Merge ac6c0e7c1e into c4fefd4721

1. Add 1 optional IMAGES input port named a0_image.
2. Add 2 new bitmap stitching modes: equal-width vertical stitching (top to bottom), equal-height horizontal stitching (left to right).
3. Add the function of displaying image filenames on the stitched tiles, with customizable text colors (16 colors).
4. Optimized the tile saving mode, including three options: none/save single block/save single image.
5. Simply connect to the b6 port to view the usage help for this node.
6. Standardized the port naming on the node page.

node_db/dev/custom-node-list.json

@@ -1,5 +1,266 @@
 {
     "custom_nodes": [
+        {
+            "author": "pollockjj",
+            "title": "ComfyUI-StabilityTest",
+            "reference": "https://github.com/pollockjj/ComfyUI-StabilityTest",
+            "files": [
+                "https://github.com/pollockjj/ComfyUI-StabilityTest"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI stability testing node. (Description by CC)"
+        },
+        {
+            "author": "Tr1dae",
+            "title": "[WIP] ComfyUI-MobileSAM",
+            "reference": "https://github.com/Tr1dae/ComfyUI-MobileSAM",
+            "files": [
+                "https://github.com/Tr1dae/ComfyUI-MobileSAM"
+            ],
+            "install_type": "git-clone",
+            "description": "A ComfyUI custom node for text-guided image segmentation using GroundingDINO and MobileSAM to segment objects in images using natural language prompts.\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "Vov1ch",
+            "title": "ComfyUI_GLMImage",
+            "reference": "https://github.com/Vov1ch/ComfyUI_GLMImage",
+            "files": [
+                "https://github.com/Vov1ch/ComfyUI_GLMImage"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI nodes for GLM image generation, image-to-image translation, and flexible input handling. (Description by CC)"
+        },
+        {
+            "author": "DailyMok",
+            "title": "ComfyUI-PromptMixerNode",
+            "reference": "https://github.com/DailyMok/ComfyUI-PromptMixerNode",
+            "files": [
+                "https://github.com/DailyMok/ComfyUI-PromptMixerNode"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI custom node for prompt mixing with PromptMixerDaily node. (Description by CC)"
+        },
+        {
+            "author": "shin131002",
+            "title": "[WIP] ComfyUI-Prompt-Preset-Selector",
+            "reference": "https://github.com/shin131002/ComfyUI-Prompt-Preset-Selector",
+            "files": [
+                "https://github.com/shin131002/ComfyUI-Prompt-Preset-Selector"
+            ],
+            "install_type": "git-clone",
+            "description": "Flexible preset selector with YAML support, advanced keyword filtering, and hierarchical key search\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "fogyisland",
+            "title": "Comfy_Show_StringText [WIP]",
+            "reference": "https://github.com/fogyisland/Comfy_Show_StringText",
+            "files": [
+                "https://github.com/fogyisland/Comfy_Show_StringText"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI node for text display that implements string data output. (Description by CC)\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "Leecoahs",
+            "title": "ComfyUI_LeeNodes",
+            "reference": "https://github.com/Leecoahs/ComfyUI_LeeNodes",
+            "files": [
+                "https://github.com/Leecoahs/ComfyUI_LeeNodes"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI nodes for image processing including grayscale combining, overlaying, texture inpainting. (Description by CC)"
+        },
+        {
+            "author": "cosmicbuffalo",
+            "title": "comfyui-mobile-frontend",
+            "reference": "https://github.com/cosmicbuffalo/comfyui-mobile-frontend",
+            "files": [
+                "https://github.com/cosmicbuffalo/comfyui-mobile-frontend"
+            ],
+            "install_type": "git-clone",
+            "description": "An experimental dedicated mobile-first frontend for ComfyUI."
+        },
+        {
+            "author": "tdrminglin",
+            "title": "Comfyui-hymotionbridge",
+            "reference": "https://github.com/tdrminglin/Comfyui-hymotionbridge",
+            "files": [
+                "https://github.com/tdrminglin/Comfyui-hymotionbridge"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: HYMotionToNLFBridge, HYMotionToSCAILBridge"
+        },
+        {
+            "author": "joe002",
+            "title": "comfyui-rtx-remix [UNSAFE]",
+            "reference": "https://github.com/joe002/comfyui-rtx-remix",
+            "files": [
