diff --git a/packages/crepe/src/feature/block-edit/handle/index.ts b/packages/crepe/src/feature/block-edit/handle/index.ts
index 09bfd3d0166..90e56155944 100644
--- a/packages/crepe/src/feature/block-edit/handle/index.ts
+++ b/packages/crepe/src/feature/block-edit/handle/index.ts
@@ -116,6 +116,7 @@ export function configureBlockHandle(
 
       return true
     },
+    mousemoveThrottle: config?.blockConfig?.mousemoveThrottle ?? 50,
   })
   ctx.set(block.key, {
     view: () => new BlockHandleView(ctx, config),
diff --git a/packages/crepe/src/feature/block-edit/index.ts b/packages/crepe/src/feature/block-edit/index.ts
index 7daa8fd434a..cdd322fdd52 100644
--- a/packages/crepe/src/feature/block-edit/index.ts
+++ b/packages/crepe/src/feature/block-edit/index.ts
@@ -17,6 +17,10 @@ interface BlockEditConfig {
   handleDragIcon: string
   buildMenu: (builder: GroupBuilder<SlashMenuItem>) => void
 
+  blockConfig?: {
+    mousemoveThrottle?: number
+  }
+
   blockHandle: Pick<
     BlockProviderOptions,
     | 'shouldShow'
diff --git a/packages/plugins/plugin-block/src/block-config.ts b/packages/plugins/plugin-block/src/block-config.ts
index 675027f5450..17ea52c981c 100644
--- a/packages/plugins/plugin-block/src/block-config.ts
+++ b/packages/plugins/plugin-block/src/block-config.ts
@@ -19,10 +19,11 @@ export const defaultNodeFilter: FilterNodes = (pos) => {
 /// A slice contains the block config.
 /// Possible properties:
 /// - `filterNodes`: A function to filter nodes that can be dragged.
-export const blockConfig = $ctx<{ filterNodes: FilterNodes }, 'blockConfig'>(
-  { filterNodes: defaultNodeFilter },
+/// - `mousemoveThrottle`: Throttle delay in ms for block hover detection (default 50).
+export const blockConfig = $ctx<
+  { filterNodes: FilterNodes; mousemoveThrottle: number },
   'blockConfig'
-)
+>({ filterNodes: defaultNodeFilter, mousemoveThrottle: 50 }, 'blockConfig')
 
 withMeta(blockConfig, {
   displayName: 'Ctx<blockConfig>',
diff --git a/packages/plugins/plugin-block/src/block-service.ts b/packages/plugins/plugin-block/src/block-service.ts
index 17b0f4e8616..8a8e049070d 100644
--- a/packages/plugins/plugin-block/src/block-service.ts
+++ b/packages/plugins/plugin-block/src/block-service.ts
@@ -4,7 +4,7 @@ import type { EditorView } from '@milkdown/prose/view'
 import { editorViewCtx } from '@milkdown/core'
 import { browser } from '@milkdown/prose'
 import { NodeSelection } from '@milkdown/prose/state'
-import { throttle } from 'lodash-es'
+import { throttle, type DebouncedFunc } from 'lodash-es'
 
 import type { FilterNodes } from './block-config'
 import type { ActiveNode } from './types'
@@ -79,6 +79,11 @@ export class BlockService {
   /// @internal
   #dragging = false
 
+  /// @internal
+  #lastMouseY = -1
+  /// @internal
+  #rafId: number | null = null
+
   /// @internal
   get #filterNodes(): FilterNodes | undefined {
     try {
@@ -112,6 +117,11 @@ export class BlockService {
   bind = (ctx: Ctx, notify: BlockServiceMessage) => {
     this.#ctx = ctx
     this.#notify = notify
+    this.#mousemoveCallback.cancel()
+    this.#mousemoveCallback = throttle(
+      this.#onMousemove,
+      ctx.get(blockConfig.key).mousemoveThrottle
+    )
   }
 
   /// Add mouse event to the dom.
@@ -132,11 +142,39 @@ export class BlockService {
 
