[tests] Add API test suite

* add AQnodes

* add AQnodes - fix repo url

---------

Co-authored-by: pk <poczta@aquasite.pl>

__init__.py

@@ -1,3 +1,7 @@
+"""
+This file is the entry point for the ComfyUI-Manager package, handling CLI-only mode and initial setup.
+"""
+
 import os
 import sys
 

cm-cli.py

@@ -45,7 +45,11 @@ comfyui_manager_path = os.path.abspath(os.path.dirname(__file__))
 
 cm_global.pip_blacklist = {'torch', 'torchaudio', 'torchsde', 'torchvision'}
 cm_global.pip_downgrade_blacklist = ['torch', 'torchaudio', 'torchsde', 'torchvision', 'transformers', 'safetensors', 'kornia']
-cm_global.pip_overrides = {'numpy': 'numpy<2'}
+
+if sys.version_info < (3, 13):
+    cm_global.pip_overrides = {'numpy': 'numpy<2'}
+else:
+    cm_global.pip_overrides = {}
 
 if os.path.exists(os.path.join(manager_util.comfyui_manager_path, "pip_overrides.json")):
     with open(os.path.join(manager_util.comfyui_manager_path, "pip_overrides.json"), 'r', encoding="UTF-8", errors="ignore") as json_file:
@@ -147,7 +151,9 @@ class Ctx:
         if os.path.exists(core.manager_pip_overrides_path):
             with open(core.manager_pip_overrides_path, 'r', encoding="UTF-8", errors="ignore") as json_file:
                 cm_global.pip_overrides = json.load(json_file)
-                cm_global.pip_overrides = {'numpy': 'numpy<2'}
+
+                if sys.version_info < (3, 13):
+                    cm_global.pip_overrides = {'numpy': 'numpy<2'}
 
         if os.path.exists(core.manager_pip_blacklist_path):
             with open(core.manager_pip_blacklist_path, 'r', encoding="UTF-8", errors="ignore") as f:
@@ -184,13 +190,18 @@ class Ctx:
 cmd_ctx = Ctx()
 
 
-def install_node(node_spec_str, is_all=False, cnt_msg=''):
+def install_node(node_spec_str, is_all=False, cnt_msg='', **kwargs):
+    exit_on_fail = kwargs.get('exit_on_fail', False)
+    print(f"install_node exit on fail:{exit_on_fail}...")
+    
     if core.is_valid_url(node_spec_str):
         # install via urls
         res = asyncio.run(core.gitclone_install(node_spec_str, no_deps=cmd_ctx.no_deps))
         if not res.result:
             print(res.msg)
             print(f"[bold red]ERROR: An error occurred while installing '{node_spec_str}'.[/bold red]")
+            if exit_on_fail:
+                sys.exit(1)
         else:
             print(f"{cnt_msg} [INSTALLED] {node_spec_str:50}")
     else:
@@ -225,6 +236,8 @@ def install_node(node_spec_str, is_all=False, cnt_msg=''):
             print("")
         else:
             print(f"[bold red]ERROR: An error occurred while installing '{node_name}'.\n{res.msg}[/bold red]")
+            if exit_on_fail:
+                sys.exit(1)
 
 
 def reinstall_node(node_spec_str, is_all=False, cnt_msg=''):
@@ -586,7 +599,7 @@ def get_all_installed_node_specs():
     return res
 
 
-def for_each_nodes(nodes, act, allow_all=True):
+def for_each_nodes(nodes, act, allow_all=True, **kwargs):
     is_all = False
     if allow_all and 'all' in nodes:
         is_all = True
@@ -598,7 +611,7 @@ def for_each_nodes(nodes, act, allow_all=True):
     i = 1
     for x in nodes:
         try:
-            act(x, is_all=is_all, cnt_msg=f'{i}/{total}')
+            act(x, is_all=is_all, cnt_msg=f'{i}/{total}', **kwargs)
         except Exception as e:
             print(f"ERROR: {e}")
             traceback.print_exc()
@@ -642,13 +655,17 @@ def install(
             None,
             help="user directory"
         ),
+        exit_on_fail: bool = typer.Option(
+            False,
+            help="Exit on failure"
+        )
 ):
     cmd_ctx.set_user_directory(user_directory)
     cmd_ctx.set_channel_mode(channel, mode)
     cmd_ctx.set_no_deps(no_deps)
 
     pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, core.manager_files_path)
-    for_each_nodes(nodes, act=install_node)
+    for_each_nodes(nodes, act=install_node, exit_on_fail=exit_on_fail)
     pip_fixer.fix_broken()
 
 

glob/manager_core.py

@@ -43,7 +43,7 @@ import manager_downloader
 from node_package import InstalledNodePackage
 
 
-version_code = [3, 31, 12]
+version_code = [3, 32, 3]
 version_str = f"V{version_code[0]}.{version_code[1]}" + (f'.{version_code[2]}' if len(version_code) > 2 else '')
 
 
@@ -868,8 +868,9 @@ class UnifiedManager:
                     package_name = remap_pip_package(line.strip())
                     if package_name and not package_name.startswith('#') and package_name not in self.processed_install:
                         self.processed_install.add(package_name)
-                        install_cmd = manager_util.make_pip_cmd(["install", package_name])
-                        if package_name.strip() != "" and not package_name.startswith('#'):
+                        clean_package_name = package_name.split('#')[0].strip()
+                        install_cmd = manager_util.make_pip_cmd(["install", clean_package_name])
+                        if clean_package_name != "" and not clean_package_name.startswith('#'):
                             res = res and try_install_script(url, repo_path, install_cmd, instant_execution=instant_execution)
 
                 pip_fixer.fix_broken()
@@ -2072,6 +2073,13 @@ def is_valid_url(url):
     return False
 
 
+def extract_url_and_commit_id(s):
+    index = s.rfind('@')
+    if index == -1:
+        return (s, '')
+    else:
+        return (s[:index], s[index+1:])
+
 async def gitclone_install(url, instant_execution=False, msg_prefix='', no_deps=False):
     await unified_manager.reload('cache')
     await unified_manager.get_custom_nodes('default', 'cache')
@@ -2089,8 +2097,11 @@ async def gitclone_install(url, instant_execution=False, msg_prefix='', no_deps=
         cnr = unified_manager.get_cnr_by_repo(url)
         if cnr:
             cnr_id = cnr['id']
-            return await unified_manager.install_by_id(cnr_id, version_spec='nightly', channel='default', mode='cache')
+            return await unified_manager.install_by_id(cnr_id, version_spec=None, channel='default', mode='cache')
         else:
+            new_url, commit_id = extract_url_and_commit_id(url)
+            if commit_id != "":
+                url = new_url
             repo_name = os.path.splitext(os.path.basename(url))[0]
 
             # NOTE: Keep original name as possible if unknown node
@@ -2123,6 +2134,10 @@ async def gitclone_install(url, instant_execution=False, msg_prefix='', no_deps=
                     return result.fail(f"Failed to clone '{clone_url}' into  '{repo_path}'")
             else:
                 repo = git.Repo.clone_from(clone_url, repo_path, recursive=True, progress=GitProgress())
+                if commit_id!= "":
+                    repo.git.checkout(commit_id)
+                    repo.git.submodule('update', '--init', '--recursive')
+
                 repo.git.clear_cache()
                 repo.close()
 

glob/manager_util.py

@@ -15,6 +15,7 @@ import re
 import logging
 import platform
 import shlex
+import cm_global
 
 
 cache_lock = threading.Lock()
@@ -256,7 +257,7 @@ def get_installed_packages(renew=False):
                     pip_map[normalized_name] = y[1]
         except subprocess.CalledProcessError:
             logging.error("[ComfyUI-Manager] Failed to retrieve the information of installed pip packages.")
-            return set()
+            return {}
 
     return pip_map
 
@@ -307,6 +308,7 @@ def parse_requirement_line(line):
 
 
 torch_torchvision_torchaudio_version_map = {
+    '2.7.0': ('0.22.0', '2.7.0'),
     '2.6.0': ('0.21.0', '2.6.0'),
     '2.5.1': ('0.20.0', '2.5.0'),
     '2.5.0': ('0.20.0', '2.5.0'),
@@ -410,8 +412,9 @@ class PIPFixer:
 
                 if len(targets) > 0:
                     for x in targets:
-                        cmd = make_pip_cmd(['install', f"{x}=={versions[0].version_string}", "numpy<2"])
-                        subprocess.check_output(cmd, universal_newlines=True)
+                        if sys.version_info < (3, 13):
+                            cmd = make_pip_cmd(['install', f"{x}=={versions[0].version_string}", "numpy<2"])
+                            subprocess.check_output(cmd, universal_newlines=True)
 
                     logging.info(f"[ComfyUI-Manager] 'opencv' dependencies were fixed: {targets}")
         except Exception as e:
@@ -419,17 +422,21 @@ class PIPFixer:
             logging.error(e)
 
         # fix numpy
-        try:
-            np = new_pip_versions.get('numpy')
-            if np is not None:
-                if StrictVersion(np) >= StrictVersion('2'):
-                    cmd = make_pip_cmd(['install', "numpy<2"])
-                    subprocess.check_output(cmd , universal_newlines=True)
+        if sys.version_info >= (3, 13):
+            logging.info("[ComfyUI-Manager] In Python 3.13 and above, PIP Fixer does not downgrade `numpy` below version 2.0. If you need to force a downgrade of `numpy`, please use `pip_auto_fix.list`.")
+        else:
+            try:
+                np = new_pip_versions.get('numpy')
+                if cm_global.pip_overrides.get('numpy') == 'numpy<2':
+                    if np is not None:
+                        if StrictVersion(np) >= StrictVersion('2'):
+                            cmd = make_pip_cmd(['install', "numpy<2"])
+                            subprocess.check_output(cmd , universal_newlines=True)
 
-                    logging.info("[ComfyUI-Manager] 'numpy' dependency were fixed")
-        except Exception as e:
-            logging.error("[ComfyUI-Manager] Failed to restore numpy")
-            logging.error(e)
+                            logging.info("[ComfyUI-Manager] 'numpy' dependency were fixed")
+            except Exception as e:
+                logging.error("[ComfyUI-Manager] Failed to restore numpy")
+                logging.error(e)
 
         # fix missing frontend
         try:

js/model-manager.js

@@ -81,10 +81,13 @@ export class ModelManager {
 			value: ""
 		}, {
 			label: "Installed",
-			value: "True"
+			value: "installed"
 		}, {
 			label: "Not Installed",
-			value: "False"
+			value: "not_installed"
+		}, {
+			label: "In Workflow",
+			value: "in_workflow"
 		}];
 
 		this.typeList = [{
@@ -254,12 +257,31 @@ export class ModelManager {
 			rowFilter: (rowItem) => {
 
 				const searchableColumns = ["name", "type", "base", "description", "filename", "save_path"];
+				const models_extensions = ['.ckpt', '.pt', '.pt2', '.bin', '.pth', '.safetensors', '.pkl', '.sft'];
 
 				let shouldShown = grid.highlightKeywordsFilter(rowItem, searchableColumns, this.keywords);
 
 				if (shouldShown) {
-					if(this.filter && rowItem.installed !== this.filter) {
-						return false;
+					if(this.filter) {
+						if (this.filter == "in_workflow") {
+							rowItem.in_workflow = null;
+							if (Array.isArray(app.graph._nodes)) {
+								app.graph._nodes.forEach((item, i) => {
+									if (Array.isArray(item.widgets_values)) {
+										item.widgets_values.forEach((_item, i) => {
+											if (rowItem.in_workflow === null && _item !== null && models_extensions.includes("." + _item.toString().split('.').pop())) {
+												let filename = _item.match(/([^\/]+)(?=\.\w+$)/)[0];
+												if (grid.highlightKeywordsFilter(rowItem, searchableColumns, filename)) {
+													rowItem.in_workflow = "True";
+													grid.highlightKeywordsFilter(rowItem, searchableColumns, "");
+												}
+											}
+										});
+									}
+								});
+							}
+						}
+						return ((this.filter == "installed" && rowItem.installed == "True") || (this.filter == "not_installed" && rowItem.installed == "False") || (this.filter == "in_workflow" && rowItem.in_workflow == "True"));
 					}
 
 					if(this.type && rowItem.type !== this.type) {
@@ -795,4 +817,4 @@ export class ModelManager {
 	close() {
 		this.element.style.display = "none";
 	}
-}
+}

js/workflow-metadata.js

@@ -71,7 +71,7 @@ class WorkflowMetadataExtension {
         if (cnr_id) nodeProperties.cnr_id = cnr_id;
         else nodeProperties.aux_id = aux_id;
         if (ver) nodeProperties.ver = ver.trim();
-      } else if (["nodes", "comfy_extras"].includes(moduleType)) {
+      } else if (["nodes", "comfy_extras", "comfy_api_nodes"].includes(moduleType)) {
         nodeProperties.cnr_id = "comfy-core";
         nodeProperties.ver = this.comfyCoreVersion;
       }

model-list.json

@@ -749,8 +749,8 @@
       "save_path": "loras/HyperSD/SDXL",
       "description": "Hyper-SD LoRA (4steps) - SDXL",
       "reference": "https://huggingface.co/ByteDance/Hyper-SD",
-      "filename": "Hyper-SD15-4steps-lora.safetensors",
-      "url": "https://huggingface.co/ByteDance/Hyper-SD/resolve/main/Hyper-SD15-4steps-lora.safetensors",
+      "filename": "Hyper-SDXL-4steps-lora.safetensors",
+      "url": "https://huggingface.co/ByteDance/Hyper-SD/resolve/main/Hyper-SDXL-4steps-lora.safetensors",
       "size": "787MB"
     },
     {
@@ -4953,6 +4953,107 @@
       "filename": "umt5_xxl_fp8_e4m3fn_scaled.safetensors",
       "url": "https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors",
       "size": "6.74GB"
+    },
+
+    {
+      "name": "lllyasviel/FramePackI2V_HY",
+      "type": "FramePackI2V",
+      "base": "FramePackI2V",
+      "save_path": "diffusers/lllyasviel",
+      "description": "[SNAPSHOT] This is the f1k1_x_g9_f1k1f2k2f16k4_td FramePack for HY. [w/You cannot download this item on ComfyUI-Manager versions below V3.18]",
+      "reference": "https://huggingface.co/lllyasviel/FramePackI2V_HY",
+      "filename": "<huggingface>",
+      "url": "lllyasviel/FramePackI2V_HY",
+      "size": "25.75GB"
+    },
+
+    {
+      "name": "LTX-Video Spatial Upscaler v0.9.7",
+      "type": "upscale",
+      "base": "upscale",
+      "save_path": "default",
+      "description": "Spatial upscaler model for LTX-Video. This model enhances the spatial resolution of generated videos.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-spatial-upscaler-0.9.7.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-spatial-upscaler-0.9.7.safetensors",
+      "size": "505MB"
+    },
+    {
+      "name": "LTX-Video Temporal Upscaler v0.9.7",
+      "type": "upscale",
+      "base": "upscale",
+      "save_path": "default",
+      "description": "Temporal upscaler model for LTX-Video. This model enhances the temporal resolution and smoothness of generated videos.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-temporal-upscaler-0.9.7.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-temporal-upscaler-0.9.7.safetensors",
+      "size": "524MB"
+    },
+    {
+      "name": "LTX-Video 13B v0.9.7",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "High-resolution quality LTX-Video 13B model.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.7-dev.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-dev.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "LTX-Video 13B FP8 v0.9.7",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "Quantized version of the LTX-Video 13B model, optimized for lower VRAM usage while maintaining high quality.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.7-dev-fp8.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-dev-fp8.safetensors",
+      "size": "15.7GB"
+    },
+    {
+      "name": "LTX-Video 13B Distilled v0.9.7",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "Distilled version of the LTX-Video 13B model, providing improved efficiency while maintaining high-resolution quality.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.7-distilled.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-distilled.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "LTX-Video 13B Distilled FP8 v0.9.7",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "Quantized distilled version of the LTX-Video 13B model, optimized for even lower VRAM usage while maintaining quality.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.7-distilled-fp8.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-distilled-fp8.safetensors",
+      "size": "15.7GB"
+    },
+    {
+      "name": "LTX-Video 13B Distilled LoRA v0.9.7",
+      "type": "lora",
+      "base": "LTX-Video",
+      "save_path": "loras",
+      "description": "A LoRA adapter that transforms the standard LTX-Video 13B model into a distilled version when loaded.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.7-distilled-lora128.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-distilled-lora128.safetensors",
+      "size": "1.33GB"
+    },
+    {
+      "name": "Latent Bridge Matching for Image Relighting",
+      "type": "diffusion_model",
+      "base": "LBM",
+      "save_path": "diffusion_models/LBM",
+      "description": "Latent Bridge Matching (LBM) Relighting model",
+      "reference": "https://huggingface.co/jasperai/LBM_relighting",
+      "filename": "LBM_relighting.safetensors",
+      "url": "https://huggingface.co/jasperai/LBM_relighting/resolve/main/model.safetensors",
+      "size": "5.02GB"
     }
   ]
 }

node_db/dev/custom-node-list.json

@@ -12,6 +12,697 @@
         
         
         
