diff --git a/src/services/nodeHelpService.ts b/src/services/nodeHelpService.ts
index 88bb48d29b..3bbebfdda3 100644
--- a/src/services/nodeHelpService.ts
+++ b/src/services/nodeHelpService.ts
@@ -7,6 +7,10 @@ class NodeHelpService {
   async fetchNodeHelp(node: ComfyNodeDefImpl, locale: string): Promise<string> {
     const nodeSource = getNodeSource(node.python_module)
 
+    if (nodeSource.type === NodeSourceType.Blueprint) {
+      return node.description || ''
+    }
+
     if (nodeSource.type === NodeSourceType.CustomNodes) {
       return this.fetchCustomNodeHelp(node, locale)
     } else {
@@ -19,25 +23,24 @@ class NodeHelpService {
     locale: string
   ): Promise<string> {
     const customNodeName = extractCustomNodeName(node.python_module)
+    let lastError: string | undefined
     if (!customNodeName) {
       throw new Error('Invalid custom node module')
     }
 
     // Try locale-specific path first
     const localePath = `/extensions/${customNodeName}/docs/${node.name}/${locale}.md`
-    let res = await fetch(api.fileURL(localePath))
+    const localeDoc = await this.tryFetchMarkdown(localePath)
+    if (localeDoc.text) return localeDoc.text
+    lastError = localeDoc.errorText
 
-    if (!res.ok) {
-      // Fall back to non-locale path
-      const fallbackPath = `/extensions/${customNodeName}/docs/${node.name}.md`
-      res = await fetch(api.fileURL(fallbackPath))
-    }
-
-    if (!res.ok) {
-      throw new Error(res.statusText)
-    }
+    // Fall back to non-locale path
+    const fallbackPath = `/extensions/${customNodeName}/docs/${node.name}.md`
+    const fallbackDoc = await this.tryFetchMarkdown(fallbackPath)
+    if (fallbackDoc.text) return fallbackDoc.text
+    lastError = fallbackDoc.errorText ?? lastError
 
-    return res.text()
+    throw new Error(lastError ?? 'Help not found')
   }
 
   private async fetchCoreNodeHelp(
@@ -45,13 +48,35 @@ class NodeHelpService {
     locale: string
   ): Promise<string> {
     const mdUrl = `/docs/${node.name}/${locale}.md`
-    const res = await fetch(api.fileURL(mdUrl))
+    const doc = await this.tryFetchMarkdown(mdUrl)
+    if (!doc.text) {
+      throw new Error(doc.errorText ?? 'Help not found')
+    }
+
+    return doc.text
+  }
+
+  /**
+   * Fetch a markdown file and return its text, guarding against HTML/SPA fallbacks.
+   * Returns null when not OK or when the content type indicates HTML.
+   */
+  private async tryFetchMarkdown(
+    path: string
+  ): Promise<{ text: string | null; errorText?: string }> {
+    const res = await fetch(api.fileURL(path))
 
     if (!res.ok) {
-      throw new Error(res.statusText)
+      return { text: null, errorText: res.statusText }
     }
 
-    return res.text()
+    const contentType = res.headers?.get?.('content-type') ?? ''
+    const text = await res.text()
+
+    const isHtmlContentType = contentType.includes('text/html')
+
+    if (isHtmlContentType) return { text: null, errorText: res.statusText }
+
+    return { text }
   }
 }
 
diff --git a/src/workbench/utils/nodeHelpUtil.ts b/src/workbench/utils/nodeHelpUtil.ts
index 2bcd899614..2efec34a02 100644
--- a/src/workbench/utils/nodeHelpUtil.ts
+++ b/src/workbench/utils/nodeHelpUtil.ts
@@ -15,6 +15,9 @@ export function extractCustomNodeName(
 
 export function getNodeHelpBaseUrl(node: ComfyNodeDefImpl): string {
   const nodeSource = getNodeSource(node.python_module)
+  if (nodeSource.type === NodeSourceType.Blueprint) {
+    return ''
+  }
   if (nodeSource.type === NodeSourceType.CustomNodes) {
     const customNodeName = extractCustomNodeName(node.python_module)
     if (customNodeName) {