   /// Unbind the notify function.
   unBind = () => {
+    if (this.#rafId !== null) {
+      cancelAnimationFrame(this.#rafId)
+      this.#rafId = null
+    }
+    this.#mousemoveCallback.cancel()
     this.#notify = undefined
   }
 
   /// @internal
   #handleMouseDown = () => {
+    const view = this.#view
+    if (view && this.#lastMouseY >= 0) {
+      if (this.#rafId !== null) {
+        cancelAnimationFrame(this.#rafId)
+        this.#rafId = null
+      }
+      // Prefer the block already shown on the handle; only resolve from the
+      // pointer when hover has not established one yet.
+      if (this.#active) {
+        const filterNodes = this.#filterNodes
+        if (filterNodes) {
+          const rect = this.#active.el.getBoundingClientRect()
+          const result = selectRootNodeByDom(
+            view,
+            { x: rect.left + rect.width / 2, y: rect.top + rect.height / 2 },
+            filterNodes
+          )
+          if (result?.el === this.#active.el) this.#active = result
+        }
+      } else {
+        this.#resolveHover(view, this.#lastMouseY)
+      }
+    }
     this.#activeDOMRect = this.#active?.el.getBoundingClientRect()
     this.#createSelection()
   }
@@ -218,12 +256,10 @@ export class BlockService {
   }
 
   /// @internal
-  #mousemoveCallback = throttle((view: EditorView, event: MouseEvent) => {
-    if (!view.editable) return
-
+  #resolveHover = (view: EditorView, mouseY: number) => {
     const rect = view.dom.getBoundingClientRect()
     const x = rect.left + rect.width / 2
-    const dom = view.root.elementFromPoint(x, event.clientY)
+    const dom = view.root.elementFromPoint(x, mouseY)
     if (!(dom instanceof Element)) {
       this.#hide()
       return
@@ -232,18 +268,39 @@ export class BlockService {
     const filterNodes = this.#filterNodes
     if (!filterNodes) return
 
-    const result = selectRootNodeByDom(
-      view,
-      { x, y: event.clientY },
-      filterNodes
-    )
+    const result = selectRootNodeByDom(view, { x, y: mouseY }, filterNodes)
 
     if (!result) {
       this.#hide()
       return
     }
     this.#show(result)
-  }, 200)
+  }
+
+  /// @internal
+  #onMousemove = (view: EditorView, event: MouseEvent) => {
+    if (!view.editable) return
+
+    // Skip tiny Y jitter while still inside the active block; leaving its
+    // vertical bounds always resolves so adjacent blocks are not missed.
+    if (this.#active && Math.abs(event.clientY - this.#lastMouseY) < 5) {
+      const activeRect = this.#active.el.getBoundingClientRect()
+      if (event.clientY >= activeRect.top && event.clientY <= activeRect.bottom)
+        return
+    }
+    this.#lastMouseY = event.clientY
+
+    if (this.#rafId !== null) cancelAnimationFrame(this.#rafId)
+    this.#rafId = requestAnimationFrame(() => {
+      this.#rafId = null
+      this.#resolveHover(view, event.clientY)
+    })
+  }
+
+  /// @internal
+  #mousemoveCallback: DebouncedFunc<
+    (view: EditorView, event: MouseEvent) => void
+  > = throttle(() => {}, 50)
 
   /// @internal
   mousemoveCallback = (view: EditorView, event: MouseEvent) => {
diff --git a/packages/plugins/plugin-block/src/index.ts b/packages/plugins/plugin-block/src/index.ts
index 5d4309863b3..330a190ac54 100644
--- a/packages/plugins/plugin-block/src/index.ts
+++ b/packages/plugins/plugin-block/src/index.ts
@@ -22,7 +22,7 @@ export * from './types'
 /// @internal
 export type BlockPlugin = [
   $Ctx<PluginSpec<any>, 'blockSpec'>,
-  $Ctx<{ filterNodes: FilterNodes }, 'blockConfig'>,
+  $Ctx<{ filterNodes: FilterNodes; mousemoveThrottle: number }, 'blockConfig'>,
   $Ctx<() => BlockService, 'blockService'>,
   $Ctx<BlockService, 'blockServiceInstance'>,
   $Prose,