diff --git a/src/app/notes/[id]/page.tsx b/src/app/notes/[id]/page.tsx
index 4a4ebb1857..6fa8d24d20 100644
--- a/src/app/notes/[id]/page.tsx
+++ b/src/app/notes/[id]/page.tsx
@@ -5,6 +5,7 @@ import { Balancer } from 'react-wrap-balancer'
 import clsx from 'clsx'
 import dayjs from 'dayjs'
 import { useParams } from 'next/navigation'
+import type { Image } from '@mx-space/api-client'
 import type { MarkdownToJSX } from '~/components/ui/markdown'
 
 import { PageDataHolder } from '~/components/common/PageHolder'
@@ -15,11 +16,14 @@ import { Toc, TocAutoScroll } from '~/components/widgets/toc'
 import { useBeforeMounted } from '~/hooks/common/use-before-mounted'
 import { useNoteByNidQuery } from '~/hooks/data/use-note'
 import { ArticleElementProvider } from '~/providers/article/article-element-provider'
+import { MarkdownImageRecordProvider } from '~/providers/article/markdown-image-record-provider'
 import { useSetCurrentNoteId } from '~/providers/note/current-note-id-provider'
 import { NoteLayoutRightSidePortal } from '~/providers/note/right-side-provider'
 
 import styles from './page.module.css'
 
+const noopArr = [] as Image[]
+
 const PageImpl = () => {
   const { id } = useParams() as { id: string }
   const { data } = useNoteByNidQuery(id)
@@ -72,7 +76,9 @@ const PageImpl = () => {
       </header>
 
       <ArticleElementProvider>
-        <Markdown as="main" renderers={Markdownrenderers} value={note.text} />
+        <MarkdownImageRecordProvider images={note.images || noopArr}>
+          <Markdown as="main" renderers={Markdownrenderers} value={note.text} />
+        </MarkdownImageRecordProvider>
 
         <NoteLayoutRightSidePortal>
           <Toc className="sticky top-[120px] ml-4 mt-[120px]" />
diff --git a/src/components/common/ProviderComposer.tsx b/src/components/common/ProviderComposer.tsx
new file mode 100644
index 0000000000..43d1845627
--- /dev/null
+++ b/src/components/common/ProviderComposer.tsx
@@ -0,0 +1,11 @@
+'use client'
+
+import React from 'react'
+
+export const ProviderComposer: Component<{
+  contexts: JSX.Element[]
+}> = ({ contexts, children }) => {
+  return contexts.reduceRight((kids: any, parent: any) => {
+    return React.cloneElement(parent, { children: kids })
+  }, children)
+}
diff --git a/src/components/ui/float-popover/FloatPopover.tsx b/src/components/ui/float-popover/FloatPopover.tsx
index 85716bb4f9..63c2ca8ba8 100644
--- a/src/components/ui/float-popover/FloatPopover.tsx
+++ b/src/components/ui/float-popover/FloatPopover.tsx
@@ -235,7 +235,7 @@ export const FloatPopover: FC<
                 aria-modal="true"
                 className={clsxm(
                   '!shadow-out-sm focus:!shadow-out-sm focus-visible:!shadow-out-sm',
-                  'rounded-xl border border-zinc-400/20 bg-base-100/80 p-4 shadow-lg outline-none backdrop-blur-lg dark:border-zinc-500/30',
+                  'bg-base-100/98 rounded-xl border border-zinc-400/20 p-4 shadow-lg outline-none backdrop-blur-lg dark:border-zinc-500/30',
 
                   headless && styles['headless'],
                   animate && styles['animate'],
diff --git a/src/components/ui/image/ZoomedImage.tsx b/src/components/ui/image/ZoomedImage.tsx
index 95b6dd99ec..76382b336e 100644
--- a/src/components/ui/image/ZoomedImage.tsx
+++ b/src/components/ui/image/ZoomedImage.tsx
@@ -1,11 +1,16 @@
 'use client'
 