+                "https://github.com/joe002/comfyui-rtx-remix"
+            ],
+            "install_type": "git-clone",
+            "description": "RTX Remix texture pipeline integration nodes for ComfyUI[w/This nodepack contains a path traversal vulnerability.]"
+        },
+        {
+            "author": "NakanoSanku",
+            "title": "ComfyUI-Gemini [NAME CONFLICT]",
+            "reference": "https://github.com/NakanoSanku/ComfyUI-Gemini",
+            "files": [
+                "https://github.com/NakanoSanku/ComfyUI-Gemini"
+            ],
+            "install_type": "git-clone",
+            "description": "Custom ComfyUI nodes for Google Gemini AI with text generation and image generation capabilities using the Python SDK."
+        },
+        {
+            "author": "Saganaki22",
+            "title": "ComfyUI-NovaSR",
+            "reference": "https://github.com/Saganaki22/ComfyUI-NovaSR",
+            "files": [
+                "https://github.com/Saganaki22/ComfyUI-NovaSR"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI node for NovaSR - Ultra-fast audio super resolution (3600x realtime, 50KB model)"
+        },
+        {
+            "author": "GokuHiki",
+            "title": "ComfyUI-Goku-Tools",
+            "reference": "https://github.com/GokuHiki/ComfyUI-Goku-Tools",
+            "files": [
+                "https://github.com/GokuHiki/ComfyUI-Goku-Tools"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI custom nodes including FirstNonFalse utility. (Description by CC)"
+        },
+        {
+            "author": "endman100",
+            "title": "ComfyUI_tensor_script [WIP]",
+            "reference": "https://github.com/endman100/ComfyUI_tensor_script",
+            "files": [
+                "https://github.com/endman100/ComfyUI_tensor_script"
+            ],
+            "install_type": "git-clone",
+            "description": "Utility nodes for tensor manipulation including squeeze, unsqueeze, and shape operations. (Description by CC)\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "CarlMarkswx",
+            "title": "ComfyUI-Mirror-Download [UNSAFE]",
+            "reference": "https://github.com/CarlMarkswx/ComfyUI-Mirror-Download",
+            "files": [
+                "https://github.com/CarlMarkswx/ComfyUI-Mirror-Download"
+            ],
+            "install_type": "git-clone",
+            "description": "Plugin that adds a mirror download button for accessing Hugging Face models via Chinese mirror, with automatic detection and progress tracking. (Description by CC)[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]"
+        },
+        {
+            "author": "nekotxt",
+            "title": "ComfyUI-NTX-support-nodes [WIP]",
+            "reference": "https://github.com/nekotxt/ComfyUI-NTX-support-nodes",
+            "files": [
+                "https://github.com/nekotxt/ComfyUI-NTX-support-nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "Utility nodes to support the creation of pipes\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "killshotttttt",
+            "title": "ComfyUI-killshotttttt [WIP]",
+            "reference": "https://github.com/killshotttttt/ComfyUI-killshotttttt",
+            "files": [
+                "https://github.com/killshotttttt/ComfyUI-killshotttttt"
+            ],
+            "install_type": "git-clone",
+            "description": "A custom node for ComfyUI that integrates with the Meshy AI API for Image-to-Image transformations using nano-banana models.\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "bozkut",
+            "title": "ComfyUI-Prompt-Expander [NAME CONFLICT]",
+            "reference": "https://github.com/bozkut/ComfyUI-Prompt-Expander",
+            "files": [
+                "https://github.com/bozkut/ComfyUI-Prompt-Expander"
+            ],
+            "install_type": "git-clone",
+            "description": "An LLM-powered prompt expansion node for ComfyUI. Transform simple prompts into detailed, high-quality image generation prompts."
+        },
+        {
+            "author": "my-xz-org",
+            "title": "comfyui_xz_nodes",
+            "reference": "https://github.com/my-xz-org/comfyui_xz_nodes",
+            "files": [
+                "https://github.com/my-xz-org/comfyui_xz_nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: XZImageToText"
+        },
+        {
+            "author": "tackcrypto1031",
+            "title": "[WIP] tk_comfyui_SimpleSize",
+            "reference": "https://github.com/tackcrypto1031/tk_comfyui_SimpleSize",
+            "files": [
+                "https://github.com/tackcrypto1031/tk_comfyui_SimpleSize"
+            ],
+            "install_type": "git-clone",