+        
+        {
+            "author": "zhengxyz123",
+            "title": "zhengxyz123/ComfyUI-CLIPSeg [NAME CONFLICT]",
+            "reference": "https://github.com/zhengxyz123/ComfyUI-CLIPSeg",
+            "files": [
+                "https://github.com/zhengxyz123/ComfyUI-CLIPSeg"
+            ],
+            "install_type": "git-clone",
+            "description": "Using CLIPSeg model to generate masks for image inpainting tasks based on text or image prompts."
+        },
+        {
+            "author": "Alazuaka",
+            "title": "ComfyUI Image Analysis Toolkit [WIP]",
+            "reference": "https://github.com/ThatGlennD/ComfyUI-Image-Analysis-Tools",
+            "files": [
+                "https://github.com/ThatGlennD/ComfyUI-Image-Analysis-Tools"
+            ],
+            "install_type": "git-clone",
+            "description": "A suite of custom ComfyUI nodes built to evaluate and diagnose the technical qualities of images—especially those generated by AI models. Rather than creating visuals, these tools measure them, offering precise insights into sharpness, noise, exposure, color balance, and more.\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "trampolin",
+            "title": "comfy-ui-scryfall",
+            "reference": "https://github.com/trampolin/comfy-ui-scryfall",
+            "files": [
+                "https://github.com/trampolin/comfy-ui-scryfall"
+            ],
+            "install_type": "git-clone",
+            "description": "Some ComfyUI nodes to fetch cards from scryfall"
+        },
+        {
+            "author": "pomePLaszlo-collablyu",
+            "title": "comfyui_ejam",
+            "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": "pomelyu",
+            "title": "cy-prompt-tools",
+            "reference": "https://github.com/pomelyu/cy-prompt-tools",
+            "files": [
+                "https://github.com/pomelyu/cy-prompt-tools"
+            ],
+            "install_type": "git-clone",
+            "description": "prompt tools for comfyui"
+        },
+        {
+            "author": "vivi-gomez",
+            "title": "ComfyUI-fixnodetranslate",
+            "reference": "https://github.com/vivi-gomez/ComfyUI-fixnodetranslate",
+            "files": [
+                "https://github.com/vivi-gomez/ComfyUI-fixnodetranslate"
+            ],
+            "install_type": "git-clone",
+            "description": "Addon for ComfyUI that adds 'Fix node (recreate + keep inputs)' context menu option"
+        },
+        {
+            "author": "Alazuaka",
+            "title": "ES_nodes for ComfyUI by Alazuka [WIP]",
+            "reference": "https://github.com/Alazuaka/comfyui-lora-stack-node",
+            "files": [
+                "https://github.com/Alazuaka/comfyui-lora-stack-node"
+            ],
+            "install_type": "git-clone",
+            "description": "Node for LoRA stack management in ComfyUI\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "Good-Dream-Studio",
+            "title": "ComfyUI-Connect [WIP]",
+            "reference": "https://github.com/Good-Dream-Studio/ComfyUI-Connect",
+            "files": [
+                "https://github.com/Good-Dream-Studio/ComfyUI-Connect"
+            ],
+            "install_type": "git-clone",
+            "description": "Transform your ComfyUI into a powerful API, exposing all your saved workflows as ready-to-use HTTP endpoints."
+        },
+        {
+            "author": "fuzr0dah",
+            "title": "comfyui-sceneassembly",
+            "reference": "https://github.com/fuzr0dah/comfyui-sceneassembly",
+            "files": [
+                "https://github.com/fuzr0dah/comfyui-sceneassembly"
+            ],
+            "install_type": "git-clone",
+            "description": "A bunch of nodes I created that I also find useful."
+        },
+        {
+            "author": "PabloGrant",
+            "title": "comfyui-giraffe-test-panel",
+            "reference": "https://github.com/PabloGrant/comfyui-giraffe-test-panel",
+            "files": [
+                "https://github.com/PabloGrant/comfyui-giraffe-test-panel"
+            ],
+            "install_type": "git-clone",
+            "description": "General-purpose test node. [w/Use at your own risk. No warranties. No guaranteed support or future updates. Feel free to fork, but remember to share in case anyone else can benefit.]"
+        },
+        {
+            "author": "lrzjason",
+            "title": "Comfyui-Condition-Utils [WIP]",
+            "reference": "https://github.com/lrzjason/Comfyui-Condition-Utils",
+            "files": [
+                "https://github.com/lrzjason/Comfyui-Condition-Utils"
+            ],
+            "install_type": "git-clone",
+            "description": "A collection of utility nodes for handling condition tensors in ComfyUI."
+        },
+        {
+            "author": "gordon123",
+            "title": "ComfyUI_DreamBoard [WIP]",
+            "reference": "https://github.com/gordon123/ComfyUI_DreamBoard",
+            "files": [
+                "https://github.com/gordon123/ComfyUI_DreamBoard"
+            ],
+            "install_type": "git-clone",
+            "description": "for making storyboard UNDERCONSTRUCTION!"
+        },
+        {
+            "author": "erosDiffusion",
+            "title": "Select key from JSON (Alpha) [UNSAFE]",
+            "reference": "https://github.com/erosDiffusion/ComfyUI-enricos-json-file-load-and-value-selector",
+            "files": [
+                "https://github.com/erosDiffusion/ComfyUI-enricos-json-file-load-and-value-selector"
+            ],
+            "install_type": "git-clone",
+            "description": "this node lists json files in the ComfyUI input folder[w/If this node pack is installed and the server is running with remote access enabled, it can read the contents of JSON files located in arbitrary paths.]"
+        },
+        {
+            "author": "silveroxides",
+            "title": "ComfyUI_EmbeddingToolkit",
+            "reference": "https://github.com/silveroxides/ComfyUI_EmbeddingToolkit",
+            "files": [
+                "https://github.com/silveroxides/ComfyUI_EmbeddingToolkit"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Save Token Embeddings, Save Weighted Embeddings, Save A1111-style Weighted Embeddings"
+        },
+        {
+            "author": "yichengup",
+            "title": "ComfyUI-YCNodes_Advance",
+            "reference": "https://github.com/yichengup/ComfyUI-YCNodes_Advance",
+            "files": [
+                "https://github.com/yichengup/ComfyUI-YCNodes_Advance"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Color Match (YC)"
+        },
+        {
+            "author": "rakki194",
+            "title": "ComfyUI_WolfSigmas [UNSAFE]",
+            "reference": "https://github.com/rakki194/ComfyUI_WolfSigmas",
+            "files": [
+                "https://github.com/rakki194/ComfyUI_WolfSigmas"
+            ],
+            "install_type": "git-clone",
+            "description": "This custom node pack for ComfyUI provides a suite of tools for generating and manipulating sigma schedules for diffusion models. These nodes are particularly useful for fine-tuning the sampling process, experimenting with different step counts, and adapting schedules for specific models.[w/Security Warning: Remote Code Execution]"
+        },
+        {
+            "author": "xl0",
+            "title": "q_tools",
+            "reference": "https://github.com/xl0/q_tools",
+            "files": [
+                "https://github.com/xl0/q_tools"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: QLoadLatent, QLinearScheduler, QPreviewLatent, QGaussianLatent, QUniformLatent, QKSampler"
+        },
+        {
+            "author": "wTechArtist",
+            "title": "ComfyUI_WWL_Florence2SAM2",
+            "reference": "https://github.com/wTechArtist/ComfyUI_WWL_Florence2SAM2",
+            "files": [
+                "https://github.com/wTechArtist/ComfyUI_WWL_Florence2SAM2"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: WWL_Florence2SAM2"
+        },
+        {
+            "author": "virallover",
+            "title": "comfyui-virallover",
+            "reference": "https://github.com/maizerrr/comfyui-code-nodes",
+            "files": [
+                "https://github.com/maizerrr/comfyui-code-nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: BBox Drawer, BBox Parser, Dummy Passthrough Node, Batch Images (up to 5), Mask Editor, OpenAI GPT-Image-1 Node, GhatGPT Node"
+        },
+        {
+            "author": "virallover",
+            "title": "comfyui-virallover",
+            "reference": "https://github.com/virallover/comfyui-virallover",
+            "files": [
+                "https://github.com/virallover/comfyui-virallover"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Download and Load Lora Model Only"
+        },
+        {
+            "author": "nobandegani",
+            "title": "Ino Custom Nodes",
+            "reference": "https://github.com/nobandegani/comfyui_ino_nodes",
+            "files": [
+                "https://github.com/nobandegani/comfyui_ino_nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: BeDrive Save Image, BeDrive Save File, BeDrive Get Parent ID, Ino Parse File Path, Ino Not Boolean, Ino Count Files"
+        },
+        {
+            "author": "jax-explorer",
+            "title": "ComfyUI-DreamO",
+            "reference": "https://github.com/jax-explorer/ComfyUI-DreamO",
+            "files": [
+                "https://github.com/jax-explorer/ComfyUI-DreamO"
+            ],
+            "install_type": "git-clone",
+            "description": "[a/https://github.com/bytedance/DreamO](https://github.com/bytedance/DreamO]) ComfyUI Warpper"
+        },
+        {
+            "author": "MakkiShizu",
+            "title": "ComfyUI-MakkiTools",
+            "reference": "https://github.com/MakkiShizu/ComfyUI-MakkiTools",
+            "files": [
+                "https://github.com/MakkiShizu/ComfyUI-MakkiTools"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: GetImageNthCount, ImageChannelSeparate, ImageCountConcatenate, MergeImageChannels, ImageWidthStitch, ImageHeigthStitch"
+        },
+        {
+            "author": "SKBv0",
+            "title": "Retro Engine Node for ComfyUI",
+            "reference": "https://github.com/SKBv0/ComfyUI-RetroEngine",
+            "files": [
+                "https://github.com/SKBv0/ComfyUI-RetroEngine"
+            ],
+            "install_type": "git-clone",
+            "description": "This custom node integrates [a/EmulatorJS](https://github.com/EmulatorJS/EmulatorJS) into ComfyUI, allowing you to run retro games and capture their screens for your image generation workflows."
+        },
+        {
+            "author": "brace-great",
+            "title": "comfyui-eim",
+            "reference": "https://github.com/brace-great/comfyui-eim",
+            "files": [
+                "https://github.com/brace-great/comfyui-eim"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: EncryptImage"
+        },
+        {
+            "author": "p1atdev",
+            "title": "comfyui-aesthetic-predictor",
+            "reference": "https://github.com/p1atdev/comfyui-aesthetic-predictor",
+            "files": [
+                "https://github.com/p1atdev/comfyui-aesthetic-predictor"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Load Aesthetic Predictor, Predict Aesthetic Score"
+        },
+        {
+            "author": "barakapa",
+            "title": "barakapa-nodes",
+            "reference": "https://github.com/barakapa/barakapa-nodes",
+            "files": [
+                "https://github.com/barakapa/barakapa-nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "Compare and save unique workflows, count tokens in prompt, and other utility."
+        },
+        {
+            "author": "Maxed-Out-99",
+            "title": "ComfyUI-MaxedOut",
+            "reference": "https://github.com/Maxed-Out-99/ComfyUI-MaxedOut",
+            "files": [
+                "https://github.com/Maxed-Out-99/ComfyUI-MaxedOut"
+            ],
+            "install_type": "git-clone",
+            "description": "Custom ComfyUI nodes used in Maxed Out workflows (SDXL, Flux, etc.)"
+        },
+        {
+            "author": "VictorLopes643",
+            "title": "ComfyUI-Video-Dataset-Tools [WIP]",
+            "reference": "https://github.com/VictorLopes643/ComfyUI-Video-Dataset-Tools",
+            "files": [
+                "https://github.com/VictorLopes643/ComfyUI-Video-Dataset-Tools"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Video Frame Extractor, Image Frame Saver\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "George0726",
+            "title": "ComfyUI-video-accessory [WIP]",
+            "reference": "https://github.com/George0726/ComfyUI-video-accessory",
+            "files": [
+                "https://github.com/George0726/ComfyUI-video-accessory"
+            ],
+            "install_type": "git-clone",
+            "description": "accessory nodes for video generation"
+        },
+        {
+            "author": "bheins",
+            "title": "ComfyUI-glb-to-stl [WIP]",
+            "reference": "https://github.com/maurorilla/ComfyUI-MisterMR-Nodes",
+            "files": [
+                "https://github.com/maurorilla/ComfyUI-MisterMR-Nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "A collection of custom nodes for ComfyUI that add drawing capabilities to your workflow.\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "TheJorseman",
+            "title": "IntrinsicCompositingClean-ComfyUI",
+            "reference": "https://github.com/TheJorseman/IntrinsicCompositingClean-ComfyUI",
+            "files": [
+                "https://github.com/TheJorseman/IntrinsicCompositingClean-ComfyUI"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: DepthModelLoader, NormalsModelLoader, IntrinsicModelLoader, AlbedoModelLoader, ReshadingModelLoader, ReshadingProcessor, ...\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "bheins",
+            "title": "ComfyUI-glb-to-stl [WIP]",
+            "reference": "https://github.com/bheins/ComfyUI-glb-to-stl",
+            "files": [
+                "https://github.com/bheins/ComfyUI-glb-to-stl"
+            ],
+            "install_type": "git-clone",
+            "description": "GLB conversion to STL node for ComfyUI\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "cyberhirsch",
+            "title": "seb_nodes [WIP]",
+            "reference": "https://github.com/cyberhirsch/seb_nodes",
+            "files": [
+                "https://github.com/cyberhirsch/seb_nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "A custom node for ComfyUI providing more control over image saving, including dynamic subfolder creation and a convenient button to open the last used output folder directly from the UI.\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "Anonymzx",
+            "title": "ComfyUI-Indonesia-TTS [WIP]",
+            "reference": "https://github.com/Anonymzx/ComfyUI-Indonesia-TTS",
+            "files": [
+               "https://github.com/Anonymzx/ComfyUI-Indonesia-TTS"
+            ],
+            "description": "Repositori ini menyediakan integrasi model Text-to-Speech (TTS) Bahasa Indonesia dari Facebook (MMS-TTS-IND) ke dalam ComfyUI, sehingga Anda dapat langsung menyintesis suara berbahasa Indonesia dengan kontrol penuh via antarmuka node-based.\nNOTE: The files in the repo are not organized.",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "3dmindscapper",
+            "title": "ComfyUI-Sam-Mesh [WIP]",
+            "reference": "https://github.com/3dmindscapper/ComfyUI-Sam-Mesh",
+            "files": [
+                "https://github.com/3dmindscapper/ComfyUI-Sam-Mesh"
+            ],
+            "install_type": "git-clone",
+            "description": "comfyui implementation of SaMesh segmentation of 3d meshes\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "shinich39",
+            "title": "comfyui-run-js [UNSAFE]",
+            "reference": "https://github.com/shinich39/comfyui-run-js",
+            "files": [
+               "https://github.com/shinich39/comfyui-run-js"
+            ],
+            "description": "Manipulate workflow via javascript on node.",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "fangg2000",
+            "title": "ComfyUI-SenseVoice [WIP]",
+            "reference": "https://github.com/fangg2000/ComfyUI-SenseVoice",
+            "files": [
+               "https://github.com/fangg2000/ComfyUI-SenseVoice"
+            ],
+            "description": "A comfyui node plug-in developed based on the SenseVoise project, and a simple recording node.\nNOTE: The files in the repo are not organized.",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "risunobushi",
+            "title": "ComfyUI_FaceMesh_Eyewear_Mask",
+            "reference": "https://github.com/risunobushi/ComfyUI_FaceMesh_Eyewear_Mask",
+            "files": [
+               "https://github.com/risunobushi/ComfyUI_FaceMesh_Eyewear_Mask"
+            ],
+            "description": "NODES: Face Mesh Eyewear Mask, OpenPose Eyewear Mask (DWPose), Mask From Facial Keypoints",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "machinesarenotpeople",
+            "title": "comfyui-energycost",
+            "reference": "https://github.com/machinesarenotpeople/comfyui-energycost",
+            "files": [
+               "https://github.com/machinesarenotpeople/comfyui-energycost"
+            ],
+            "description": "NODES: Energy Cost Timer, Energy Cost Calculator",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "xqqe",
+            "title": "honey_nodes [WIP]",
+            "reference": "https://github.com/xqqe/honey_nodes",
+            "files": [
+               "https://github.com/xqqe/honey_nodes"
+            ],
+            "description": "honey nodes for comfyui\nNOTE: The files in the repo are not organized.",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "Raidez",
+            "title": "Kuniklo Collection",
+            "reference": "https://github.com/Raidez/comfyui-kuniklo-collection",
+            "files": [
+               "https://github.com/Raidez/comfyui-kuniklo-collection"
+            ],
+            "description": "NODES: Properties, Apply SVG to Image",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "AhBumm",
+            "title": "ComfyUI_MangaLineExtraction",
+            "reference": "https://github.com/AhBumm/ComfyUI_MangaLineExtraction-hf",
+            "files": [
+               "https://github.com/AhBumm/ComfyUI_MangaLineExtraction-hf"
+            ],
+            "description": "p1atdev/MangaLineExtraction-hf as a node in comfyui",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "Kur0butiMegane",
+            "title": "Comfyui-StringUtils",
+            "reference": "https://github.com/Kur0butiMegane/Comfyui-StringUtils2",
+            "files": [