-import { useCallback, useState } from 'react'
+import { useCallback, useMemo, useState } from 'react'
+import { motion, useAnimationControls } from 'framer-motion'
 import { tv } from 'tailwind-variants'
-import type { ReactNode } from 'react'
+import type { FC, ReactNode } from 'react'
 
 import { LazyLoad } from '~/components/common/Lazyload'
 import { useIsUnMounted } from '~/hooks/common/use-is-unmounted'
+import { calculateDimensions } from '~/lib/calc-image'
+import { useArticleElementSize } from '~/providers/article/article-element-provider'
+import { useMarkdownImageRecord } from '~/providers/article/markdown-image-record-provider'
+import { clsxm } from '~/utils/helper'
 
 import { Divider } from '../divider'
 
@@ -28,7 +33,7 @@ export enum ImageLoadStatus {
 }
 
 const styles = tv({
-  base: '',
+  base: 'rounded-xl overflow-hidden text-center inline-flex items-center justify-center duration-200',
   variants: {
     status: {
       loading: 'hidden opacity-0',
@@ -37,11 +42,12 @@ const styles = tv({
     },
   },
 })
+
 export const ImageLazy: Component<TImageProps & BaseImageProps> = ({
   alt,
   src,
   title,
-  accent,
+
   placeholder,
 }) => {
   const figcaption = title || alt
@@ -57,33 +63,117 @@ export const ImageLazy: Component<TImageProps & BaseImageProps> = ({
     },
     [isUnmount],
   )
+
+  const controls = useAnimationControls()
+
   return (
     <LazyLoad placeholder={placeholder}>
       <figure>
-        <img
-          src={src}
-          title={title}
-          alt={alt}
-          onLoad={() => setImageLoadStatusSafe(ImageLoadStatus.Loaded)}
-          onError={() => setImageLoadStatusSafe(ImageLoadStatus.Error)}
-          className={styles({
-            status: imageLoadStatus,
-          })}
-        />
-        <figcaption className="mt-1 flex flex-col items-center justify-center">
-          <Divider className="w-[80px] opacity-80" />
-          <span>{figcaption}</span>
-        </figcaption>
+        <span className="relative block">
+          <span>
+            {imageLoadStatus !== ImageLoadStatus.Loaded && placeholder}
+          </span>
+          <motion.img
+            variants={{
+              loading: {
+                opacity: 0,
+                // filter: 'blur(10px)',
+              },
+              loaded: {
+                opacity: 1,
+                // filter: 'blur(0px)',
+              },
+            }}
+            initial="loading"
+            animate={controls}
+            src={src}
+            title={title}
+            alt={alt}
+            onLoad={() => {
+              setImageLoadStatusSafe(ImageLoadStatus.Loaded)
+              requestAnimationFrame(() => {
+                controls.start('loaded')
+              })
+            }}
+            onError={() => setImageLoadStatusSafe(ImageLoadStatus.Error)}
+            className={styles({
+              status: imageLoadStatus,
+            })}
+          />
+        </span>
+
+        {!!figcaption && (
+          <figcaption className="mt-1 flex flex-col items-center justify-center">
+            <Divider className="w-[80px] opacity-80" />
+            <span>{figcaption}</span>
+          </figcaption>
+        )}
       </figure>
     </LazyLoad>
   )
 }
 
