      summary: Uninstall custom node
+      description: Queues uninstallation of a custom node
+      security:
+        - securityLevel: []
+      requestBody:
+        required: true
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/NodePackageMetadata'
+      responses:
+        '200':
+          description: Uninstallation queued successfully
+        '403':
+          description: Security policy violation
+          
+  /manager/queue/update:
+    post:
+      summary: Update custom node
+      description: Queues update of a custom node
+      security:
+        - securityLevel: []
+      requestBody:
+        required: true
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/NodePackageMetadata'
+      responses:
+        '200':
+          description: Update queued successfully
+        '403':
+          description: Security policy violation
+          
+  /manager/queue/disable:
+    post:
+      summary: Disable custom node
+      description: Disables a custom node without uninstalling it
+      requestBody:
+        required: true
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/NodePackageMetadata'
+      responses:
+        '200':
+          description: Disable operation queued successfully
+          
+  /manager/queue/update_comfyui:
+    get:
+      summary: Update ComfyUI
+      description: Queues an update operation for ComfyUI itself
+      responses:
+        '200':
+          description: Update queued successfully
+          
+  /manager/queue/install_model:
+    post:
+      summary: Install model
+      description: Queues installation of a model
+      security:
+        - securityLevel: []
+      requestBody:
+        required: true
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/ModelMetadata'
+      responses:
+        '200':
+          description: Installation queued successfully
+        '400':
+          description: Invalid model request
+        '403':
+          description: Security policy violation
+          
+  # Snapshot Management Endpoints
+  /snapshot/getlist:
+    get:
+      summary: Get snapshot list
+      description: Returns a list of available snapshots
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            application/json:
+              schema:
+                type: object
+                properties:
+                  items:
+                    type: array
+                    items:
+                      $ref: '#/components/schemas/SnapshotItem'
+                      
+  /snapshot/remove:
+    get:
+      summary: Remove snapshot
+      description: Removes a specified snapshot
+      security:
+        - securityLevel: []
+      parameters:
+        - $ref: '#/components/parameters/targetParam'
+      responses:
+        '200':
+          description: Snapshot removed successfully
+        '400':
+          description: Error removing snapshot
+        '403':
+          description: Security policy violation
+          
+  /snapshot/restore:
+    get:
+      summary: Restore snapshot
+      description: Restores a specified snapshot
+      security:
+        - securityLevel: []
+      parameters:
+        - $ref: '#/components/parameters/targetParam'
+      responses:
+        '200':
+          description: Snapshot restoration scheduled
+        '400':
+          description: Error restoring snapshot
+        '403':
+          description: Security policy violation
+          
+  /snapshot/get_current:
+    get:
+      summary: Get current snapshot
+      description: Returns the current system state as a snapshot
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            application/json:
+              schema:
+                type: object
+        '400':
+          description: Error creating snapshot
+          
+  /snapshot/save:
+    get:
+      summary: Save snapshot
+      description: Saves the current system state as a new snapshot
+      responses:
+        '200':
+          description: Snapshot saved successfully
+        '400':
+          description: Error saving snapshot
+          
+  # ComfyUI Management Endpoints
+  /comfyui_manager/comfyui_versions:
+    get:
+      summary: Get ComfyUI versions
+      description: Returns available and current ComfyUI versions
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            application/json:
+              schema:
+                type: object
+                properties:
+                  versions:
+                    type: array
+                    items:
+                      type: string
+                  current:
+                    type: string
+        '400':
+          description: Error retrieving versions
+          
+  /comfyui_manager/comfyui_switch_version:
+    get:
+      summary: Switch ComfyUI version
+      description: Switches to a specified ComfyUI version
+      parameters:
+        - name: ver
+          in: query
+          description: Target version
+          schema:
+            type: string
+      responses:
+        '200':
+          description: Version switch successful
+        '400':
+          description: Error switching version
+          
+  /manager/reboot:
+    get:
+      summary: Reboot ComfyUI
+      description: Restarts the ComfyUI server
+      security:
+        - securityLevel: []
+      responses:
+        '200':
+          description: Reboot initiated
+        '403':
+          description: Security policy violation
+          
+  # Configuration Endpoints
+  /manager/preview_method:
+    get:
+      summary: Get or set preview method
+      description: Gets or sets the latent preview method
+      parameters:
+        - name: value
+          in: query
+          required: false
+          description: New preview method
+          schema:
+            type: string
+            enum: [auto, latent2rgb, taesd, none]
+      responses:
+        '200':
+          description: Setting updated or current value returned
+          content:
+            text/plain:
+              schema:
+                type: string
+                
+  /manager/db_mode:
+    get:
+      summary: Get or set database mode
+      description: Gets or sets the database mode
+      parameters:
+        - name: value
+          in: query
+          required: false
+          description: New database mode
+          schema:
+            type: string
+            enum: [channel, local, remote]
+      responses:
+        '200':
+          description: Setting updated or current value returned
+          content:
+            text/plain:
+              schema:
+                type: string
+                
+  /manager/policy/component:
+    get:
+      summary: Get or set component policy
+      description: Gets or sets the component policy
+      parameters:
+        - name: value
+          in: query
+          required: false
+          description: New component policy
+          schema:
+            type: string
+      responses:
+        '200':
+          description: Setting updated or current value returned
+          content:
+            text/plain:
+              schema:
+                type: string
+                
+  /manager/policy/update:
+    get:
+      summary: Get or set update policy
+      description: Gets or sets the update policy
+      parameters:
+        - name: value
+          in: query
+          required: false
+          description: New update policy
+          schema:
+            type: string
+            enum: [stable, nightly, nightly-comfyui]
+      responses:
+        '200':
+          description: Setting updated or current value returned
+          content:
+            text/plain:
+              schema:
+                type: string
+                
+  /manager/channel_url_list:
+    get:
+      summary: Get or set channel URL
+      description: Gets or sets the channel URL for custom node sources
+      parameters:
+        - name: value
+          in: query
+          required: false
+          description: New channel name
+          schema:
+            type: string
+      responses:
+        '200':
+          description: Setting updated or channel list returned
+          content:
+            application/json:
+              schema:
+                type: object
+                properties:
+                  selected:
+                    type: string
+                  list:
+                    type: array
+                    items:
+                      type: object
+                      properties:
+                        name:
+                          type: string
+                        url:
+                          type: string
+                          
+  # Component Management Endpoints
+  /manager/component/save:
+    post:
+      summary: Save component
+      description: Saves a reusable workflow component
+      requestBody:
+        required: true
+        content:
+          application/json:
+            schema:
+              type: object
+              properties:
+                name:
+                  type: string
+                workflow:
+                  type: object
+      responses:
+        '200':
+          description: Component saved successfully
+          content:
+            text/plain:
+              schema:
+                type: string
+        '400':
+          description: Error saving component
+          
+  /manager/component/loads:
+    post:
+      summary: Load components
+      description: Loads all available workflow components
+      responses:
+        '200':
+          description: Components loaded successfully
+          content:
+            application/json:
+              schema:
+                type: object
+        '400':
+          description: Error loading components
+          
+  # Miscellaneous Endpoints
+  /manager/version:
+    get:
+      summary: Get manager version
+      description: Returns the current version of ComfyUI-Manager
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            text/plain:
+              schema:
+                type: string
+                
+  /manager/notice:
+    get:
+      summary: Get manager notice
+      description: Returns HTML content with notices and version information
+      responses:
+        '200':
+          description: Successful operation
+          content:
+            text/html:
+              schema:
+                type: string