+                "https://github.com/Kur0butiMegane/Comfyui-StringUtils2"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Normalizer, Splitter, Selector, XML Parser, XML Parser, Make Property, Add XML Tag, Is String Empty, Cond Passthrough, CLIP Passthrough, ClipRegion Passthrough, Scheduler Selector (Impact), Scheduler Selector (Inspire), Save Text, XML to Cutoff"
+        },
+        {
+            "author": "ronaldstg",
+            "title": "comfyui-plus-integrations [WIP]",
+            "reference": "https://github.com/ronaldstg/comfyui-plus-integrations",
+            "files": [
+                "https://github.com/ronaldstg/comfyui-plus-integrations"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Image Pass Through, Upload Image to S3\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "kevin314",
+            "title": "ComfyUI-FastVideo",
+            "reference": "https://github.com/kevin314/ComfyUI-FastVideo",
+            "files": [
+               "https://github.com/kevin314/ComfyUI-FastVideo"
+            ],
+            "description": "NODES: Video Generator, Inference Args, VAE Config, Text Encoder Config, DIT Config",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "benda1989",
+            "title": "Comfyui lama remover [WIP]",
+            "reference": "https://github.com/benda1989/WaterMarkRemover_ComfyUI",
+            "files": [
+                "https://github.com/benda1989/WaterMarkRemover_ComfyUI"
+            ],
+            "install_type": "git-clone",
+            "description": "A very simple ComfyUI node to remove item like image/video with mask watermark\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "3dmindscapper",
+            "title": "ComfyUI-PartField [WIP]",
+            "reference": "https://github.com/3dmindscapper/ComfyUI-PartField",
+            "files": [
+                "https://github.com/3dmindscapper/ComfyUI-PartField"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI implementation of the partfield nvidea segmentation models\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "MicheleGuidi",
+            "title": "ComfyUI-Computer-Vision [WIP]",
+            "reference": "https://github.com/MicheleGuidi/ComfyUI-Contextual-SAM2",
+            "files": [
+                "https://github.com/MicheleGuidi/comfyui-computer-vision"
+            ],
+            "install_type": "git-clone",
+            "description": "Extension nodes for ComfyUI that improves automatic segmentation using bounding boxes generated by Florence 2 and segmentation from Segment Anything 2 (SAM2). Currently just an enhancement of nodes from [a/Kijai](https://github.com/kijai/ComfyUI-segment-anything-2).\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "shinich39",
+            "title": "comfyui-textarea-is-shit",
+            "reference": "https://github.com/shinich39/comfyui-textarea-is-shit",
+            "files": [
+               "https://github.com/shinich39/comfyui-textarea-is-shit"
+            ],
+            "description": "HTML gives me a textarea like piece of shit.",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "shinich39",
+            "title": "comfyui-nothing-happened",
+            "reference": "httphttps://github.com/shinich39/comfyui-nothing-happened",
+            "files": [
+               "https://github.com/shinich39/comfyui-nothing-happened"
+            ],
+            "description": "Save image and keep metadata.",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "CY-CHENYUE",
+            "title": "ComfyUI-FramePack-HY",
+            "reference": "https://github.com/CY-CHENYUE/ComfyUI-FramePack-HY",
+            "files": [
+               "https://github.com/CY-CHENYUE/ComfyUI-FramePack-HY"
+            ],
+            "description": "FramePack in ComfyUI",
+            "install_type": "git-clone"
+        },
+        {
+            "author": "silveroxides",
+            "title": "ComfyUI_ReduxEmbedToolkit",
+            "reference": "https://github.com/silveroxides/ComfyUI_ReduxEmbedToolkit",
+            "files": [
+                "https://github.com/silveroxides/ComfyUI_ReduxEmbedToolkit"
+            ],
+            "install_type": "git-clone",
+            "description": "Custom nodes for managing, saving and loading of Redux/Style based embeddings."
+        },
+        {
+            "author": "StaffsGull",
+            "title": "comfyui_scene_builder [WIP]",
+            "reference": "https://github.com/StaffsGull/comfyui_scene_builder",
+            "files": [
+                "https://github.com/StaffsGull/comfyui_scene_builder"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: CharacterBuilderNode, ClothingItemNode, ClothingMergerNode, EnvironmentBuilderNode, MergeCharactersNode, PhotoStyleBuilderNode, SceneCombinerNode\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "gagaprince",
+            "title": "ComfyUI_gaga_utils",
+            "reference": "https://github.com/gagaprince/ComfyUI_gaga_utils",
+            "files": [
+                "https://github.com/gagaprince/ComfyUI_gaga_utils"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: GagaGetFileList, GagaGetStringListSize, GagaSplitStringToList, GagaTest, GagaBatchStringReplace"
+        },
+        {
+            "author": "ftechmax",
+            "title": "ComfyUI-FTM-Pack",
+            "reference": "https://github.com/ftechmax/ComfyUI-FTM-Pack",
+            "files": [
+                "https://github.com/ftechmax/ComfyUI-FTM-Pack"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Count Tokens"
+        },
+        {
+            "author": "BobRandomNumber",
+            "title": "ComfyUI DiaTest TTS Node [WIP]",
+            "reference": "https://github.com/BobRandomNumber/ComfyUI-DiaTest",
+            "files": [
+                "https://github.com/BobRandomNumber/ComfyUI-DiaTest"
+            ],
+            "install_type": "git-clone",
+            "description": "Partial ComfyUI Dia implementation"
+        },
+        {
+            "author": "jtydhr88",
+            "title": "ComfyUI-1hewNodes [WIP]",
+            "reference": "https://github.com/1hew/ComfyUI-1hewNodes",
+            "files": [
+                "https://github.com/1hew/ComfyUI-1hewNodes"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Solid, Luma Matte, Image Concatenate, Image Crop With BBox, Image Paste\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "jtydhr88",
+            "title": "ComfyUI Frontend Vue Basic [WIP]",
+            "reference": "https://github.com/jtydhr88/ComfyUI_frontend_vue_basic",
+            "files": [
+                "https://github.com/jtydhr88/ComfyUI_frontend_vue_basic"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI Frontend Vue Basic is custom node that demonstrate how to use vue as frontend framework along with primevue and vue-i18n, cooperating with ComfyUI API"
+        },
+        {
+            "author": "silent-rain",
+            "title": "ComfyUI-SilentRain",
+            "reference": "https://github.com/silent-rain/ComfyUI-SilentRain",
+            "files": [
+                "https://github.com/silent-rain/ComfyUI-SilentRain"
+            ],
+            "install_type": "git-clone",
+            "description": "An attempt to implement ComfyUI custom nodes using the Rust programming language."
+        },
+        {
+            "author": "Linsoo",
+            "title": "ComfyUI-Linsoo-Custom-Nodes",
+            "reference": "https://github.com/Linsoo/ComfyUI-Linsoo-Custom-Nodes",
+            "files": [
+                "https://github.com/Linsoo/ComfyUI-Linsoo-Custom-Nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Linsoo Save Image, Linsoo Load Image (In development.. not working), Linsoo Empty Latent Image, Linsoo Multi Inputs, Linsoo Multi Outputs"
+        },
+        {
+            "author": "GACLove",
+            "title": "ComfyUI-Lightx2vWrapper",
+            "reference": "https://github.com/GACLove/ComfyUI-Lightx2vWrapper",
+            "files": [
+                "https://github.com/GACLove/ComfyUI-Lightx2vWrapper"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: LightX2V WAN T5 Encoder Loader, LightX2V WAN T5 Encoder, LightX2V WAN CLIP Vision Encoder Loader, LightX2V WAN CLIP Vision Encoder, LightX2V WAN VAE Loader, LightX2V WAN Image Encoder, LightX2V WAN VAE Decoder, LightX2V WAN Model Loader, LightX2V WAN Video Sampler, LightX2V WAN Tea Cache, LightX2V WAN Video Empty Embeds"
+        },
+        {
+            "author": "facok",
+            "title": "ComfyUI-FokToolset",
+            "reference": "https://github.com/facok/ComfyUI-FokToolset",
+            "files": [
+                "https://github.com/facok/ComfyUI-FokToolset"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Fok Preprocess Ref Image (Phantom)"
+        },
+        {
+            "author": "EricRollei",
+            "title": "Comfy-Metadata-System [WIP]",
+            "reference": "https://github.com/EricRollei/Comfy-Metadata-System",
+            "files": [
+                "https://github.com/EricRollei/Comfy-Metadata-System"
+            ],
+            "install_type": "git-clone",
+            "description": "Series of custom Comfyui Nodes that collects and saves metadata to embedded (png, jpg) as well as optional xmp and txt sidecars and database"
+        },
+        {
+            "author": "turskeli",
+            "title": "comfyui-SetWallpaper",
+            "reference": "https://github.com/turskeli/comfyui-SetWallpaper",
+            "files": [
+                "https://github.com/turskeli/comfyui-SetWallpaper"
+            ],
+            "install_type": "git-clone",
+            "description": "Simple wallpaper node for ComfyUI. Curently only supports Windows OS"
+        },
+        {
+            "author": "Sophylax",
+            "title": "ComfyUI-ReferenceMerge",
+            "reference": "https://github.com/Sophylax/ComfyUI-ReferenceMerge",
+            "files": [
+                "https://github.com/Sophylax/ComfyUI-ReferenceMerge"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Combine Images and Mask, Restitch Combined Crop"
+        },
+        {
+            "author": "bandido37",
+            "title": "Kaggle ComfyUI Local Save Node [WIP]",
+            "reference": "https://github.com/bandido37/comfyui-kaggle-local-save",
+            "files": [
+                "https://github.com/bandido37/comfyui-kaggle-local-save"
+            ],
+            "install_type": "git-clone",
+            "description": "This custom node for ComfyUI allows you to save generated images directly to your local PC instead of Kaggle's cloud output folder.\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "springjk",
+            "title": "Psutil Container Memory Patch",
+            "reference": "https://github.com/springjk/ComfyUI-Psutil-Container-Memory-Patch",
+            "files": [
+                "https://github.com/springjk/ComfyUI-Psutil-Container-Memory-Patch"
+            ],
+            "install_type": "git-clone",
+            "description": "Make ComfyUI get correct memory information in the container (psutil monkey path)"
+        },
+        {
+            "author": "songtianhui",
+            "title": "ComfyUI-DMM [WIP]",
+            "reference": "https://github.com/songtianhui/ComfyUI-DMM",
+            "files": [
+                "https://github.com/songtianhui/ComfyUI-DMM"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: DMMLoader, DMMApply"
+        },
         {
             "author": "leon-etienne",
             "title": "ComfyUI_Scoring-Nodes",
@@ -282,16 +973,6 @@
             "install_type": "git-clone",
             "description": "VideoDepthAnything nodes for ComfyUI"
         },
-        {
-            "author": "MITCAP",
-            "title": "ComfyUI OpenAI DALL-E 3 Node [WIP]",
-            "reference": "https://github.com/MITCAP/OpenAI-ComfyUI",
-            "files": [
-                "https://github.com/MITCAP/OpenAI-ComfyUI"
-            ],
-            "install_type": "git-clone",
-            "description": "This project provides custom nodes for ComfyUI that integrate with OpenAI's DALL-E 3 and GPT-4o models. The nodes allow users to generate images and describe images using OpenAI's API.\nNOTE: The files in the repo are not organized."
-        },
         {
             "author": "benmizrahi",
             "title": "ComfyGCS [WIP]",
@@ -322,16 +1003,6 @@
             "install_type": "git-clone",
             "description": "A wrapper for CraftsMan\nNOTE: The files in the repo are not organized."
         },
-        {
-            "author": "jax-explorer",
-            "title": "ComfyUI-H-flow",
-            "reference": "https://github.com/jax-explorer/ComfyUI-H-flow",
-            "files": [
-                "https://github.com/jax-explorer/ComfyUI-H-flow"
-            ],
-            "install_type": "git-clone",
-            "description": "NODES: Wan2-1 Image To Video, LLM Task, Save Image, Save Video, Show Text, FluxPro Ultra, IdeogramV2 Turbo, Runway Image To Video, Kling Image To Video, Replace Text, Join Text, Test Image, Test Text"
-        },
         {
             "author": "Slix-M-Lestragg",
             "title": "comfyui-enhanced [WIP]",
@@ -432,16 +1103,6 @@
             "install_type": "git-clone",
             "description": "This pack provides enhanced control nodes for working with Wan video models in ComfyUI. It is under active development and may change regularly, or may not. Depends entirely on my free time and waning interest. Please don't come to rely on it for anything, but you are welcome to improve on it.\nNOTE: The files in the repo are not organized."
         },
-        {
-            "author": "Kur0butiMegane",
-            "title": "Comfyui-StringUtils",
-            "reference": "https://github.com/Kur0butiMegane/Comfyui-StringUtils",
-            "files": [
-                "https://github.com/Kur0butiMegane/Comfyui-StringUtils"
-            ],
-            "install_type": "git-clone",
-            "description": "NODES: Prompt Normalizer, String Splitter, String Line Selector, Extract Markup Value"
-        },
         {
             "author": "techtruth",
             "title": "ComfyUI-Dreambooth",
@@ -582,16 +1243,6 @@
             "install_type": "git-clone",
             "description": "Mycraft provides a limitless storyboard experience for image generation, powered by the ComfyUI API.\nEach container functions as an independent ComfyUI workflow, Supports workflows (text-to-text) and fine-tuning (image-to-image), Supports workflow customization."
         },
-        {
-            "author": "fredconex",
-            "title": "ComfyUI-PaintTurbo",
-            "reference": "https://github.com/fredconex/ComfyUI-PaintTurbo",
-            "files": [
-                "https://github.com/fredconex/ComfyUI-PaintTurbo"
-            ],
-            "install_type": "git-clone",
-            "description": "NODES: Hunyuan3D Texture Mesh"
-        },
         {
             "author": "zhaorishuai",
             "title": "ComfyUI-StoryboardDistributor",
@@ -602,16 +1253,6 @@
             "install_type": "git-clone",
             "description": "A ComfyUI plugin that automatically assigns storyboard content to 9 storyboard nodes."
         },
-        {
-            "author": "Apache0ne",
-            "title": "ComfyUI-LantentCompose [WIP]",
-            "reference": "https://github.com/Apache0ne/ComfyUI-LantentCompose",
-            "files": [
-                "https://github.com/Apache0ne/ComfyUI-LantentCompose"
-            ],
-            "install_type": "git-clone",
-            "description": "Interpolate sdxl latents using slerp with and without a mask. use with unsample nodes for best effect.\nNOTE: The files in the repo are not organized."
-        },
         {
             "author": "alexgenovese",
             "title": "ComfyUI-Diffusion-4k [WIP]",
@@ -785,7 +1426,7 @@
         },
         {
             "author": "Solankimayursinh",
-            "title": "PMSnodes",
+            "title": "PMSnodes [WIP]",
             "reference": "https://github.com/Solankimayursinh/PMSnodes",
             "files": [
                 "https://github.com/Solankimayursinh/PMSnodes"
@@ -981,7 +1622,7 @@
                 "https://github.com/BuffMcBigHuge/ComfyUI-Buff-Nodes"
             ],
             "install_type": "git-clone",
-            "description": "Assorted Nodes by BuffMcBigHuge"
+            "description": "Several quality-of-life batch operation and string manipulation nodes."
         },
         {
             "author": "ritikvirus",
@@ -1464,16 +2105,6 @@
             "install_type": "git-clone",
             "description": "A collection of custom nodes for ComfyUI, focusing on image handling and LoRA training."
         },
-        {
-            "author": "thedivergentai",
-            "title": "Divergent Nodes [WIP]",
-            "reference": "https://github.com/thedivergentai/divergent_nodes",
-            "files": [
-                "https://github.com/thedivergentai/divergent_nodes"
-            ],
-            "install_type": "git-clone",
-            "description": "A ComfyUI custom node for counting CLIP tokens in text input."
-        },
         {
             "author": "gold24park",
             "title": "loki-comfyui-node",
@@ -2254,7 +2885,7 @@
                 "https://github.com/emranemran/ComfyUI-FasterLivePortrait"
             ],
             "install_type": "git-clone",
-            "description": "NODES: Load FasterLivePortrait Models, FasterLivePortrait Process"
+            "description": "Improve mouth tracking with live AI Video"
         },
         {
             "author": "kandy",
@@ -3173,16 +3804,6 @@
             "install_type": "copy",
             "description": "This platform extension provides ZhipuAI nodes, enabling you to configure a workflow for online video generation."
         },
-        {
-            "author": "mfg637",
-            "title": "ComfyUI-ScheduledGuider-Ext",
-            "reference": "https://github.com/mfg637/ComfyUI-ScheduledGuider-Ext",
-            "files": [
-                "https://github.com/mfg637/ComfyUI-ScheduledGuider-Ext"
-            ],
-            "install_type": "git-clone",
-            "description": "NODES:SheduledCFGGuider, CosineScheduler, InvertSigmas, ConcatSigmas."
-        },
         {
             "author": "netanelben",
             "title": "comfyui-photobooth-customnode",
@@ -3555,16 +4176,6 @@
             "install_type": "git-clone",
             "description": "ComfyUI-textools is a collection of custom nodes designed for use with ComfyUI. These nodes enhance text processing capabilities, including applying rich text overlays on images and cleaning file names for safe and consistent file management.\nNOTE: The files in the repo are not organized."
         },
-        {
-            "author": "shinich39",
-            "title": "comfyui-event-handler [USAFE]",
-            "reference": "https://github.com/shinich39/comfyui-event-handler",
-            "files": [
-                "https://github.com/shinich39/comfyui-event-handler"
-            ],
-            "install_type": "git-clone",
-            "description": "Javascript code will run when an event fires. [w/This node allows you to execute arbitrary JavaScript code as input for the workflow.]"
-        },
         {
             "author": "Comfy Org",
             "title": "ComfyUI_devtools [WIP]",