 export const ZoomedImage: Component<TImageProps> = (props) => {
-  console.log(props)
   return (
     <span className="block text-center">
       <ImageLazy {...props} zoom />
     </span>
   )
 }
+
+export const FixedZoomedImage: Component<TImageProps> = (props) => {
+  const placeholder = useMemo(() => {
+    return <Placeholder src={props.src} />
+  }, [props.src])
+  return <ImageLazy zoom placeholder={placeholder} {...props} />
+}
+
+const Placeholder: FC<{
+  src: string
+}> = ({ src }) => {
+  const { h, w } = useArticleElementSize()
+  const imageMeta = useMarkdownImageRecord(src)
+
+  const scaledSize = useMemo(() => {
+    if (!h || !w) return
+    if (!imageMeta) return
+    const { height, width } = imageMeta
+    const { height: scaleHeight, width: scaleWidth } = calculateDimensions(
+      width,
+      height,
+      {
+        width: w,
+        height: Infinity,
+      },
+    )
+
+    return {
+      scaleHeight,
+      scaleWidth,
+    }
+  }, [h, w, imageMeta])
+
+  if (!scaledSize) return <NoFixedPlaceholder />
+  if (h === 0 || w === 0) return <NoFixedPlaceholder />
+  return (
+    <span
+      className={styles.base}
+      style={{
+        height: scaledSize.scaleHeight,
+        width: scaledSize.scaleWidth,
+        backgroundColor: imageMeta?.accent,
+      }}
+    />
+  )
+}
+
+const NoFixedPlaceholder = () => {
+  return (
+    <span
+      className={clsxm(
+        styles.base,
+        'h-[150px] w-full bg-slate-300 dark:bg-slate-700',
+      )}
+    />
+  )
+}
diff --git a/src/components/ui/markdown/Markdown.tsx b/src/components/ui/markdown/Markdown.tsx
index 9167eabdfd..bb8c6a06ab 100644
--- a/src/components/ui/markdown/Markdown.tsx
+++ b/src/components/ui/markdown/Markdown.tsx
@@ -5,6 +5,7 @@ import { compiler } from 'markdown-to-jsx'
 import type { MarkdownToJSX } from 'markdown-to-jsx'
 import type { FC, PropsWithChildren } from 'react'
 
+import { FixedZoomedImage } from '../image'
 import styles from './index.module.css'
 import { CommentAtRule } from './parsers/comment-at'
 import { ContainerRule } from './parsers/container'
@@ -16,7 +17,6 @@ import { SpoilderRule } from './parsers/spoiler'
 import { MParagraph, MTableBody, MTableHead, MTableRow } from './renderers'
 import { MDetails } from './renderers/collapse'
 import { MFootNote } from './renderers/footnotes'
-import { ZoomedImage } from '../image'
 
 export interface MdProps {
   value?: string
@@ -66,7 +66,7 @@ export const Markdown: FC<MdProps & MarkdownToJSX.Options & PropsWithChildren> =
           // FIXME: footer tag in raw html will renders not as expected, but footer tag in this markdown lib will wrapper as linkReferer footnotes
           footer: MFootNote,
           details: MDetails,
-          img: ZoomedImage,
+          img: FixedZoomedImage,
 
           // for custom react component
           // LinkCard,
diff --git a/src/lib/fonts.ts b/src/lib/fonts.ts
index e00690eaa4..633390dfb3 100644
--- a/src/lib/fonts.ts
+++ b/src/lib/fonts.ts
@@ -6,6 +6,7 @@ const sansFont = Manrope({
   variable: '--font-sans',
   display: 'swap',
 })
+
 const serifFont = Noto_Serif_SC({
   subsets: ['latin'],
   weight: ['400'],
diff --git a/src/providers/article/article-element-provider.tsx b/src/providers/article/article-element-provider.tsx
index a0e5a3f588..567d1c50c7 100644
--- a/src/providers/article/article-element-provider.tsx
+++ b/src/providers/article/article-element-provider.tsx
@@ -2,6 +2,7 @@ import { memo, useEffect, useRef } from 'react'
 import { createContextState } from 'foxact/create-context-state'
 import { useIsomorphicLayoutEffect } from 'foxact/use-isomorphic-layout-effect'
 
+import { ProviderComposer } from '~/components/common/ProviderComposer'
 import { clsxm } from '~/utils/helper'
 
 const [
@@ -25,16 +26,17 @@ const [
   useSetIsEOArticleElement,
 ] = createContextState<boolean>(false)
 