+            "description": "A professional and intelligent aspect ratio and resolution selector for ComfyUI.\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "hashms0a",
+            "title": "ComfyUI-Qwen-Multi-Angle-Camera-Nodes [WIP]",
+            "reference": "https://github.com/hashms0a/ComfyUI-Qwen-Multi-Angle-Camera-Nodes",
+            "files": [
+                "https://github.com/hashms0a/ComfyUI-Qwen-Multi-Angle-Camera-Nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "Comprehensive custom nodes for controlling camera angles with Qwen-Image-Edit-2511-Multiple-Angles-LoRA, supporting all 96 camera positions with basic/advanced selection, orbital animation, elevation sweep, and pre-defined animation paths.\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "jceme",
+            "title": "Comfy_Extensions [WIP]",
+            "reference": "https://github.com/jceme/Comfy_Extensions",
+            "files": [
+                "https://github.com/jceme/Comfy_Extensions"
+            ],
+            "install_type": "git-clone",
+            "description": "ComfyUI extension pack offering image dimension handling, aspect ratio presets, FPS utilities, inpainting, and prompt customization. (Description by CC)\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "saltchicken",
+            "title": "ComfyUI-Interactive-Cropper",
+            "reference": "https://github.com/saltchicken/ComfyUI-Interactive-Cropper",
+            "files": [
+                "https://github.com/saltchicken/ComfyUI-Interactive-Cropper"
+            ],
+            "install_type": "git-clone",
+            "description": "Interactive image cropping node with visual interface. (Description by CC)"
+        },
+        {
+            "author": "shenymce",
+            "title": "ComfyUI-JsonViewer [WIP]",
+            "reference": "https://github.com/shenymce/ComfyUI-JsonViewer",
+            "files": [
+                "https://github.com/shenymce/ComfyUI-JsonViewer"
+            ],
+            "install_type": "git-clone",
+            "description": "OpenPose JSON data visualization for displaying pose keypoint data exported from ComfyUI workflow nodes. (Description by CC)\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "qimi-dev",
+            "title": "ComfyUI-Qimi-Tiler",
+            "reference": "https://github.com/qimi-dev/ComfyUI-Qimi-Tiler",
+            "files": [
+                "https://github.com/qimi-dev/ComfyUI-Qimi-Tiler"
+            ],
+            "install_type": "git-clone",
+            "description": "Image tiling utility nodes for splitting and combining image tiles in ComfyUI. (Description by CC)"
+        },
+        {
+            "author": "maTORIx",
+            "title": "ComfyUI-KeypointsToImage",
+            "reference": "https://github.com/maTORIx/ComfyUI-KeypointsToImage",
+            "files": [
+                "https://github.com/maTORIx/ComfyUI-KeypointsToImage"
+            ],
+            "install_type": "git-clone",
+            "description": "Node for converting keypoints to images. (Description by CC)"
+        },
+        
         {
             "author": "IO-AtelierTech",
             "title": "comfyui-video-utils [NAME CONFLICT]",
@@ -2056,7 +2317,7 @@
         },
         {
             "author": "PauldeLavallaz",
-            "title": "ComfyUI-concat_images_to_api_gemini [WIP]",
+            "title": "comfyui_morpheus_NanoBanana_Mask [WIP]",
             "reference": "https://github.com/PauldeLavallaz/comfyui_morpheus_NanoBanana_Mask",
             "files": [
                 "https://github.com/PauldeLavallaz/comfyui_morpheus_NanoBanana_Mask"
@@ -2064,16 +2325,6 @@
             "install_type": "git-clone",
             "description": "NODES: Morpheus · Batch Images + crop image, Morpheus · NanoBanana Mask, Morpheus · Image Editing Prompt, ...\nNOTE: The files in the repo are not organized."
         },
-        {
-            "author": "PauldeLavallaz",
-            "title": "ComfyUI-concat_images_to_api_gemini",
-            "reference": "https://github.com/PauldeLavallaz/ComfyUI-concat_images_to_api_gemini",
-            "files": [
-                "https://github.com/PauldeLavallaz/ComfyUI-concat_images_to_api_gemini"
-            ],
-            "install_type": "git-clone",
-            "description": "NODES: Concat Images → Gemini (MP only), Concat Two Images (RAW passthrough), Grid Collage AR Cols, ..."
-        },
         {
             "author": "silveroxides",
             "title": "ComfyUI_PromptAttention [WIP]",
@@ -2224,16 +2475,6 @@
             "install_type": "git-clone",
             "description": "ComfyUI node that outputs WAN 2.2-ready sizes by preserving aspect ratio, capping the long side, and rounding both dimensions to multiples of 16 pixels to reduce artifacts.\nNOTE: The files in the repo are not organized."