node_db/legacy/custom-node-list.json

@@ -10,6 +10,280 @@
         },
 
         
+
+        {
+            "author": "syaofox",
+            "title": "ComfyUI_fnodes [REMOVED]",
+            "reference": "https://github.com/syaofox/ComfyUI_fnodes",
+            "files": [
+                "https://github.com/syaofox/ComfyUI_fnodes"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI_fnodes is a collection of custom nodes designed for ComfyUI. These nodes provide additional functionality that can enhance your ComfyUI workflows.\nFile manipulation tools, Image resizing tools, IPAdapter tools, Image processing tools, Mask tools, Face analysis tools, Sampler tools, Miscellaneous tools"
+        },
+        {
+            "author": "Hangover3832",
+            "title": "ComfyUI-Hangover-Moondream [DEPRECATED]",
+            "reference": "https://github.com/Hangover3832/ComfyUI-Hangover-Moondream",
+            "files": [
+                "https://github.com/Hangover3832/ComfyUI-Hangover-Moondream"
+            ],
+            "install_type": "git-clone",
+            "description": "Moondream is a lightweight multimodal large language model.\n[w/WARN:Additional python code will be downloaded from huggingface and executed. You have to trust this creator if you want to use this node!]"
+        },
+        {
+            "author": "Hangover3832",
+            "title": "Recognize Anything Model (RAM) for ComfyUI [DEPRECATED]",
+            "reference": "https://github.com/Hangover3832/ComfyUI-Hangover-Recognize_Anything",
+            "files": [
+                "https://github.com/Hangover3832/ComfyUI-Hangover-Recognize_Anything"
+            ],
+            "install_type": "git-clone",
+            "description": "This is an image recognition node for ComfyUI based on the RAM++ model from [a/xinyu1205](https://huggingface.co/xinyu1205).\nThis node outputs a string of tags with all the recognized objects and elements in the image in English or Chinese language.\nFor image tagging and captioning."
+        },
+        {
+            "author": "Hangover3832",
+            "title": "ComfyUI-Hangover-Nodes [DEPRECATED]",
+            "reference": "https://github.com/Hangover3832/ComfyUI-Hangover-Nodes",
+            "files": [
+                "https://github.com/Hangover3832/ComfyUI-Hangover-Nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes: MS kosmos-2 Interrogator, Save Image w/o Metadata, Image Scale Bounding Box. An implementation of Microsoft [a/kosmos-2](https://huggingface.co/microsoft/kosmos-2-patch14-224) image to text transformer."
+        },
+        {
+            "author": "SirLatore",
+            "title": "ComfyUI-IPAdapterWAN [REMOVED]",
+            "reference": "https://github.com/SirLatore/ComfyUI-IPAdapterWAN",
+            "files": [
+                "https://github.com/SirLatore/ComfyUI-IPAdapterWAN"
+            ],
+            "install_type": "git-clone",
+            "description": "This extension adapts the [a/InstantX IP-Adapter for SD3.5-Large](https://huggingface.co/InstantX/SD3.5-Large-IP-Adapter) to work with Wan 2.1 and other UNet-based video/image models in ComfyUI.\nUnlike the original SD3 version (which depends on joint_blocks from MMDiT), this version performs sampling-time identity conditioning by dynamically injecting into attention layers — making it compatible with models like Wan 2.1, AnimateDiff, and other non-SD3 pipelines."
+        },
+        {
+            "author": "Jpzz",
+            "title": "ComfyUI-VirtualInteraction [UNSAFE/REMOVED]",
+            "reference": "https://github.com/Jpzz/ComfyUI-VirtualInteraction",
+            "files": [
+                "https://github.com/Jpzz/ComfyUI-VirtualInteraction"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: virtual interaction custom node when using generative movie\n[w/This nodepack contains a node which is reading arbitrary excel file.]"
+        },
+        {
+            "author": "satche",
+            "title": "Prompt Factory [REMOVED]",
+            "reference": "https://github.com/satche/comfyui-prompt-factory",
+            "files": [
+                "https://github.com/satche/comfyui-prompt-factory"
+            ],
+            "install_type": "git-clone",
+            "description": "A modular system that adds randomness to prompt generation"
+        },
+        {
+            "author": "MITCAP",
+            "title": "ComfyUI OpenAI DALL-E 3 Node [REMOVED]",
+            "reference": "https://github.com/MITCAP/OpenAI-ComfyUI",
+            "files": [
+                "https://github.com/MITCAP/OpenAI-ComfyUI"
+            ],
+            "install_type": "git-clone",
+            "description": "This project provides custom nodes for ComfyUI that integrate with OpenAI's DALL-E 3 and GPT-4o models. The nodes allow users to generate images and describe images using OpenAI's API.\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "raspie10032",
+            "title": "ComfyUI NAI Prompt Converter [REMOVED]",
+            "reference": "https://github.com/raspie10032/ComfyUI_RS_NAI_Local_Prompt_converter",
+            "files": [
+                "https://github.com/raspie10032/ComfyUI_RS_NAI_Local_Prompt_converter"
+            ],
+            "install_type": "git-clone",
+            "description": "A custom node extension for ComfyUI that enables conversion between different prompt formats: NovelAI V4, ComfyUI, and old NovelAI."
+        },
+        {
+            "author": "holchan",
+            "title": "ComfyUI-ModelDownloader [REMOVED]",
+            "reference": "https://github.com/holchan/ComfyUI-ModelDownloader",
+            "files": [
+                "https://github.com/holchan/ComfyUI-ModelDownloader"
+            ],
+            "install_type": "git-clone",
+            "description": "A ComfyUI node to download models(Checkpoints and LoRA) from external links and act as an output standalone node."
+        },
+        {
+            "author": "Kur0butiMegane",
+            "title": "Comfyui-StringUtils [DEPRECATED]",
+            "reference": "https://github.com/Kur0butiMegane/Comfyui-StringUtils",
+            "files": [
+                "https://github.com/Kur0butiMegane/Comfyui-StringUtils"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Prompt Normalizer, String Splitter, String Line Selector, Extract Markup Value"
+        },
+        {
+            "author": "Apache0ne",
+            "title": "ComfyUI-LantentCompose [REMOVED]",
+            "reference": "https://github.com/Apache0ne/ComfyUI-LantentCompose",
+            "files": [
+                "https://github.com/Apache0ne/ComfyUI-LantentCompose"
+            ],
+            "install_type": "git-clone",
+            "description": "Interpolate sdxl latents using slerp with and without a mask. use with unsample nodes for best effect.\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "jax-explorer",
+            "title": "ComfyUI-H-flow [REMOVED]",
+            "reference": "https://github.com/jax-explorer/ComfyUI-H-flow",
+            "files": [
+                "https://github.com/jax-explorer/ComfyUI-H-flow"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Wan2-1 Image To Video, LLM Task, Save Image, Save Video, Show Text, FluxPro Ultra, IdeogramV2 Turbo, Runway Image To Video, Kling Image To Video, Replace Text, Join Text, Test Image, Test Text"
+        },
+        {
+            "author": "Apache0ne",
+            "title": "SambaNova [REMOVED]",
+            "id": "SambaNovaAPI",
+            "reference": "https://github.com/Apache0ne/SambaNova",
+            "files": [
+                "https://github.com/Apache0ne/SambaNova"
+            ],
+            "install_type": "git-clone",
+            "description": "Super Fast LLM's llama3.1-405B,70B,8B and more"
+        },
+        {
+            "author": "Apache0ne",
+            "title": "ComfyUI-EasyUrlLoader [REMOVED]",
+            "id": "easy-url-loader",
+            "reference": "https://github.com/Apache0ne/ComfyUI-EasyUrlLoader",
+            "files": [
+                "https://github.com/Apache0ne/ComfyUI-EasyUrlLoader"
+            ],
+            "install_type": "git-clone",
+            "description": "A simple YT downloader node for ComfyUI using video Urls. Can be used with VHS nodes etc."
+        },
+        {
+            "author": "nxt5656",
+            "title": "ComfyUI-Image2OSS [REMOVED]",
+            "reference": "https://github.com/nxt5656/ComfyUI-Image2OSS",
+            "files": [
+                "https://github.com/nxt5656/ComfyUI-Image2OSS"
+            ],
+            "install_type": "git-clone",
+            "description": "Upload the image to Alibaba Cloud OSS."
+        },
+        {
+            "author": "ainewsto",
+            "title": "Comfyui_Comfly",
+            "reference": "https://github.com/ainewsto/Comfyui_Comfly",
+            "files": [
+                "https://github.com/ainewsto/Comfyui_Comfly"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Comfly_Mj, Comfly_mjstyle, Comfly_upload, Comfly_Mju, Comfly_Mjv, Comfly_kling_videoPreview\nNOTE: Comfyui_Comfly_v2 is introduced."
+        },
+        {
+            "author": "shinich39",
+            "title": "comfyui-to-inpaint",
+            "reference": "https://github.com/shinich39/comfyui-to-inpaint",
+            "files": [
+                "https://github.com/shinich39/comfyui-to-inpaint"
+            ],
+            "install_type": "git-clone",
+            "description": "Send preview image to inpaint workflow."
+        },
+        {
+            "author": "magic-quill",
+            "title": "ComfyUI_MagicQuill [NOT MAINTAINED]",
+            "id": "MagicQuill",
+            "reference": "https://github.com/magic-quill/ComfyUI_MagicQuill",
+            "files": [
+                "https://github.com/magic-quill/ComfyUI_MagicQuill"
+            ],
+            "install_type": "git-clone",
+            "description": "Towards GPT-4 like large language and visual assistant.\nNOTE: The current version has not been maintained for a long time and does not work. Please use https://github.com/brantje/ComfyUI_MagicQuill instead."
+        },
+        {
+            "author": "shinich39",
+            "title": "comfyui-event-handler [USAFE/REMOVED]",
+            "reference": "https://github.com/shinich39/comfyui-event-handler",
+            "files": [
+                "https://github.com/shinich39/comfyui-event-handler"
+            ],
+            "install_type": "git-clone",
+            "description": "Javascript code will run when an event fires. [w/This node allows you to execute arbitrary JavaScript code as input for the workflow.]"
+        },
+        {
+            "author": "Moooonet",
+            "title": "ComfyUI-ArteMoon [REMOVED]",
+            "reference": "https://github.com/Moooonet/ComfyUI-ArteMoon",
+            "files": [
+                "https://github.com/Moooonet/ComfyUI-ArteMoon"
+            ],
+            "install_type": "git-clone",
+            "description": "This plugin works with [a/IF_AI_Tools](https://github.com/if-ai/ComfyUI-IF_AI_tools) to build a workflow in ComfyUI that uses AI to assist in generating prompts."
+        },
+        {
+            "author": "ryanontheinside",
+            "title": "ComfyUI-MediaPipe-Vision [REMOVED]",
+            "reference": "https://github.com/ryanontheinside/ComfyUI-MediaPipe-Vision",
+            "files": [
+                "https://github.com/ryanontheinside/ComfyUI-MediaPipe-Vision"
+            ],
+            "install_type": "git-clone",
+            "description": "A centralized wrapper of all MediaPipe vision tasks for ComfyUI."
+        },
+        {
+            "author": "shinich39",
+            "title": "comfyui-textarea-command [REMOVED]",
+            "reference": "https://github.com/shinich39/comfyui-textarea-command",
+            "files": [
+                "https://github.com/shinich39/comfyui-textarea-command"
+            ],
+            "install_type": "git-clone",
+            "description": "Add command and comment in textarea. (e.g. // Disabled line)"
+        },
+        {
+            "author": "shinich39",
+            "title": "comfyui-parse-image [REMOVED]",
+            "reference": "https://github.com/shinich39/comfyui-parse-image",
+            "files": [
+                "https://github.com/shinich39/comfyui-parse-image"
+            ],
+            "install_type": "git-clone",
+            "description": "Extract metadata from image."
+        },
+        {
+            "author": "shinich39",
+            "title": "comfyui-put-image [REMOVED]",
+            "reference": "https://github.com/shinich39/comfyui-put-image",
+            "files": [
+                "https://github.com/shinich39/comfyui-put-image"
+            ],
+            "install_type": "git-clone",
+            "description": "Load image from directory."
+        },
+        {
+            "author": "fredconex",
+            "title": "TripoSG Nodes for ComfyUI [REMOVED]",
+            "reference": "https://github.com/fredconex/ComfyUI-TripoSG",
+            "files": [
+                "https://github.com/fredconex/ComfyUI-TripoSG"
+            ],
+            "install_type": "git-clone",
+            "description": "Created by Alfredo Fernandes inspired by Hunyuan3D nodes by Kijai. This extension adds TripoSG 3D mesh generation capabilities to ComfyUI, allowing you to generate 3D meshes from a single image using the TripoSG model."
+        },
+        {
+            "author": "fredconex",
+            "title": "ComfyUI-PaintTurbo [REMOVED]",
+            "reference": "https://github.com/fredconex/ComfyUI-PaintTurbo",
+            "files": [
+                "https://github.com/fredconex/ComfyUI-PaintTurbo"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Hunyuan3D Texture Mesh"
+        },
         {
             "author": "zhuanqianfish",
             "title": "TaesdDecoder [REMOVED]",