prestartup_script.py

@@ -38,7 +38,6 @@ else:
     def current_timestamp():
         return str(time.time()).split('.')[0]
 
-security_check.security_check()
 
 cm_global.pip_blacklist = {'torch', 'torchaudio', 'torchsde', 'torchvision'}
 cm_global.pip_downgrade_blacklist = ['torch', 'torchaudio', 'torchsde', 'torchvision', 'transformers', 'safetensors', 'kornia']
@@ -119,6 +118,7 @@ def check_file_logging():
 
 read_config()
 read_uv_mode()
+security_check.security_check()
 check_file_logging()
 
 if sys.version_info < (3, 13):
@@ -344,7 +344,12 @@ try:
                     log_file.write(message)
                 else:
                     log_file.write(f"[{timestamp}] {message}")
-                log_file.flush()
+
+                try:
+                    log_file.flush()
+                except Exception:
+                    pass
+
                 self.last_char = message if message == '' else message[-1]
 
             if not file_only:
@@ -357,7 +362,10 @@ try:
                         original_stderr.flush()
 
         def flush(self):
-            log_file.flush()
+            try:
+                log_file.flush()
+            except Exception:
+                pass
 
             with std_log_lock:
                 if self.is_stdout:

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 = "3.32.3"
+version = "3.33.3"
 license = { file = "LICENSE.txt" }
 dependencies = ["GitPython", "PyGithub", "matrix-client==0.4.0", "transformers", "huggingface-hub>0.20", "typer", "rich", "typing-extensions", "toml", "uv", "chardet"]
 

scanner.py

@@ -102,12 +102,8 @@ def extract_nodes(code_text):
 def scan_in_file(filename, is_builtin=False):
     global builtin_nodes
 
-    try:
-        with open(filename, encoding='utf-8') as file:
-            code = file.read()
-    except UnicodeDecodeError:
-        with open(filename, encoding='cp949') as file:
-            code = file.read()
+    with open(filename, encoding='utf-8', errors='ignore') as file:
+        code = file.read()
 
     pattern = r"_CLASS_MAPPINGS\s*=\s*{([^}]*)}"
     regex = re.compile(pattern, re.MULTILINE | re.DOTALL)
@@ -297,7 +293,7 @@ def update_custom_nodes():
             pass
 
         def is_rate_limit_exceeded():
-            return g.rate_limiting[0] == 0
+            return g.rate_limiting[0] <= 20
 
         if is_rate_limit_exceeded():
             print(f"GitHub API Rate Limit Exceeded: remained - {(g.rate_limiting_resettime - datetime.datetime.now().timestamp())/60:.2f} min")