         },
-        {
-            "author": "aistudynow",
-            "title": "comfyui-wilddragon-nodes [WIP]",
-            "reference": "https://github.com/aistudynow/comfyui-wilddragon-nodes",
-            "files": [
-                "https://github.com/aistudynow/comfyui-wilddragon-nodes"
-            ],
-            "install_type": "git-clone",
-            "description": "Image Face Crop (2025), Person Selector, Pose Face Filter, Person BBox Tracker, Face Restore & Blend, ...\nNOTE: The files in the repo are not organized."
-        },
         {
             "author": "RM2-0",
             "title": "ComfyUI-Upscale",
@@ -2874,16 +3115,6 @@
             "install_type": "git-clone",
             "description": "NODES: Resize Frame, Pad Batch to 4n+1, Trim Padded Batch, Get Image Dimensions, Slot Frame, ..."
         },
-        {
-            "author": "LSDJesus",
-            "title": "ComfyUI-Luna-Collection [WIP]",
-            "reference": "https://github.com/LSDJesus/ComfyUI-Luna-Collection",
-            "files": [
-                "https://github.com/LSDJesus/ComfyUI-Luna-Collection"
-            ],
-            "install_type": "git-clone",
-            "description": "Collection of finetuned and custom nodes for Pyrite and I\nNOTE: The files in the repo are not organized."
-        },
         {
             "author": "nicolabergamascahkimkoohi",
             "title": "ComfyUI-OSS-Upload [UNSAFE]",
@@ -3035,16 +3266,6 @@
             "install_type": "git-clone",
             "description": "A ComfyUI custom node for saving and restoring random seeds. Useful for workflow reproducibility, experimentation, and quickly trying different variations.\nNOTE: The files in the repo are not organized."
         },
-        {
-            "author": "LSDJesus",
-            "title": "ComfyUI-Luna-Collection [WIP]",
-            "reference": "https://github.com/LSDJesus/ComfyUI-Luna-Collection",
-            "files": [
-                "https://github.com/LSDJesus/ComfyUI-Luna-Collection"
-            ],
-            "install_type": "git-clone",
-            "description": "This repository contains ComfyUI-Luna-Collection, a bespoke collection of custom nodes for ComfyUI, engineered for power, flexibility, and a efficient workflow. These tools are born from a collaborative project between a human architect and their AI muse, Luna.\nNOTE: The files in the repo are not organized."
-        },
         {
             "author": "Juste-Leo2",
             "title": "ComfyUI-Arduino [WIP]",
@@ -3265,16 +3486,6 @@
             "install_type": "git-clone",
             "description": "Custom ComfyUI nodes for downloading, converting, and previewing audio/video from YouTube and 1,000+ other platforms"
         },
-        {
-            "author": "LSDJesus",
-            "title": "ComfyUI-Pyrite-Core [WIP]",
-            "reference": "https://github.com/LSDJesus/ComfyUI-Luna-Collection",
-            "files": [
-                "https://github.com/LSDJesus/ComfyUI-Luna-Collection"
-            ],
-            "install_type": "git-clone",
-            "description": "This repository contains ComfyUI-Pyrite-Core, a bespoke collection of custom nodes for ComfyUI, engineered for power, flexibility, and a ruthlessly efficient workflow. These tools are born from a collaborative project between a human architect and their AI muse, Pyrite.\nNOTE: The files in the repo are not organized."
-        },
         {
             "author": "comfyscript",
             "title": "ComfyUI-CloudClient",
@@ -6008,16 +6219,6 @@
             "install_type": "git-clone",
             "description": "Ecological extension of comfyui using Rust 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": "EricRollei",
             "title": "Comfy-Metadata-System [WIP]",
@@ -10129,16 +10330,6 @@
             "install_type": "git-clone",
             "description": "Nodes:CLIPTextEncodeAndEnhance.\nNOTE:Translation:This is a wrapper that simply makes it easy to install an existing node via git."
         },
-        {
-            "author": "umisetokikaze",
-            "title": "comfyui_mergekit [WIP]",
-            "reference": "https://github.com/umisetokikaze/comfyui_mergekit",
-            "files": [
-                "https://github.com/umisetokikaze/comfyui_mergekit"
-            ],
-            "install_type": "git-clone",
-            "description": "Nodes:DefineSaveName, SetModels, get_skip, LoadLR, LoadTarget, SetTokenizer, Merge, SetLayer, SetModels"
-        },
         {
             "author": "Video3DGenResearch",
             "title": "ComfyUI Batch Input Node",