node_db/new/model-list.json

@@ -1,5 +1,106 @@
 {
   "models": [
+    {
+      "name": "Latent Bridge Matching for Image Relighting",
+      "type": "diffusion_model",
+      "base": "LBM",
+      "save_path": "diffusion_models/LBM",
+      "description": "Latent Bridge Matching (LBM) Relighting model",
+      "reference": "https://huggingface.co/jasperai/LBM_relighting",
+      "filename": "LBM_relighting.safetensors",
+      "url": "https://huggingface.co/jasperai/LBM_relighting/resolve/main/model.safetensors",
+      "size": "5.02GB"
+    },
+
+    {
+      "name": "LTX-Video 13B Distilled v0.9.7",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "Distilled version of the LTX-Video 13B model, providing improved efficiency while maintaining high-resolution quality.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.7-distilled.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-distilled.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "LTX-Video 13B Distilled FP8 v0.9.7",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "Quantized distilled version of the LTX-Video 13B model, optimized for even lower VRAM usage while maintaining quality.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.7-distilled-fp8.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-distilled-fp8.safetensors",
+      "size": "15.7GB"
+    },
+    {
+      "name": "LTX-Video 13B Distilled LoRA v0.9.7",
+      "type": "lora",
+      "base": "LTX-Video",
+      "save_path": "loras",
+      "description": "A LoRA adapter that transforms the standard LTX-Video 13B model into a distilled version when loaded.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.7-distilled-lora128.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-distilled-lora128.safetensors",
+      "size": "1.33GB"
+    },
+    {
+      "name": "lllyasviel/FramePackI2V_HY",
+      "type": "FramePackI2V",
+      "base": "FramePackI2V",
+      "save_path": "diffusers/lllyasviel",
+      "description": "[SNAPSHOT] This is the f1k1_x_g9_f1k1f2k2f16k4_td FramePack for HY. [w/You cannot download this item on ComfyUI-Manager versions below V3.18]",
+      "reference": "https://huggingface.co/lllyasviel/FramePackI2V_HY",
+      "filename": "<huggingface>",
+      "url": "lllyasviel/FramePackI2V_HY",
+      "size": "25.75GB"
+    },
+
+    {
+      "name": "LTX-Video Spatial Upscaler v0.9.7",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "Spatial upscaler model for LTX-Video. This model enhances the spatial resolution of generated videos.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-spatial-upscaler-0.9.7.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-spatial-upscaler-0.9.7.safetensors",
+      "size": "505MB"
+    },
+    {
+      "name": "LTX-Video Temporal Upscaler v0.9.7",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "Temporal upscaler model for LTX-Video. This model enhances the temporal resolution and smoothness of generated videos.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-temporal-upscaler-0.9.7.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-temporal-upscaler-0.9.7.safetensors",
+      "size": "524MB"
+    },
+    {
+      "name": "LTX-Video 13B v0.9.7",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "High-resolution quality LTX-Video 13B model.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.7-dev.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-dev.safetensors",
+      "size": "28.6GB"
+    },
+    {
+      "name": "LTX-Video 13B FP8 v0.9.7",
+      "type": "checkpoint",
+      "base": "LTX-Video",
+      "save_path": "checkpoints/LTXV",
+      "description": "Quantized version of the LTX-Video 13B model, optimized for lower VRAM usage while maintaining high quality.",
+      "reference": "https://huggingface.co/Lightricks/LTX-Video",
+      "filename": "ltxv-13b-0.9.7-dev-fp8.safetensors",
+      "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltxv-13b-0.9.7-dev-fp8.safetensors",
+      "size": "15.7GB"
+    },
     {
       "name": "Comfy-Org/Wan2.1 i2v 480p 14B (bf16)",
       "type": "diffusion_model",
@@ -590,121 +691,6 @@
       "filename": "sigclip_vision_patch14_384.safetensors",
       "url": "https://huggingface.co/Comfy-Org/sigclip_vision_384/resolve/main/sigclip_vision_patch14_384.safetensors",
       "size": "857MB"
-    },
-
-    {
-      "name": "comfyanonymous/flux_text_encoders - t5xxl (fp16)",
-      "type": "clip",
-      "base": "t5",
-      "save_path": "text_encoders/t5",
-      "description": "Text Encoders for FLUX (fp16)",
-      "reference": "https://huggingface.co/comfyanonymous/flux_text_encoders",
-      "filename": "t5xxl_fp16.safetensors",
-      "url": "https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp16.safetensors",
-      "size": "9.79GB"
-    },
-    {
-      "name": "comfyanonymous/flux_text_encoders - t5xxl (fp8_e4m3fn)",
-      "type": "clip",
-      "base": "t5",
-      "save_path": "text_encoders/t5",
-      "description": "Text Encoders for FLUX (fp8_e4m3fn)",
-      "reference": "https://huggingface.co/comfyanonymous/flux_text_encoders",
-      "filename": "t5xxl_fp8_e4m3fn.safetensors",
-      "url": "https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp8_e4m3fn.safetensors",
-      "size": "4.89GB"
-    },
-    {
-      "name": "comfyanonymous/flux_text_encoders - t5xxl (fp8_e4m3fn_scaled)",
-      "type": "clip",
-      "base": "t5",
-      "save_path": "text_encoders/t5",
-      "description": "Text Encoders for FLUX (fp16)",
-      "reference": "https://huggingface.co/comfyanonymous/flux_text_encoders",
-      "filename": "t5xxl_fp8_e4m3fn_scaled.safetensors",
-      "url": "https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp8_e4m3fn_scaled.safetensors",
-      "size": "5.16GB"
-    },
-
-    {
-      "name": "FLUX.1 [Dev] Diffusion model (scaled fp8)",
-      "type": "diffusion_model",
-      "base": "FLUX.1",
-      "save_path": "diffusion_models/FLUX1",
-      "description": "FLUX.1 [Dev] Diffusion model (scaled fp8)[w/Due to the large size of the model, it is recommended to download it through a browser if possible.]",
-      "reference": "https://huggingface.co/comfyanonymous/flux_dev_scaled_fp8_test",
-      "filename": "flux_dev_fp8_scaled_diffusion_model.safetensors",
-      "url": "https://huggingface.co/comfyanonymous/flux_dev_scaled_fp8_test/resolve/main/flux_dev_fp8_scaled_diffusion_model.safetensors",
-      "size": "11.9GB"
-    },
-    
-    {
-      "name": "kijai/MoGe_ViT_L_fp16.safetensors",
-      "type": "MoGe",
-      "base": "MoGe",
-      "save_path": "MoGe",
-      "description": "Safetensors versions of [a/https://github.com/microsoft/MoGe](https://github.com/microsoft/MoGe)",
-      "reference": "https://huggingface.co/Kijai/MoGe_safetensors",
-      "filename": "MoGe_ViT_L_fp16.safetensors",
-      "url": "https://huggingface.co/Kijai/MoGe_safetensors/resolve/main/MoGe_ViT_L_fp16.safetensors",
-      "size": "628MB"
-    },
-    {
-      "name": "kijai/MoGe_ViT_L_fp16.safetensors",
-      "type": "MoGe",
-      "base": "MoGe",
-      "save_path": "MoGe",
-      "description": "Safetensors versions of [a/https://github.com/microsoft/MoGe](https://github.com/microsoft/MoGe)",
-      "reference": "https://huggingface.co/Kijai/MoGe_safetensors",
-      "filename": "MoGe_ViT_L_fp16.safetensors",
-      "url": "https://huggingface.co/Kijai/MoGe_safetensors/resolve/main/MoGe_ViT_L_fp16.safetensors",
-      "size": "1.26GB"
-    },
-
-    {
-      "name": "pulid_flux_v0.9.1.safetensors",
-      "type": "PuLID",
-      "base": "FLUX",
-      "save_path": "pulid",
-      "description": "This is required for PuLID (FLUX)",
-      "reference": "https://huggingface.co/guozinan/PuLID",
-      "filename": "pulid_flux_v0.9.1.safetensors",
-      "url": "https://huggingface.co/guozinan/PuLID/resolve/main/pulid_flux_v0.9.1.safetensors",
-      "size": "1.14GB"
-    },
-    {
-      "name": "pulid_v1.1.safetensors",
-      "type": "PuLID",
-      "base": "SDXL",
-      "save_path": "pulid",
-      "description": "This is required for PuLID (SDXL)",
-      "reference": "https://huggingface.co/guozinan/PuLID",
-      "filename": "pulid_v1.1.safetensors",
-      "url": "https://huggingface.co/guozinan/PuLID/resolve/main/pulid_v1.1.safetensors",
-      "size": "984MB"
-    },
-
-    {
-      "name": "Kolors-IP-Adapter-Plus.bin (Kwai-Kolors/Kolors-IP-Adapter-Plus)",
-      "type": "IP-Adapter",
-      "base": "Kolors",
-      "save_path": "ipadapter",
-      "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.",
-      "reference": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-Plus",
-      "filename": "Kolors-IP-Adapter-Plus.bin",
-      "url": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-Plus/resolve/main/ip_adapter_plus_general.bin",
-      "size": "1.01GB"
-    },
-    {
-      "name": "Kolors-IP-Adapter-FaceID-Plus.bin (Kwai-Kolors/Kolors-IP-Adapter-Plus)",
-      "type": "IP-Adapter",
-      "base": "Kolors",
-      "save_path": "ipadapter",
-      "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.",
-      "reference": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-FaceID-Plus",
-      "filename": "Kolors-IP-Adapter-FaceID-Plus.bin",
-      "url": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-FaceID-Plus/resolve/main/ipa-faceid-plus.bin",
-      "size": "2.39GB"
     }
   ]
 }

node_db/tutorial/custom-node-list.json

@@ -1,5 +1,15 @@
 {
     "custom_nodes": [
+        {
+            "author": "Comfy-Org",
+            "title": "ComfyUI React Extension Template",
+            "reference": "https://github.com/Comfy-Org/ComfyUI-React-Extension-Template",
+            "files": [
+                "https://github.com/Comfy-Org/ComfyUI-React-Extension-Template"
+            ],
+            "install_type": "git-clone",
+            "description": "A minimal template for creating React/TypeScript frontend extensions for ComfyUI, with complete boilerplate setup including internationalization and unit testing."
+        },
         {
             "author": "Suzie1",
             "title": "Guide To Making Custom Nodes in ComfyUI",

prestartup_script.py

@@ -121,11 +121,17 @@ read_config()
 read_uv_mode()
 check_file_logging()
 
-cm_global.pip_overrides = {'numpy': 'numpy<2'}
+if sys.version_info < (3, 13):
+    cm_global.pip_overrides = {'numpy': 'numpy<2'}
+else:
+    cm_global.pip_overrides = {}
+
 if os.path.exists(manager_pip_overrides_path):
     with open(manager_pip_overrides_path, 'r', encoding="UTF-8", errors="ignore") as json_file:
         cm_global.pip_overrides = json.load(json_file)
-        cm_global.pip_overrides['numpy'] = 'numpy<2'
+        
+        if sys.version_info < (3, 13):
+            cm_global.pip_overrides['numpy'] = 'numpy<2'
 
 
 if os.path.exists(manager_pip_blacklist_path):
@@ -620,6 +626,7 @@ def execute_lazy_install_script(repo_path, executable):
         lines = manager_util.robust_readlines(requirements_path)
         for line in lines:
             package_name = remap_pip_package(line.strip())
+            package_name = package_name.split('#')[0].strip()
             if package_name and not is_installed(package_name):
                 if '--index-url' in package_name:
                     s = package_name.split('--index-url')

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 = "3.31.12"
+version = "3.32.3"
 license = { file = "LICENSE.txt" }
 dependencies = ["GitPython", "PyGithub", "matrix-client==0.4.0", "transformers", "huggingface-hub>0.20", "typer", "rich", "typing-extensions", "toml", "uv", "chardet"]
 

tests-api/.gitignore

@@ -0,0 +1,19 @@
+# Python cache files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# Pytest cache
+.pytest_cache/
+
+# Coverage reports
+.coverage
+htmlcov/
+
+# Virtual environments
+venv/
+env/
+ENV/
+
+# Test-specific resources
+resources/tmp/

tests-api/README.md

@@ -0,0 +1,91 @@
+# ComfyUI-Manager API Tests
+
+This directory contains tests for the ComfyUI-Manager API endpoints, validating the OpenAPI specification and ensuring API functionality.
+
+## Setup
+
+1. Install test dependencies:
+
+```bash
+pip install -r requirements-test.txt
+```
+
+2. Ensure ComfyUI is running with ComfyUI-Manager installed:
+
+```bash
+# Start ComfyUI with the default server
+python main.py
+```
+
+## Running Tests
+
+### Run all tests
+
+```bash
+pytest -xvs
+```
+
+### Run specific test files
+
+```bash
+# Run only the spec validation tests
+pytest -xvs test_spec_validation.py
+
+# Run only the custom node API tests
+pytest -xvs test_customnode_api.py
+```
+
+### Run specific test functions
+
+```bash
+# Run a specific test
+pytest -xvs test_customnode_api.py::test_get_custom_node_list
+```
+
+## Test Configuration
+
+The tests use the following default configuration:
+
+- Server URL: `http://localhost:8188`
+- Server timeout: 2 seconds
+- Wait between requests: 0.5 seconds
+- Maximum retries: 3
+
+You can override these settings with environment variables:
+
+```bash
+# Use a different server URL
+COMFYUI_SERVER_URL=http://localhost:8189 pytest -xvs
+```
+
+## Test Categories
+
+The tests are organized into the following categories:
+
+1. **Spec Validation** (`test_spec_validation.py`): Validates that the OpenAPI specification is correct and complete.
+2. **Custom Node API** (`test_customnode_api.py`): Tests for custom node management endpoints.
+3. **Snapshot API** (`test_snapshot_api.py`): Tests for snapshot management endpoints.
+4. **Queue API** (`test_queue_api.py`): Tests for queue management endpoints.
+5. **Config API** (`test_config_api.py`): Tests for configuration endpoints.
+6. **Model API** (`test_model_api.py`): Tests for model management endpoints (minimal as these are being deprecated).
+
+## Test Implementation Details
+
+### Fixtures
+
+- `test_config`: Provides the test configuration
+- `server_url`: Returns the server URL from the configuration
+- `openapi_spec`: Loads the OpenAPI specification
+- `api_client`: Creates a requests Session for API calls
+- `api_request`: Helper function for making consistent API requests
+
+### Utilities
+
+- `validation.py`: Functions for validating responses against the OpenAPI schema
+- `schema_utils.py`: Utilities for extracting and manipulating schemas
+
+## Notes
+
+- Some tests are skipped with `@pytest.mark.skip` to avoid modifying state in automated testing
+- Security-level restricted endpoints have minimal tests to avoid security issues
+- Tests focus on read operations rather than write operations where possible

tests-api/__init__.py

@@ -0,0 +1 @@
+# Make tests-api directory a proper package

tests-api/conftest.py

@@ -0,0 +1,237 @@
+"""
+PyTest configuration and fixtures for API tests.
+"""
+import os
+import sys
+import json
+import pytest
+import requests
+import tempfile
+import time
+import yaml
+from pathlib import Path
+from typing import Dict, Generator, Optional, Tuple
+
+# Import test utilities
+import sys
+import os
+from pathlib import Path
+
+# Get the absolute path to the current file (conftest.py)
+current_file = Path(os.path.abspath(__file__))
+
+# Get the directory containing the current file (the tests-api directory)
+tests_api_dir = current_file.parent
+
+# Add the tests-api directory to the Python path
+if str(tests_api_dir) not in sys.path:
+    sys.path.insert(0, str(tests_api_dir))
+
+# Apply mocks for ComfyUI imports
+from mocks.patch import apply_mocks
+apply_mocks()
+
+# Now we can import from utils.validation
+from utils.validation import load_openapi_spec
+
+
+# Default test configuration
+DEFAULT_TEST_CONFIG = {
+    "server_url": "http://localhost:8188",
+    "server_timeout": 2,  # seconds
+    "wait_between_requests": 0.5,  # seconds
+    "max_retries": 3,
+}
+
+
+@pytest.fixture(scope="session")
+def test_config() -> Dict:
+    """
+    Load test configuration from environment variables or use defaults.
+    """
+    config = DEFAULT_TEST_CONFIG.copy()
+    
+    # Override from environment variables if present
+    if "COMFYUI_SERVER_URL" in os.environ:
+        config["server_url"] = os.environ["COMFYUI_SERVER_URL"]
+    
+    return config
+
+
+@pytest.fixture(scope="session")
+def server_url(test_config: Dict) -> str:
+    """
+    Get the server URL from the test configuration.
+    """
+    return test_config["server_url"]
+
+
+@pytest.fixture(scope="session")
+def openapi_spec() -> Dict:
+    """
+    Load the OpenAPI specification.
+    """
+    return load_openapi_spec()
+
+
+@pytest.fixture(scope="session")
+def api_client(server_url: str, test_config: Dict) -> requests.Session:
+    """
+    Create a requests Session for API calls.
+    """
+    session = requests.Session()
+    
+    # Check if the server is running
+    try:
+        response = session.get(f"{server_url}/", timeout=test_config["server_timeout"])
+        response.raise_for_status()
+    except (requests.ConnectionError, requests.Timeout, requests.HTTPError):
+        pytest.skip("ComfyUI server is not running or not accessible")
+    
+    return session
+
+
+@pytest.fixture(scope="function")
+def temp_dir() -> Generator[Path, None, None]:
+    """
+    Create a temporary directory for test files.
+    """
+    with tempfile.TemporaryDirectory() as temp_dir:
+        yield Path(temp_dir)
+
+
+class SecurityLevelContext:
+    """
+    Context manager for setting and restoring security levels.
+    """
+    def __init__(self, api_client: requests.Session, server_url: str, security_level: str):
+        self.api_client = api_client
+        self.server_url = server_url
+        self.security_level = security_level
+        self.original_level = None
+    
+    async def __aenter__(self):
+        # Get the current security level (not directly exposed in API, would require more setup)
+        # For now, we'll just set the new level
+        
+        # Set the new security level
+        # Note: In a real implementation, we would need a way to set this
+        # This is a placeholder - the actual implementation would depend on how
+        # security levels are managed in ComfyUI-Manager
+        return self
+    
+    async def __aexit__(self, exc_type, exc_val, exc_tb):
+        # Restore the original security level if needed
+        pass
+
+
+@pytest.fixture
+def security_level_context(api_client: requests.Session, server_url: str):
+    """
+    Create a context manager for setting security levels.
+    """
+    return lambda level: SecurityLevelContext(api_client, server_url, level)
+
+
+def make_api_url(server_url: str, path: str) -> str:
+    """
+    Construct a full API URL from the server URL and path.
+    """
+    # Ensure the path starts with a slash
+    if not path.startswith("/"):
+        path = f"/{path}"
+    
+    # Remove trailing slash from server_url if present
+    if server_url.endswith("/"):
+        server_url = server_url[:-1]
+    
+    return f"{server_url}{path}"
+
+
+@pytest.fixture
+def api_request(api_client: requests.Session, server_url: str, test_config: Dict):
+    """
+    Helper function for making API requests with consistent behavior.
+    """
+    def _request(
+        method: str,
+        path: str,
+        params: Optional[Dict] = None,
+        json_data: Optional[Dict] = None,
+        headers: Optional[Dict] = None,
+        expected_status: int = 200,
+        retry_on_error: bool = True,
+    ) -> Tuple[requests.Response, Optional[Dict]]:
+        """
+        Make an API request with automatic validation.
+        
+        Args:
+            method: HTTP method
+            path: API path
+            params: Query parameters
+            json_data: JSON request body
+            headers: HTTP headers
+            expected_status: Expected HTTP status code
+            retry_on_error: Whether to retry on connection errors
+            
+        Returns:
+            Tuple of (Response object, JSON response data or None)
+        """
+        method = method.lower()
+        url = make_api_url(server_url, path)
+        
+        if headers is None:
+            headers = {}
+        
+        # Add common headers
+        headers.setdefault("Accept", "application/json")
+        
+        # Sleep between requests to avoid overwhelming the server
+        time.sleep(test_config["wait_between_requests"])
+        
+        retries = test_config["max_retries"] if retry_on_error else 0
+        last_exception = None
+        
+        for attempt in range(retries + 1):
+            try:
+                if method == "get":
+                    response = api_client.get(url, params=params, headers=headers)
+                elif method == "post":
+                    response = api_client.post(url, params=params, json=json_data, headers=headers)
+                elif method == "put":
+                    response = api_client.put(url, params=params, json=json_data, headers=headers)
+                elif method == "delete":
+                    response = api_client.delete(url, params=params, headers=headers)
+                else:
+                    raise ValueError(f"Unsupported HTTP method: {method}")
+                
+                # Check status code
+                assert response.status_code == expected_status, (
+                    f"Expected status code {expected_status}, got {response.status_code}"
+                )
+                
+                # Parse JSON response if possible
+                json_response = None
+                if response.headers.get("Content-Type", "").startswith("application/json"):
+                    try:
+                        json_response = response.json()
+                    except json.JSONDecodeError:
+                        if expected_status == 200:
+                            raise ValueError("Response was not valid JSON")
+                
+                return response, json_response
+                
+            except (requests.ConnectionError, requests.Timeout) as e:
+                last_exception = e
+                if attempt < retries:
+                    # Wait before retrying
+                    time.sleep(1)
+                    continue
+                break
+        
+        if last_exception:
+            raise last_exception
+        
+        raise RuntimeError("Failed to make API request")
+    
+    return _request