+const Providers = [
+  <ArticleElementProviderInternal key="ArticleElementProviderInternal" />,
+  <ArticleElementSizeProviderInternal key="ArticleElementSizeProviderInternal" />,
+  <IsEOArticleElementProviderInternal key="IsEOArticleElementProviderInternal" />,
+]
 const ArticleElementProvider: Component = ({ children, className }) => {
   return (
-    <ArticleElementProviderInternal>
-      <ArticleElementSizeProviderInternal>
-        <IsEOArticleElementProviderInternal>
-          <ArticleElementResizeObserver />
-          <Content className={className}>{children}</Content>
-        </IsEOArticleElementProviderInternal>
-      </ArticleElementSizeProviderInternal>
-    </ArticleElementProviderInternal>
+    <ProviderComposer contexts={Providers}>
+      <ArticleElementResizeObserver />
+      <Content className={className}>{children}</Content>
+    </ProviderComposer>
   )
 }
 const ArticleElementResizeObserver = () => {
diff --git a/src/providers/article/markdown-image-record-provider.tsx b/src/providers/article/markdown-image-record-provider.tsx
new file mode 100644
index 0000000000..7593bd4564
--- /dev/null
+++ b/src/providers/article/markdown-image-record-provider.tsx
@@ -0,0 +1,44 @@
+import {
+  createContext,
+  useCallback,
+  useContext,
+  useEffect,
+  useRef,
+} from 'react'
+import { atom, useAtomValue } from 'jotai'
+import { selectAtom } from 'jotai/utils'
+import type { Image } from '@mx-space/api-client'
+
+import { jotaiStore } from '~/lib/store'
+
+const MarkdownImageRecordProviderInternal = createContext(atom([] as Image[]))
+
+export const MarkdownImageRecordProvider: Component<{
+  images: Image[]
+}> = ({ children, images }) => {
+  const atomRef = useRef(atom([...images] as Image[])).current
+
+  useEffect(() => {
+    jotaiStore.set(atomRef, [...images])
+  }, [images])
+
+  return (
+    <MarkdownImageRecordProviderInternal.Provider value={atomRef}>
+      {children}
+    </MarkdownImageRecordProviderInternal.Provider>
+  )
+}
+
+export const useMarkdownImageRecord = (src: string) => {
+  return useAtomValue(
+    selectAtom(
+      useContext(MarkdownImageRecordProviderInternal),
+      useCallback(
+        (value: Image[]) => {
+          return value.find((image) => image.src === src)
+        },
+        [src],
+      ),
+    ),
+  )
+}
diff --git a/src/providers/root/index.tsx b/src/providers/root/index.tsx
index 98341e94f5..a2d7e6dc12 100644
--- a/src/providers/root/index.tsx
+++ b/src/providers/root/index.tsx
@@ -1,10 +1,10 @@
 'use client'
 
 import { ReactQueryProvider } from './react-query-provider'
-import React from 'react'
 import { ThemeProvider } from 'next-themes'
 import type { PropsWithChildren } from 'react'
 
+import { ProviderComposer } from '../../components/common/ProviderComposer'
 import { AggregationProvider } from './aggregation-data-provider'
 import { DebugProvider } from './debug-provider'
 import { JotaiStoreProvider } from './jotai-provider'
@@ -12,14 +12,6 @@ import { PageScrollInfoProvider } from './page-scroll-info-provider'
 import { SocketProvider } from './socket-provider'
 import { ViewportProvider } from './viewport-provider'
 
-const ProviderComposer: Component<{
-  contexts: JSX.Element[]
-}> = ({ contexts, children }) => {
-  return contexts.reduceRight((kids: any, parent: any) => {
-    return React.cloneElement(parent, { children: kids })
-  }, children)
-}
-
 const contexts: JSX.Element[] = [
   <ThemeProvider key="themeProvider" />,
   <ReactQueryProvider key="reactQueryProvider" />,