node_db/legacy/custom-node-list.json

@@ -1,5 +1,95 @@
 {
     "custom_nodes": [
+        {
+            "author": "huyl3-cpu",
+            "title": "comfyui_segment_anything_a100 [REMOVED]",
+            "reference": "https://github.com/huyl3-cpu/comfyui_segment_anything_a100",
+            "files": [
+                "https://github.com/huyl3-cpu/comfyui_segment_anything_a100"
+            ],
+            "install_type": "git-clone",
+            "description": "Heavily optimized A100 GPU fork of ComfyUI Segment Anything using BF16 precision, VRAM Locking, and Zero-Copy GPU processing for massive batch processing."
+        },
+        {
+            "author": "PauldeLavallaz",
+            "title": "comfyui_morpheus_model_management [REMOVED]",
+            "reference": "https://github.com/PauldeLavallaz/comfyui_morpheus_model_management",
+            "files": [
+                "https://github.com/PauldeLavallaz/comfyui_morpheus_model_management"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodo personalizzato per ComfyUI che consente di sfogliare una libreria locale di immagini di talent con interfaccia gallery, filtri avanzati e output multipli. (Description by CC)\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "laboratoiresonore",
+            "title": "ComfyUI_PerformanceLab [REMOVED]",
+            "reference": "https://github.com/laboratoiresonore/ComfyUI_PerformanceLab",
+            "files": [
+                "https://github.com/laboratoiresonore/ComfyUI_PerformanceLab"
+            ],
+            "install_type": "git-clone",
+            "description": "Make any ComfyUI workflow faster, use less VRAM, or produce better quality - with AI assistance"
+        },
+        {
+            "author": "Linsoo",
+            "title": "ComfyUI-Linsoo-Custom-Nodes [REMOVED]",
+            "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": "PauldeLavallaz",
+            "title": "ComfyUI-concat_images_to_api_gemini [REMOVED]",
+            "reference": "https://github.com/PauldeLavallaz/ComfyUI-concat_images_to_api_gemini",
+            "files": [
+                "https://github.com/PauldeLavallaz/ComfyUI-concat_images_to_api_gemini"
+            ],
+            "install_type": "git-clone",
+            "description": "NODES: Concat Images → Gemini (MP only), Concat Two Images (RAW passthrough), Grid Collage AR Cols, ..."
+        },
+        {
+            "author": "aistudynow",
+            "title": "comfyui-wilddragon-nodes [REMOVED]",
+            "reference": "https://github.com/aistudynow/comfyui-wilddragon-nodes",
+            "files": [
+                "https://github.com/aistudynow/comfyui-wilddragon-nodes"
+            ],
+            "install_type": "git-clone",
+            "description": "Image Face Crop (2025), Person Selector, Pose Face Filter, Person BBox Tracker, Face Restore & Blend, ...\nNOTE: The files in the repo are not organized."
+        },
+        {
+            "author": "Wladimir Palant",
+            "title": "image-resize-comfyui [REMOVED]",
+            "reference": "https://github.com/ussoewwin/image_resize_comfyui",
+            "files": [
+                "https://github.com/ussoewwin/image_resize_comfyui"
+            ],
+            "install_type": "git-clone",
+            "description": "Advanced image resizing node for ComfyUI with aspect ratio preservation and mask support"
+        },
+        {
+            "author": "umisetokikaze",
+            "title": "comfyui_mergekit [REMOVED]",
+            "reference": "https://github.com/umisetokikaze/comfyui_mergekit",
+            "files": [
+                "https://github.com/umisetokikaze/comfyui_mergekit"
+            ],
+            "install_type": "git-clone",
+            "description": "Nodes:DefineSaveName, SetModels, get_skip, LoadLR, LoadTarget, SetTokenizer, Merge, SetLayer, SetModels"
+        },
+        {
+            "author": "LSDJesus",
+            "title": "ComfyUI-Luna-Collection [REMOVED]",
+            "reference": "https://github.com/LSDJesus/ComfyUI-Luna-Collection",
+            "files": [
+                "https://github.com/LSDJesus/ComfyUI-Luna-Collection"
+            ],
+            "install_type": "git-clone",
+            "description": "Collection of finetuned and custom nodes for Pyrite and I\nNOTE: The files in the repo are not organized."
+        },
         {
             "author": "r3dial",
             "title": "Redial Discomphy - Discord Integration for ComfyUI [REMOVED]",

scanner.py

@@ -20,7 +20,7 @@ from pathlib import Path
 from typing import Set, Dict, Optional
 
 # Scanner version for cache invalidation
-SCANNER_VERSION = "2.0.12"  # Add dict comprehension + export list detection
+SCANNER_VERSION = "2.0.13"  # Add fallback for dynamic v3 node_id
 
 # Cache for extract_nodes and extract_nodes_enhanced results
 _extract_nodes_cache: Dict[str, Set[str]] = {}
@@ -936,6 +936,9 @@ def extract_v3_nodes(code_text):
                 node_id = extract_node_id_from_schema(node)
                 if node_id:
                     nodes.add(node_id)
+                else:
+                    # Fallback: use class name when node_id is dynamic/empty
+                    nodes.add(node.name)
 
     return nodes