tests-api/mocks/__init__.py

@@ -0,0 +1 @@
+# Make tests-api/mocks directory a proper package

tests-api/mocks/custom_node_manager.py

@@ -0,0 +1,26 @@
+"""
+Mock CustomNodeManager for testing purposes
+"""
+
+class CustomNodeManager:
+    """
+    Mock implementation of the CustomNodeManager class
+    """
+    instance = None
+    
+    def __init__(self):
+        self.custom_nodes = {}
+        self.node_paths = []
+        self.refresh_timeout = None
+        
+    def get_node_path(self, node_class):
+        """
+        Mock implementation to get the path for a node class
+        """
+        return self.custom_nodes.get(node_class, None)
+        
+    def update_node_paths(self):
+        """
+        Mock implementation to update node paths
+        """
+        pass

tests-api/mocks/patch.py

@@ -0,0 +1,116 @@
+"""
+Patch module to mock imports for testing
+"""
+import sys
+import importlib.util
+import os
+from pathlib import Path
+
+# Import mock modules
+from mocks.prompt_server import PromptServer
+from mocks.custom_node_manager import CustomNodeManager
+
+# Current directory 
+current_dir = Path(__file__).parent.parent  # tests-api directory
+
+# Define mocks
+class MockModule:
+    """Base class for mock modules"""
+    pass
+
+# Create server mock module with PromptServer
+server_mock = MockModule()
+server_mock.PromptServer = PromptServer
+prompt_server_instance = PromptServer()
+server_mock.PromptServer.instance = prompt_server_instance
+server_mock.PromptServer.inst = prompt_server_instance
+
+# Create app mock module with custom_node_manager submodule
+app_mock = MockModule()
+app_custom_node_manager = MockModule()
+app_custom_node_manager.CustomNodeManager = CustomNodeManager
+app_custom_node_manager.CustomNodeManager.instance = CustomNodeManager()
+
+# Create utils mock module with json_util submodule
+utils_mock = MockModule()
+utils_json_util = MockModule()
+
+# Create utils.validation and utils.schema_utils submodules
+utils_validation = MockModule()
+utils_schema_utils = MockModule()
+
+# Import actual modules (make sure path is set up correctly)
+sys.path.insert(0, str(current_dir))
+
+try:
+    # Import the validation module
+    from utils.validation import load_openapi_spec
+    utils_validation.load_openapi_spec = load_openapi_spec
+    
+    # Import all schema_utils functions
+    from utils.schema_utils import (
+        get_all_paths, 
+        get_grouped_paths,
+        get_methods_for_path,
+        find_paths_with_security,
+        get_content_types_for_response,
+        get_required_parameters
+    )
+    
+    utils_schema_utils.get_all_paths = get_all_paths
+    utils_schema_utils.get_grouped_paths = get_grouped_paths
+    utils_schema_utils.get_methods_for_path = get_methods_for_path
+    utils_schema_utils.find_paths_with_security = find_paths_with_security
+    utils_schema_utils.get_content_types_for_response = get_content_types_for_response
+    utils_schema_utils.get_required_parameters = get_required_parameters
+    
+except ImportError as e:
+    print(f"Error importing test utilities: {e}")
+    # Define dummy functions if imports fail
+    def dummy_load_openapi_spec():
+        """Dummy function for testing"""
+        return {"paths": {}}
+    utils_validation.load_openapi_spec = dummy_load_openapi_spec
+    
+    def dummy_get_all_paths(spec):
+        return list(spec.get("paths", {}).keys())
+    utils_schema_utils.get_all_paths = dummy_get_all_paths
+    
+    def dummy_get_grouped_paths(spec):
+        return {}
+    utils_schema_utils.get_grouped_paths = dummy_get_grouped_paths
+    
+    def dummy_get_methods_for_path(spec, path):
+        return []
+    utils_schema_utils.get_methods_for_path = dummy_get_methods_for_path
+    
+    def dummy_find_paths_with_security(spec, security_scheme=None):
+        return []
+    utils_schema_utils.find_paths_with_security = dummy_find_paths_with_security
+    
+    def dummy_get_content_types_for_response(spec, path, method, status_code="200"):
+        return []
+    utils_schema_utils.get_content_types_for_response = dummy_get_content_types_for_response
+    
+    def dummy_get_required_parameters(spec, path, method):
+        return []
+    utils_schema_utils.get_required_parameters = dummy_get_required_parameters
+
+# Add merge_json_recursive from our mock utils
+from mocks.utils import merge_json_recursive
+utils_json_util.merge_json_recursive = merge_json_recursive
+
+# Apply the mocks to sys.modules
+def apply_mocks():
+    """Apply all mocks to sys.modules"""
+    sys.modules['server'] = server_mock
+    sys.modules['app'] = app_mock
+    sys.modules['app.custom_node_manager'] = app_custom_node_manager
+    sys.modules['utils'] = utils_mock
+    sys.modules['utils.json_util'] = utils_json_util
+    sys.modules['utils.validation'] = utils_validation
+    sys.modules['utils.schema_utils'] = utils_schema_utils
+    
+    # Make sure our actual utils module is importable
+    if current_dir not in sys.path:
+        sys.path.insert(0, str(current_dir))

tests-api/mocks/prompt_server.py

@@ -0,0 +1,71 @@
+"""
+Mock PromptServer for testing purposes
+"""
+
+class MockRoutes:
+    """
+    Mock routing class with method decorators
+    """
+    def __init__(self):
+        self.routes = {}
+        
+    def get(self, path):
+        """Decorator for GET routes"""
+        def decorator(f):
+            self.routes[('GET', path)] = f
+            return f
+        return decorator
+        
+    def post(self, path):
+        """Decorator for POST routes"""
+        def decorator(f):
+            self.routes[('POST', path)] = f
+            return f
+        return decorator
+        
+    def put(self, path):
+        """Decorator for PUT routes"""
+        def decorator(f):
+            self.routes[('PUT', path)] = f
+            return f
+        return decorator
+        
+    def delete(self, path):
+        """Decorator for DELETE routes"""
+        def decorator(f):
+            self.routes[('DELETE', path)] = f
+            return f
+        return decorator
+
+
+class PromptServer:
+    """
+    Mock implementation of the PromptServer class
+    """
+    instance = None
+    inst = None
+    
+    def __init__(self):
+        self.routes = MockRoutes()
+        self.registered_paths = set()
+        self.base_url = "http://127.0.0.1:8188"  # Assuming server is running on default port
+        self.queue_lock = None
+        
+    def add_route(self, method, path, handler, *args, **kwargs):
+        """
+        Add a mock route to the server
+        """
+        self.routes.routes[(method.upper(), path)] = handler
+        self.registered_paths.add(path)
+        
+    async def send_msg(self, message, data=None):
+        """
+        Mock send_msg method (does nothing in the mock)
+        """
+        pass
+        
+    def send_sync(self, message, data=None):
+        """
+        Mock send_sync method (does nothing in the mock)
+        """
+        pass

tests-api/mocks/utils.py

@@ -0,0 +1,20 @@
+"""
+Mock utils module for testing purposes
+"""
+
+def merge_json_recursive(a, b):
+    """
+    Mock implementation of merge_json_recursive
+    """
+    if isinstance(a, dict) and isinstance(b, dict):
+        result = a.copy()
+        for key, value in b.items():
+            if key in result and isinstance(result[key], (dict, list)) and isinstance(value, (dict, list)):
+                result[key] = merge_json_recursive(result[key], value)
+            else:
+                result[key] = value
+        return result
+    elif isinstance(a, list) and isinstance(b, list):
+        return a + b
+    else:
+        return b

tests-api/openapi.yaml

@@ -0,0 +1,382 @@
+openapi: 3.0.3
+info:
+  title: ComfyUI-Manager API
+  description: API for managing ComfyUI extensions, custom nodes, and models
+  version: 1.0.0
+  contact:
+    name: ComfyUI Community
+    url: https://github.com/comfyanonymous/ComfyUI
+
+servers:
+  - url: http://localhost:8188
+    description: Local ComfyUI server
+
+paths:
+  /customnode/getlist:
+    get:
+      summary: Get the list of custom nodes
+      description: Returns the list of custom nodes from all configured channels
+      parameters:
+        - name: mode
+          in: query
+          description: "The mode to retrieve (local=installed nodes, remote=available nodes)"
+          schema:
+            type: string
+            enum: [local, remote]
+            default: remote
+      responses:
+        '200':
+          description: List of custom nodes
+          content:
+            application/json:
+              schema:
+                type: object
+                properties:
+                  nodes:
+                    type: array
+                    items:
+                      $ref: '#/components/schemas/CustomNode'
+        '500':
+          description: Server error
+
+  /customnode/get_node_mappings:
+    get:
+      summary: Get mappings between node class names and their custom nodes
+      description: Returns mappings that help identify which custom node package provides specific node classes
+      parameters:
+        - name: mode
+          in: query
+          description: "The mode for mappings (local=installed nodes, nickname=node nicknames)"
+          schema:
+            type: string
+            enum: [local, nickname]
+            default: local
+          required: true
+      responses:
+        '200':
+          description: Node mappings
+          content:
+            application/json:
+              schema:
+                type: object
+                additionalProperties:
+                  type: string
+        '500':
+          description: Server error
+
+  /customnode/get_node_alternatives:
+    get:
+      summary: Get alternative nodes for specific node classes
+      description: Returns alternative implementations of node classes from different custom node packages
+      parameters:
+        - name: mode
+          in: query
+          description: "The mode to retrieve alternatives (local=installed nodes, remote=all available nodes)"
+          schema:
+            type: string
+            enum: [local, remote]
+            default: remote
+      responses:
+        '200':
+          description: Node alternatives
+          content:
+            application/json:
+              schema:
+                type: object
+                additionalProperties:
+                  type: array
+                  items:
+                    type: string
+        '500':
+          description: Server error
+
+  /externalmodel/getlist:
+    get:
+      summary: Get the list of external models
+      description: Returns the list of models from all configured channels
+      parameters:
+        - name: mode
+          in: query
+          description: "The mode to retrieve (local=installed models, remote=available models)"
+          schema:
+            type: string
+            enum: [local, remote]
+            default: remote
+      responses:
+        '200':
+          description: List of external models
+          content:
+            application/json:
+              schema:
+                type: object
+                properties:
+                  models:
+                    type: array
+                    items:
+                      $ref: '#/components/schemas/ExternalModel'
+        '500':
+          description: Server error
+
+  /manager/get_config:
+    get:
+      summary: Get manager configuration
+      description: Returns the current configuration of ComfyUI-Manager
+      parameters:
+        - name: key
+          in: query
+          description: "The configuration key to retrieve"
+          schema:
+            type: string
+          required: true
+      responses:
+        '200':
+          description: Configuration value
+          content:
+            application/json:
+              schema:
+                type: object
+                properties:
+                  value:
+                    type: string
+        '400':
+          description: Invalid key or missing parameter
+        '500':
+          description: Server error
+
+  /manager/set_config:
+    post:
+      summary: Set manager configuration
+      description: Updates the configuration of ComfyUI-Manager
+      requestBody:
+        required: true
+        content:
+          application/json:
+            schema:
+              type: object
+              required:
+                - key
+                - value
+              properties:
+                key:
+                  type: string
+                  description: "The configuration key to update"
+                value:
+                  type: string
+                  description: "The new value for the configuration key"
+      responses:
+        '200':
+          description: Configuration updated successfully
+          content:
+            application/json:
+              schema:
+                type: object
+                properties:
+                  success:
+                    type: boolean
+        '400':
+          description: Invalid key or value
+        '500':
+          description: Server error
+
+  /snapshot/getlist:
+    get:
+      summary: Get the list of snapshots
+      description: Returns the list of saved snapshots
+      responses:
+        '200':
+          description: List of snapshots
+          content:
+            application/json:
+              schema:
+                type: object
+                properties:
+                  snapshots:
+                    type: array
+                    items:
+                      $ref: '#/components/schemas/Snapshot'
+        '500':
+          description: Server error
+
+  /comfyui_manager/queue/status:
+    get:
+      summary: Get queue status
+      description: Returns the current status of the operation queue
+      responses:
+        '200':
+          description: Queue status
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/QueueStatus'
+        '500':
+          description: Server error
+
+components:
+  schemas:
+    CustomNode:
+      type: object
+      required:
+        - name
+        - title
+        - reference
+      properties:
+        name:
+          type: string
+          description: "Internal name/ID of the custom node"
+        title:
+          type: string
+          description: "Display title of the custom node"
+        reference:
+          type: string
+          description: "Reference URL (usually GitHub repository URL)"
+        description:
+          type: string
+          description: "Description of what the custom node does"
+        install_type:
+          type: string
+          enum: [git, pip, copy]
+          description: "Installation method for the custom node"
+        files:
+          type: array
+          items:
+            type: string
+          description: "List of files provided by this custom node"
+        node_class_names:
+          type: array
+          items:
+            type: string
+          description: "List of node class names provided by this custom node"
+        installed:
+          type: boolean
+          description: "Whether the custom node is installed"
+        version:
+          type: string
+          description: "Version of the custom node"
+        tags:
+          type: array
+          items:
+            type: string
+          description: "Tags associated with the custom node"
+
+    ExternalModel:
+      type: object
+      required:
+        - name
+        - type
+        - url
+      properties:
+        name:
+          type: string
+          description: "Name of the model"
+        type:
+          type: string
+          description: "Type of the model (checkpoint, lora, embedding, etc.)"
+        url:
+          type: string
+          description: "Download URL for the model"
+        description:
+          type: string
+          description: "Description of the model"
+        size:
+          type: integer
+          description: "Size of the model in bytes"
+        installed:
+          type: boolean
+          description: "Whether the model is installed"
+        version:
+          type: string
+          description: "Version of the model"
+        tags:
+          type: array
+          items:
+            type: string
+          description: "Tags associated with the model"
+
+    Snapshot:
+      type: object
+      required:
+        - name
+        - date
+      properties:
+        name:
+          type: string
+          description: "Name of the snapshot"
+        date:
+          type: string
+          format: date-time
+          description: "Date when the snapshot was created"
+        description:
+          type: string
+          description: "Description of the snapshot"
+        nodes:
+          type: array
+          items:
+            type: string
+          description: "List of custom nodes in the snapshot"
+        models:
+          type: array
+          items:
+            type: string
+          description: "List of models in the snapshot"
+
+    QueueStatus:
+      type: object
+      properties:
+        pending:
+          type: array
+          items:
+            $ref: '#/components/schemas/QueueItem'
+          description: "List of pending operations in the queue"
+        completed:
+          type: array
+          items:
+            $ref: '#/components/schemas/QueueItem'
+          description: "List of completed operations in the queue"
+        failed:
+          type: array
+          items:
+            $ref: '#/components/schemas/QueueItem'
+          description: "List of failed operations in the queue"
+        running:
+          type: boolean
+          description: "Whether the queue is currently running"
+
+    QueueItem:
+      type: object
+      required:
+        - id
+        - type
+        - target
+      properties:
+        id:
+          type: string
+          description: "Unique ID of the queue item"
+        type:
+          type: string
+          enum: [install, update, uninstall]
+          description: "Type of operation"
+        target:
+          type: string
+          description: "Target of the operation (e.g., custom node name, model name)"
+        status:
+          type: string
+          enum: [pending, processing, completed, failed]
+          description: "Current status of the operation"
+        error:
+          type: string
+          description: "Error message if the operation failed"
+        created_at:
+          type: string
+          format: date-time
+          description: "Time when the operation was added to the queue"
+        completed_at:
+          type: string
+          format: date-time
+          description: "Time when the operation was completed"
+
+  securitySchemes:
+    ApiKeyAuth:
+      type: apiKey
+      in: header
+      name: X-API-Key
+      description: "API key for authentication"

tests-api/requirements-test.txt

@@ -0,0 +1,6 @@
+pytest>=7.3.1
+requests>=2.31.0
+openapi-spec-validator>=0.6.0
+jsonschema>=4.17.3
+pytest-asyncio>=0.21.0
+pyyaml>=6.0

tests-api/test_config_api.py

@@ -0,0 +1,270 @@
+"""
+Tests for configuration endpoints.
+"""
+import pytest
+from typing import Callable, Dict, List, Tuple
+
+from utils.validation import validate_response
+
+
+def test_get_preview_method(
+    api_request: Callable
+):
+    """
+    Test getting the current preview method.
+    """
+    # Make the API request
+    path = "/manager/preview_method"
+    response, _ = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Verify the response is one of the valid preview methods
+    assert response.text in ["auto", "latent2rgb", "taesd", "none"]
+
+
+def test_get_db_mode(
+    api_request: Callable
+):
+    """
+    Test getting the current database mode.
+    """
+    # Make the API request
+    path = "/manager/db_mode"
+    response, _ = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Verify the response is one of the valid database modes
+    assert response.text in ["channel", "local", "remote"]
+
+
+def test_get_component_policy(
+    api_request: Callable
+):
+    """
+    Test getting the current component policy.
+    """
+    # Make the API request
+    path = "/manager/policy/component"
+    response, _ = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Component policy could be any string
+    assert response.text is not None
+
+
+def test_get_update_policy(
+    api_request: Callable
+):
+    """
+    Test getting the current update policy.
+    """
+    # Make the API request
+    path = "/manager/policy/update"
+    response, _ = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Verify the response is one of the valid update policies
+    assert response.text in ["stable", "nightly", "nightly-comfyui"]
+
+
+def test_get_channel_url_list(
+    api_request: Callable,
+    openapi_spec: Dict
+):
+    """
+    Test getting the channel URL list.
+    """
+    # Make the API request
+    path = "/manager/channel_url_list"
+    response, json_data = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Validate response structure against the schema
+    assert json_data is not None
+    validate_response(
+        response_data=json_data,
+        path=path,
+        method="get",
+        spec=openapi_spec,
+    )
+    
+    # Verify the response contains the expected fields
+    assert "selected" in json_data
+    assert "list" in json_data
+    assert isinstance(json_data["list"], list)
+    
+    # Each channel should have a name and URL
+    if json_data["list"]:
+        first_channel = json_data["list"][0]
+        assert "name" in first_channel
+        assert "url" in first_channel
+
+
+def test_get_manager_version(
+    api_request: Callable
+):
+    """
+    Test getting the manager version.
+    """
+    # Make the API request
+    path = "/manager/version"
+    response, _ = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Verify the response is a version string
+    assert response.text.startswith("V")  # Version strings start with V
+
+
+def test_get_manager_notice(
+    api_request: Callable
+):
+    """
+    Test getting the manager notice.
+    """
+    # Make the API request
+    path = "/manager/notice"
+    response, _ = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Verify the response is HTML content
+    assert response.headers.get("Content-Type", "").startswith("text/html") or "ComfyUI" in response.text
+
+
+@pytest.mark.skip(reason="State-modifying operations")
+class TestConfigChanges:
+    """
+    Tests for changing configuration settings.
+    These are skipped to avoid modifying state in automated tests.
+    """
+    
+    @pytest.fixture(scope="class", autouse=True)
+    def save_original_config(self, api_request: Callable):
+        """
+        Save the original configuration to restore after tests.
+        """
+        # Save original values
+        response, _ = api_request(
+            method="get",
+            path="/manager/preview_method",
+            expected_status=200,
+        )
+        self.original_preview_method = response.text
+        
+        response, _ = api_request(
+            method="get",
+            path="/manager/db_mode",
+            expected_status=200,
+        )
+        self.original_db_mode = response.text
+        
+        response, _ = api_request(
+            method="get",
+            path="/manager/policy/update",
+            expected_status=200,
+        )
+        self.original_update_policy = response.text
+        
+        yield
+        
+        # Restore original values
+        api_request(
+            method="get",
+            path="/manager/preview_method",
+            params={"value": self.original_preview_method},
+            expected_status=200,
+        )
+        
+        api_request(
+            method="get",
+            path="/manager/db_mode",
+            params={"value": self.original_db_mode},
+            expected_status=200,
+        )
+        
+        api_request(
+            method="get",
+            path="/manager/policy/update",
+            params={"value": self.original_update_policy},
+            expected_status=200,
+        )
+    
+    def test_set_preview_method(self, api_request: Callable):
+        """
+        Test setting the preview method.
+        """
+        # Set to a different value (taesd)
+        api_request(
+            method="get",
+            path="/manager/preview_method",
+            params={"value": "taesd"},
+            expected_status=200,
+        )
+        
+        # Verify it was changed
+        response, _ = api_request(
+            method="get",
+            path="/manager/preview_method",
+            expected_status=200,
+        )
+        assert response.text == "taesd"
+    
+    def test_set_db_mode(self, api_request: Callable):
+        """
+        Test setting the database mode.
+        """
+        # Set to local mode
+        api_request(
+            method="get",
+            path="/manager/db_mode",
+            params={"value": "local"},
+            expected_status=200,
+        )
+        
+        # Verify it was changed
+        response, _ = api_request(
+            method="get",
+            path="/manager/db_mode",
+            expected_status=200,
+        )
+        assert response.text == "local"
+    
+    def test_set_update_policy(self, api_request: Callable):
+        """
+        Test setting the update policy.
+        """
+        # Set to stable
+        api_request(
+            method="get",
+            path="/manager/policy/update",
+            params={"value": "stable"},
+            expected_status=200,
+        )
+        
+        # Verify it was changed
+        response, _ = api_request(
+            method="get",
+            path="/manager/policy/update",
+            expected_status=200,
+        )
+        assert response.text == "stable"

tests-api/test_customnode_api.py

@@ -0,0 +1,200 @@
+"""
+Tests for custom node management endpoints.
+"""
+import pytest
+from pathlib import Path
+from typing import Callable, Dict, Tuple
+
+from utils.validation import validate_response
+
+
+@pytest.mark.parametrize(
+    "mode", 
+    ["local", "remote"]
+)
+def test_get_custom_node_list(
+    api_request: Callable, 
+    openapi_spec: Dict, 
+    mode: str
+):
+    """
+    Test the endpoint for listing custom nodes.
+    """
+    # Make the API request
+    path = "/customnode/getlist"
+    response, json_data = api_request(
+        method="get",
+        path=path,
+        params={"mode": mode, "skip_update": "true"},
+        expected_status=200,
+    )
+    
+    # Validate response structure against the schema
+    assert json_data is not None
+    validate_response(
+        response_data=json_data,
+        path=path,
+        method="get",
+        spec=openapi_spec,
+    )
+    
+    # Verify the response contains the expected fields
+    assert "channel" in json_data
+    assert "node_packs" in json_data
+    assert isinstance(json_data["node_packs"], dict)
+    
+    # If there are any node packs, verify they have the expected structure
+    if json_data["node_packs"]:
+        # Take the first node pack to validate
+        first_node_pack = next(iter(json_data["node_packs"].values()))
+        assert "title" in first_node_pack
+        assert "name" in first_node_pack
+
+
+def test_get_installed_nodes(
+    api_request: Callable, 
+    openapi_spec: Dict
+):
+    """
+    Test the endpoint for listing installed nodes.
+    """
+    # Make the API request
+    path = "/customnode/installed"
+    response, json_data = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Validate response structure against the schema
+    assert json_data is not None
+    validate_response(
+        response_data=json_data,
+        path=path,
+        method="get",
+        spec=openapi_spec,
+    )
+    
+    # Verify the response is a dictionary of node packs
+    assert isinstance(json_data, dict)
+
+
+@pytest.mark.parametrize(
+    "mode", 
+    ["local", "nickname"]
+)
+def test_get_node_mappings(
+    api_request: Callable, 
+    openapi_spec: Dict, 
+    mode: str
+):
+    """
+    Test the endpoint for getting node-to-package mappings.
+    """
+    # Make the API request
+    path = "/customnode/getmappings"
+    response, json_data = api_request(
+        method="get",
+        path=path,
+        params={"mode": mode},
+        expected_status=200,
+    )
+    
+    # Validate response structure against the schema
+    assert json_data is not None
+    validate_response(
+        response_data=json_data,
+        path=path,
+        method="get",
+        spec=openapi_spec,
+    )
+    
+    # Verify the response is a dictionary mapping extension IDs to node info
+    assert isinstance(json_data, dict)
+    
+    # If there are any mappings, verify they have the expected structure
+    if json_data:
+        # Take the first mapping to validate
+        first_mapping = next(iter(json_data.values()))
+        assert isinstance(first_mapping, list)
+        assert len(first_mapping) == 2
+        assert isinstance(first_mapping[0], list)  # List of node classes
+        assert isinstance(first_mapping[1], dict)  # Metadata
+
+
+@pytest.mark.parametrize(
+    "mode", 
+    ["local", "remote"]
+)
+def test_get_node_alternatives(
+    api_request: Callable, 
+    openapi_spec: Dict, 
+    mode: str
+):
+    """
+    Test the endpoint for getting alternative node options.
+    """
+    # Make the API request
+    path = "/customnode/alternatives"
+    response, json_data = api_request(
+        method="get",
+        path=path,
+        params={"mode": mode},
+        expected_status=200,
+    )
+    
+    # Validate response structure against the schema
+    assert json_data is not None
+    validate_response(
+        response_data=json_data,
+        path=path,
+        method="get",
+        spec=openapi_spec,
+    )
+    
+    # Verify the response is a dictionary
+    assert isinstance(json_data, dict)
+
+
+def test_fetch_updates(
+    api_request: Callable
+):
+    """
+    Test the endpoint for fetching updates.
+    This might modify state, so we just check for a valid response.
+    """
+    # Make the API request with skip_update=true to avoid actual updates
+    path = "/customnode/fetch_updates"
+    response, _ = api_request(
+        method="get",
+        path=path,
+        params={"mode": "local"},
+        # Don't validate JSON since this endpoint doesn't return JSON
+        expected_status=200,
+        retry_on_error=False,  # Don't retry as this might have side effects
+    )
+    
+    # Just check the status code is as expected (covered by api_request)
+    assert response.status_code in [200, 201]
+
+
+@pytest.mark.skip(reason="Queue endpoints are better tested with queue operations")
+def test_queue_update_all(
+    api_request: Callable
+):
+    """
+    Test the endpoint for queuing updates for all nodes.
+    Skipping as this would actually modify the installation.
+    """
+    pass
+
+
+@pytest.mark.skip(reason="Security-restricted endpoint")
+def test_install_node_via_git_url(
+    api_request: Callable
+):
+    """
+    Test the endpoint for installing a node via Git URL.
+    Skipping as this requires high security level and would modify the installation.
+    """
+    pass

tests-api/test_import.py

@@ -0,0 +1,23 @@
+import os
+import sys
+
+# Print current working directory
+print(f"Current directory: {os.getcwd()}")
+
+# Print module search path
+print(f"System path: {sys.path}")
+
+# Try to import
+try:
+    from utils.validation import load_openapi_spec
+    print("Import successful!")
+except ImportError as e:
+    print(f"Import error: {e}")
+    
+    # Try direct import
+    try:
+        sys.path.insert(0, os.path.join(os.getcwd(), "custom_nodes/ComfyUI-Manager/tests-api"))
+        from utils.validation import load_openapi_spec
+        print("Direct import successful!")
+    except ImportError as e:
+        print(f"Direct import error: {e}")

tests-api/test_model_api.py

@@ -0,0 +1,62 @@
+"""
+Tests for model management endpoints.
+These features are scheduled for deprecation, so tests are minimal.
+"""
+import pytest
+from typing import Callable, Dict
+
+from utils.validation import validate_response
+
+
+@pytest.mark.parametrize(
+    "mode", 
+    ["local", "remote"]
+)
+def test_get_external_model_list(
+    api_request: Callable,
+    openapi_spec: Dict,
+    mode: str
+):
+    """
+    Test the endpoint for listing external models.
+    """
+    # Make the API request
+    path = "/externalmodel/getlist"
+    response, json_data = api_request(
+        method="get",
+        path=path,
+        params={"mode": mode},
+        expected_status=200,
+    )
+    
+    # Validate response structure against the schema
+    assert json_data is not None
+    validate_response(
+        response_data=json_data,
+        path=path,
+        method="get",
+        spec=openapi_spec,
+    )
+    
+    # Verify the response contains the expected fields
+    assert "models" in json_data
+    assert isinstance(json_data["models"], list)
+    
+    # If there are any models, verify they have the expected structure
+    if json_data["models"]:
+        first_model = json_data["models"][0]
+        assert "name" in first_model
+        assert "type" in first_model
+        assert "url" in first_model
+        assert "filename" in first_model
+        assert "installed" in first_model
+
+
+@pytest.mark.skip(reason="State-modifying operation that requires auth")
+def test_install_model():
+    """
+    Test queuing a model installation.
+    Skipped to avoid modifying state and requires authentication.
+    This feature is also scheduled for deprecation.
+    """
+    pass

tests-api/test_queue_api.py

@@ -0,0 +1,213 @@
+"""
+Tests for queue management endpoints.
+"""
+import pytest
+import time
+from pathlib import Path
+from typing import Callable, Dict, Tuple
+
+from utils.validation import validate_response
+
+
+def test_get_queue_status(
+    api_request: Callable,
+    openapi_spec: Dict
+):
+    """
+    Test the endpoint for getting queue status.
+    """
+    # Make the API request
+    path = "/manager/queue/status"
+    response, json_data = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Validate response structure against the schema
+    assert json_data is not None
+    validate_response(
+        response_data=json_data,
+        path=path,
+        method="get",
+        spec=openapi_spec,
+    )
+    
+    # Verify the response contains the expected fields
+    assert "total_count" in json_data
+    assert "done_count" in json_data
+    assert "in_progress_count" in json_data
+    assert "is_processing" in json_data
+    
+    # Type checks
+    assert isinstance(json_data["total_count"], int)
+    assert isinstance(json_data["done_count"], int)
+    assert isinstance(json_data["in_progress_count"], int)
+    assert isinstance(json_data["is_processing"], bool)
+
+
+def test_reset_queue(
+    api_request: Callable
+):
+    """
+    Test the endpoint for resetting the queue.
+    """
+    # Make the API request
+    path = "/manager/queue/reset"
+    response, _ = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Now check the queue status to verify it was reset
+    response2, json_data = api_request(
+        method="get",
+        path="/manager/queue/status",
+        expected_status=200,
+    )
+    
+    # Queue should be empty after reset
+    assert json_data["total_count"] == json_data["done_count"] + json_data["in_progress_count"]
+
+
+@pytest.mark.skip(reason="State-modifying operation that requires auth")
+def test_queue_install_node():
+    """
+    Test queuing a node installation.
+    Skipped to avoid modifying state and requires authentication.
+    """
+    pass
+
+
+@pytest.mark.skip(reason="State-modifying operation that requires auth")
+def test_queue_update_node():
+    """
+    Test queuing a node update.
+    Skipped to avoid modifying state and requires authentication.
+    """
+    pass
+
+
+@pytest.mark.skip(reason="State-modifying operation that requires auth")
+def test_queue_uninstall_node():
+    """
+    Test queuing a node uninstallation.
+    Skipped to avoid modifying state and requires authentication.
+    """
+    pass
+
+
+@pytest.mark.skip(reason="State-modifying operation")
+def test_queue_start():
+    """
+    Test starting the queue.
+    Skipped to avoid modifying state.
+    """
+    pass
+
+
+class TestQueueOperations:
+    """
+    Test a complete queue workflow.
+    These tests are grouped to ensure proper sequencing but are still skipped
+    to avoid modifying state in automated tests.
+    """
+    
+    @pytest.fixture(scope="class")
+    def node_data(self) -> Dict:
+        """
+        Create test data for a node operation.
+        """
+        # This would be replaced with actual data for a known safe node
+        return {
+            "ui_id": "test_node_1",
+            "id": "comfyui-manager",  # Manager itself
+            "version": "latest",
+            "channel": "default",
+            "mode": "local",
+        }
+    
+    @pytest.mark.skip(reason="State-modifying operation")
+    def test_queue_operation_sequence(
+        self,
+        api_request: Callable,
+        node_data: Dict
+    ):
+        """
+        Test the queue operation sequence.
+        """
+        # 1. Reset the queue
+        api_request(
+            method="get",
+            path="/manager/queue/reset",
+            expected_status=200,
+        )
+        
+        # 2. Queue a node operation (we'll use the manager itself)
+        api_request(
+            method="post",
+            path="/manager/queue/update",
+            json_data=node_data,
+            expected_status=200,
+        )
+        
+        # 3. Check queue status - should have one operation
+        response, json_data = api_request(
+            method="get",
+            path="/manager/queue/status",
+            expected_status=200,
+        )
+        
+        assert json_data["total_count"] > 0
+        assert not json_data["is_processing"]  # Queue hasn't started yet
+        
+        # 4. Start the queue
+        api_request(
+            method="get",
+            path="/manager/queue/start",
+            expected_status=200,
+        )
+        
+        # 5. Check queue status again - should be processing
+        response, json_data = api_request(
+            method="get",
+            path="/manager/queue/status",
+            expected_status=200,
+        )
+        
+        # Queue should be processing or already done
+        assert json_data["is_processing"] or json_data["done_count"] == json_data["total_count"]
+        
+        # 6. Wait for queue to complete (with timeout)
+        max_wait_time = 60  # seconds
+        start_time = time.time()
+        completed = False
+        
+        while time.time() - start_time < max_wait_time:
+            response, json_data = api_request(
+                method="get",
+                path="/manager/queue/status",
+                expected_status=200,
+            )
+            
+            if json_data["done_count"] == json_data["total_count"] and not json_data["is_processing"]:
+                completed = True
+                break
+                
+            time.sleep(2)  # Wait before checking again
+        
+        assert completed, "Queue did not complete within timeout period"
+    
+    @pytest.mark.skip(reason="State-modifying operation")
+    def test_concurrent_queue_operations(
+        self,
+        api_request: Callable,
+        node_data: Dict
+    ):
+        """
+        Test concurrent queue operations.
+        """
+        # This would test adding multiple operations to the queue
+        # and verifying they all complete correctly
+        pass

tests-api/test_snapshot_api.py

@@ -0,0 +1,198 @@
+"""
+Tests for snapshot management endpoints.
+"""
+import pytest
+import time
+from datetime import datetime
+from pathlib import Path
+from typing import Callable, Dict, List, Optional
+
+from utils.validation import validate_response
+
+
+def test_get_snapshot_list(
+    api_request: Callable,
+    openapi_spec: Dict
+):
+    """
+    Test the endpoint for listing snapshots.
+    """
+    # Make the API request
+    path = "/snapshot/getlist"
+    response, json_data = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Validate response structure against the schema
+    assert json_data is not None
+    validate_response(
+        response_data=json_data,
+        path=path,
+        method="get",
+        spec=openapi_spec,
+    )
+    
+    # Verify the response contains the expected fields
+    assert "items" in json_data
+    assert isinstance(json_data["items"], list)
+
+
+def test_get_current_snapshot(
+    api_request: Callable,
+    openapi_spec: Dict
+):
+    """
+    Test the endpoint for getting the current snapshot.
+    """
+    # Make the API request
+    path = "/snapshot/get_current"
+    response, json_data = api_request(
+        method="get",
+        path=path,
+        expected_status=200,
+    )
+    
+    # Validate response structure against the schema
+    assert json_data is not None
+    validate_response(
+        response_data=json_data,
+        path=path,
+        method="get",
+        spec=openapi_spec,
+    )
+    
+    # Check for basic snapshot structure
+    assert "snapshot_date" in json_data
+    assert "custom_nodes" in json_data
+
+
+@pytest.mark.skip(reason="This test creates a snapshot which is a state-modifying operation")
+def test_save_snapshot(
+    api_request: Callable
+):
+    """
+    Test the endpoint for saving a new snapshot.
+    Skipped to avoid modifying state in tests.
+    """
+    pass
+
+
+@pytest.mark.skip(reason="This test removes a snapshot which is a destructive operation")
+def test_remove_snapshot(
+    api_request: Callable
+):
+    """
+    Test the endpoint for removing a snapshot.
+    Skipped to avoid modifying state in tests.
+    """
+    pass
+
+
+@pytest.mark.skip(reason="This test restores a snapshot which is a state-modifying operation")
+def test_restore_snapshot(
+    api_request: Callable
+):
+    """
+    Test the endpoint for restoring a snapshot.
+    Skipped to avoid modifying state in tests.
+    """
+    pass
+
+
+class TestSnapshotWorkflow:
+    """
+    Test the complete snapshot workflow (create, list, get, remove).
+    These tests are grouped to ensure proper sequencing but are still skipped
+    to avoid modifying state in automated tests.
+    """
+    
+    @pytest.fixture(scope="class")
+    def snapshot_name(self) -> str:
+        """
+        Generate a unique snapshot name for testing.
+        """
+        timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+        return f"test_snapshot_{timestamp}"
+    
+    @pytest.mark.skip(reason="State-modifying test")
+    def test_create_snapshot(
+        self,
+        api_request: Callable,
+        snapshot_name: str
+    ):
+        """
+        Test creating a snapshot.
+        """
+        # Make the API request to save a snapshot
+        response, _ = api_request(
+            method="get",
+            path="/snapshot/save",
+            expected_status=200,
+        )
+        
+        # Verify a snapshot was created (would need to check the snapshot list)
+        response2, json_data = api_request(
+            method="get",
+            path="/snapshot/getlist",
+            expected_status=200,
+        )
+        
+        # The most recently created snapshot should be first in the list
+        assert json_data["items"]
+        
+        # Store the snapshot name for later tests
+        self.actual_snapshot_name = json_data["items"][0]
+        
+    @pytest.mark.skip(reason="State-modifying test")
+    def test_get_snapshot_details(
+        self,
+        api_request: Callable,
+        openapi_spec: Dict
+    ):
+        """
+        Test getting details of the created snapshot.
+        """
+        # This would check the current snapshot, not a specific one
+        # since there's no direct API to get a specific snapshot
+        response, json_data = api_request(
+            method="get",
+            path="/snapshot/get_current",
+            expected_status=200,
+        )
+        
+        # Validate the snapshot data
+        assert json_data is not None
+        validate_response(
+            response_data=json_data,
+            path="/snapshot/get_current",
+            method="get",
+            spec=openapi_spec,
+        )
+    
+    @pytest.mark.skip(reason="State-modifying test")
+    def test_remove_test_snapshot(
+        self,
+        api_request: Callable
+    ):
+        """
+        Test removing the test snapshot.
+        """
+        # Make the API request to remove the snapshot
+        response, _ = api_request(
+            method="get",
+            path="/snapshot/remove",
+            params={"target": self.actual_snapshot_name},
+            expected_status=200,
+        )
+        
+        # Verify the snapshot was removed
+        response2, json_data = api_request(
+            method="get",
+            path="/snapshot/getlist",
+            expected_status=200,
+        )
+        
+        # The snapshot should no longer be in the list
+        assert self.actual_snapshot_name not in json_data["items"]

tests-api/test_spec_validation.py

@@ -0,0 +1,150 @@
+"""
+Tests for validating the OpenAPI specification.
+"""
+import json
+import pytest
+import yaml
+from typing import Dict, Any, List, Tuple
+from pathlib import Path
+from openapi_spec_validator import validate_spec
+from utils.validation import load_openapi_spec
+from utils.schema_utils import (
+    get_all_paths, 
+    get_methods_for_path, 
+    find_paths_with_security, 
+    get_required_parameters
+)
+
+
+def test_spec_is_valid():
+    """
+    Test that the OpenAPI specification is valid according to the spec validator.
+    """
+    spec = load_openapi_spec()
+    validate_spec(spec)
+
+
+def test_spec_has_info():
+    """
+    Test that the OpenAPI specification has basic info.
+    """
+    spec = load_openapi_spec()
+    
+    assert "info" in spec
+    assert "title" in spec["info"]
+    assert "version" in spec["info"]
+    assert spec["info"]["title"] == "ComfyUI-Manager API"
+
+
+def test_spec_has_paths():
+    """
+    Test that the OpenAPI specification has paths defined.
+    """
+    spec = load_openapi_spec()
+    
+    assert "paths" in spec
+    assert len(spec["paths"]) > 0
+
+
+def test_paths_have_responses():
+    """
+    Test that all paths have responses defined.
+    """
+    spec = load_openapi_spec()
+    
+    for path, path_item in spec["paths"].items():
+        for method, operation in path_item.items():
+            if method.lower() not in {"get", "post", "put", "delete", "patch", "options", "head"}:
+                continue
+                
+            assert "responses" in operation, f"Path {path} method {method} has no responses"
+            assert len(operation["responses"]) > 0, f"Path {path} method {method} has empty responses"
+
+
+def test_responses_have_schemas():
+    """
+    Test that responses with application/json content type have schemas.
+    """
+    spec = load_openapi_spec()
+    
+    for path, path_item in spec["paths"].items():
+        for method, operation in path_item.items():
+            if method.lower() not in {"get", "post", "put", "delete", "patch", "options", "head"}:
+                continue
+                
+            for status, response in operation["responses"].items():
+                if "content" not in response:
+                    continue
+                    
+                if "application/json" in response["content"]:
+                    assert "schema" in response["content"]["application/json"], (
+                        f"Path {path} method {method} status {status} "
+                        f"application/json content has no schema"
+                    )
+
+
+def test_required_parameters_have_schemas():
+    """
+    Test that all required parameters have schemas.
+    """
+    spec = load_openapi_spec()
+    
+    for path, path_item in spec["paths"].items():
+        for method, operation in path_item.items():
+            if method.lower() not in {"get", "post", "put", "delete", "patch", "options", "head"}:
+                continue
+                
+            if "parameters" not in operation:
+                continue
+                
+            for param in operation["parameters"]:
+                if param.get("required", False):
+                    assert "schema" in param, (
+                        f"Path {path} method {method} required parameter {param.get('name')} has no schema"
+                    )
+
+
+def test_security_schemes_defined():
+    """
+    Test that security schemes are properly defined.
+    """
+    spec = load_openapi_spec()
+    
+    # Get paths requiring security
+    secure_paths = find_paths_with_security(spec)
+    
+    if secure_paths:
+        assert "components" in spec, "Spec has secure paths but no components"
+        assert "securitySchemes" in spec["components"], "Spec has secure paths but no securitySchemes"
+        
+        # Check each security reference is defined
+        for path, method in secure_paths:
+            operation = spec["paths"][path][method]
+            for security_req in operation["security"]:
+                for scheme_name in security_req:
+                    assert scheme_name in spec["components"]["securitySchemes"], (
+                        f"Security scheme {scheme_name} used by {method.upper()} {path} "
+                        f"is not defined in components.securitySchemes"
+                    )
+
+
+def test_common_endpoint_groups_present():
+    """
+    Test that the spec includes the main endpoint groups.
+    """
+    spec = load_openapi_spec()
+    paths = get_all_paths(spec)
+    
+    # Define the expected endpoint prefixes
+    expected_prefixes = [
+        "/customnode/",
+        "/externalmodel/",
+        "/manager/",
+        "/snapshot/",
+        "/comfyui_manager/",
+    ]
+    
+    # Check that at least one path exists for each expected prefix
+    for prefix in expected_prefixes:
+        matching_paths = [p for p in paths if p.startswith(prefix)]
+        assert matching_paths, f"No endpoints found with prefix {prefix}"

tests-api/utils/__init__.py

@@ -0,0 +1 @@
+# Make utils directory a proper package

tests-api/utils/schema_utils.py

@@ -0,0 +1,174 @@
+"""
+Schema utilities for extracting and manipulating OpenAPI schemas.
+"""
+import json
+from pathlib import Path
+from typing import Any, Dict, List, Optional, Set, Tuple
+from .validation import load_openapi_spec
+
+
+def get_all_paths(spec: Dict[str, Any]) -> List[str]:
+    """
+    Get all paths defined in the OpenAPI specification.
+    
+    Args:
+        spec: The OpenAPI specification
+        
+    Returns:
+        List of all paths
+    """
+    return list(spec.get("paths", {}).keys())
+
+
+def get_grouped_paths(spec: Dict[str, Any]) -> Dict[str, List[str]]:
+    """
+    Group paths by their top-level segment.
+    
+    Args:
+        spec: The OpenAPI specification
+        
+    Returns:
+        Dictionary mapping top-level segments to lists of paths
+    """
+    result = {}
+    
+    for path in get_all_paths(spec):
+        segments = path.strip("/").split("/")
+        if not segments:
+            continue
+            
+        top_segment = segments[0]
+        if top_segment not in result:
+            result[top_segment] = []
+            
+        result[top_segment].append(path)
+        
+    return result
+
+
+def get_methods_for_path(spec: Dict[str, Any], path: str) -> List[str]:
+    """
+    Get all HTTP methods defined for a path.
+    
+    Args:
+        spec: The OpenAPI specification
+        path: The API path
+        
+    Returns:
+        List of HTTP methods (lowercase)
+    """
+    if path not in spec.get("paths", {}):
+        return []
+        
+    return [
+        method.lower() 
+        for method in spec["paths"][path].keys() 
+        if method.lower() in {"get", "post", "put", "delete", "patch", "options", "head"}
+    ]
+
+
+def find_paths_with_security(
+    spec: Dict[str, Any], 
+    security_scheme: Optional[str] = None
+) -> List[Tuple[str, str]]:
+    """
+    Find all paths that require security.
+    
+    Args:
+        spec: The OpenAPI specification
+        security_scheme: Optional specific security scheme to filter by
+        
+    Returns:
+        List of (path, method) tuples that require security
+    """
+    result = []
+    
+    for path, path_item in spec.get("paths", {}).items():
+        for method, operation in path_item.items():
+            if method.lower() not in {"get", "post", "put", "delete", "patch", "options", "head"}:
+                continue
+                
+            if "security" in operation:
+                if security_scheme is None:
+                    result.append((path, method.lower()))
+                else:
+                    # Check if this security scheme is required
+                    for security_req in operation["security"]:
+                        if security_scheme in security_req:
+                            result.append((path, method.lower()))
+                            break
+                            
+    return result
+
+
+def get_content_types_for_response(
+    spec: Dict[str, Any], 
+    path: str, 
+    method: str, 
+    status_code: str = "200"
+) -> List[str]:
+    """
+    Get content types defined for a response.
+    
+    Args:
+        spec: The OpenAPI specification
+        path: The API path
+        method: The HTTP method
+        status_code: The HTTP status code
+        
+    Returns:
+        List of content types
+    """
+    method = method.lower()
+    
+    if path not in spec["paths"]:
+        return []
+    
+    if method not in spec["paths"][path]:
+        return []
+    
+    if "responses" not in spec["paths"][path][method]:
+        return []
+    
+    if status_code not in spec["paths"][path][method]["responses"]:
+        return []
+    
+    response_def = spec["paths"][path][method]["responses"][status_code]
+    
+    if "content" not in response_def:
+        return []
+    
+    return list(response_def["content"].keys())
+
+
+def get_required_parameters(
+    spec: Dict[str, Any], 
+    path: str, 
+    method: str
+) -> List[Dict[str, Any]]:
+    """
+    Get all required parameters for a path/method.
+    
+    Args:
+        spec: The OpenAPI specification
+        path: The API path
+        method: The HTTP method
+        
+    Returns:
+        List of parameter objects that are required
+    """
+    method = method.lower()
+    
+    if path not in spec["paths"]:
+        return []
+    
+    if method not in spec["paths"][path]:
+        return []
+    
+    if "parameters" not in spec["paths"][path][method]:
+        return []
+    
+    return [
+        param for param in spec["paths"][path][method]["parameters"]
+        if param.get("required", False)
+    ]

tests-api/utils/validation.py

@@ -0,0 +1,155 @@
+"""
+Validation utilities for API tests.
+"""
+import json
+import jsonschema
+import yaml
+from pathlib import Path
+from typing import Any, Dict, Optional, Union
+
+
+def load_openapi_spec(spec_path: Union[str, Path] = None) -> Dict[str, Any]:
+    """
+    Load the OpenAPI specification document.
+    
+    Args:
+        spec_path: Path to the OpenAPI specification file
+        
+    Returns:
+        The OpenAPI specification as a dictionary
+    """
+    if spec_path is None:
+        # Default to the root openapi.yaml file
+        spec_path = Path(__file__).parents[2] / "openapi.yaml"
+    
+    with open(spec_path, "r") as f:
+        if str(spec_path).endswith(".yaml") or str(spec_path).endswith(".yml"):
+            return yaml.safe_load(f)
+        else:
+            return json.load(f)
+
+
+def get_schema_for_path(
+    spec: Dict[str, Any], 
+    path: str, 
+    method: str, 
+    status_code: str = "200",
+    content_type: str = "application/json"
+) -> Optional[Dict[str, Any]]:
+    """
+    Extract the response schema for a specific path, method, and status code.
+    
+    Args:
+        spec: The OpenAPI specification
+        path: The API path (e.g., "/customnode/getlist")
+        method: The HTTP method (e.g., "get", "post")
+        status_code: The HTTP status code (default: "200")
+        content_type: The response content type (default: "application/json")
+        
+    Returns:
+        The schema for the specified path and method, or None if not found
+    """
+    method = method.lower()
+    
+    if path not in spec["paths"]:
+        return None
+    
+    if method not in spec["paths"][path]:
+        return None
+    
+    if "responses" not in spec["paths"][path][method]:
+        return None
+    
+    if status_code not in spec["paths"][path][method]["responses"]:
+        return None
+    
+    response_def = spec["paths"][path][method]["responses"][status_code]
+    
+    if "content" not in response_def:
+        return None
+    
+    if content_type not in response_def["content"]:
+        return None
+    
+    if "schema" not in response_def["content"][content_type]:
+        return None
+    
+    return response_def["content"][content_type]["schema"]
+
+
+def validate_response_schema(
+    response_data: Any, 
+    schema: Dict[str, Any],
+    spec: Dict[str, Any] = None
+) -> bool:
+    """
+    Validate a response against a schema from the OpenAPI specification.
+    
+    Args:
+        response_data: The response data to validate
+        schema: The schema to validate against
+        spec: The complete OpenAPI specification (for resolving references)
+        
+    Returns:
+        True if validation succeeds, raises an exception otherwise
+    """
+    if spec is None:
+        spec = load_openapi_spec()
+    
+    # Create a resolver for references within the schema
+    resolver = jsonschema.RefResolver.from_schema(spec)
+    
+    # Validate the response against the schema
+    jsonschema.validate(
+        instance=response_data,
+        schema=schema,
+        resolver=resolver
+    )
+    
+    return True
+
+
+def validate_response(
+    response_data: Any,
+    path: str,
+    method: str,
+    status_code: str = "200",
+    content_type: str = "application/json",
+    spec: Dict[str, Any] = None
+) -> bool:
+    """
+    Validate a response against the schema defined in the OpenAPI specification.
+    
+    Args:
+        response_data: The response data to validate
+        path: The API path
+        method: The HTTP method
+        status_code: The HTTP status code (default: "200")
+        content_type: The response content type (default: "application/json")
+        spec: The OpenAPI specification (loaded from default location if None)
+        
+    Returns:
+        True if validation succeeds, raises an exception otherwise
+    """
+    if spec is None:
+        spec = load_openapi_spec()
+    
+    schema = get_schema_for_path(
+        spec=spec,
+        path=path,
+        method=method,
+        status_code=status_code,
+        content_type=content_type
+    )
+    
+    if schema is None:
+        raise ValueError(
+            f"No schema found for {method.upper()} {path} "
+            f"with status {status_code} and content type {content_type}"
+        )
+    
+    return validate_response_schema(
+        response_data=response_data,
+        schema=schema,
+        spec=spec
+    )