diff --git a/built-in-nodes/ContextWindowsManualNode.mdx b/built-in-nodes/ContextWindowsManualNode.mdx
new file mode 100644
index 00000000..d2209bb0
--- /dev/null
+++ b/built-in-nodes/ContextWindowsManualNode.mdx
@@ -0,0 +1,95 @@
+---
+title: "Context Windows (Manual) - ComfyUI Built-in Node Documentation"
+description: "Context Windows (Manual) node provides manual context window control, implementing sliding window sampling techniques to process long sequence generation tasks while efficiently managing memory usage with multiple scheduling strategies."
+sidebarTitle: "Context Windows (Manual)"
+icon: "circle"
+---
+
+The `Context Windows (Manual)` node helps you process ultra-long content. It decomposes long sequences into multiple overlapping context windows for sampling, rather than processing the entire sequence at once, thereby saving memory and enabling high-quality results generation.
+
+**How it works:**
+Like using multiple segmented samples to generate different segments of a video, and finally synthesizing a complete video**
+- Each window looks at a part (window processing)
+- Windows overlap to ensure coherence (overlap areas)
+- Finally, all parts are spliced into a complete image (result fusion)
+
+```mermaid
+%%{init: {"theme": "base", "themeVariables": {"primaryColor": "#444444", "primaryTextColor": "#ffffff", "primaryBorderColor": "#cccccc", "lineColor": "transparent", "sectionBkgColor": "#f8f9fa", "altSectionBkgColor": "#e9ecef", "gridColor": "transparent", "section0": "#555555", "section1": "#777777", "section2": "#E6F3FF", "section3": "#bbbbbb", "activeTaskBkgColor": "#444444", "activeTaskBorderColor": "#cccccc", "cScale0": "#555555", "cScale1": "#777777", "cScale2": "#E6F3FF", "critBkgColor": "#E6F3FF", "critBorderColor": "#B3D9FF", "xyColor": "#333333", "axisTextColor": "#333333", "gridLineColor": "transparent"}}}%%
+gantt
+    title Context Window Processing Example (length=21, overlap=5)
+    dateFormat X
+    axisFormat %s
+    
+    section Original Sequence
+    Complete Content (length=81) : 0, 81
+    
+    section Window Processing
+    Window 1 (0-20) : active, w1, 0, 21
+    Window 2 (16-36) : active, w2, 16, 37
+    Window 3 (32-52) : active, w3, 32, 53
+    Window 4 (48-68) : active, w4, 48, 69
+    Window 5 (64-81) : active, w5, 64, 81
+    
+    section Overlap Areas
+    Overlap 1-2 : crit, o1, 16, 21
+    Overlap 2-3 : crit, o2, 32, 37
+    Overlap 3-4 : crit, o3, 48, 53
+    Overlap 4-5 : crit, o4, 64, 69
+```
+
+
+## Input Parameters
+
+| Parameter Name | Function | Simple Explanation |
+|---------------|----------|-------------------|
+| `model` | Model Input | The model you want to process |
+| `context_length` | Window Size | Length of each small window, the larger the range the more memory it occupies |
+| `context_overlap` | Overlap Size | Overlapping part between windows, more overlap means smoother effect but slower processing |
+| `context_schedule` | Processing Method | Choose how windows move, four modes available |
+| `context_stride` | Movement Step | How much the window moves each time, only useful in uniform mode |
+| `closed_loop` | Loop Mode | Whether to connect the last window back to the first, only useful in loop mode |
+| `fuse_method` | Merge Method | Choose how overlapping parts merge, affects final effect |
+| `dim` | Processing Dimension | Which direction to process, usually 0 (time direction) |
+
+## Scheduling Strategy Selection
+
+| Scheduling Strategy | Working Method |
+|--------------------|----------------|
+| **STATIC_STANDARD** | Window positions are fixed |
+| **UNIFORM_STANDARD** | Windows move uniformly |
+| **UNIFORM_LOOPED** | Windows move in a loop |
+| **BATCHED** | Multiple windows processed simultaneously |
+
+## Merge Methods
+
+| Merge Method | Weight Distribution Method | Characteristics |
+|-------------|---------------------------|-----------------|
+| **PYRAMID** | Middle part most important, decreasing toward edges | Most natural effect, recommended |
+| **RELATIVE** | Intelligent weight adjustment | Automatically adjusts based on position, natural effect |
+| **FLAT** | Average weight distribution | Simple and direct, suitable for uniform content |
+| **OVERLAP_LINEAR** | Linear gradient | Smoother transition |
+
+## Output Results
+
+| Parameter Name | Description |
+|---------------|-------------|
+| `model` | Processed model, can be directly connected to sampler for use |
+
+## Typical Usage
+
+```mermaid
+graph LR
+    A[Model Loader] --> B[Context Windows Manual]
+    B --> C[KSampler]
+    C --> D[Output]
+    
+    style A fill:#1976d2,color:#ffffff
+    style B fill:#f57c00,color:#ffffff
+    style C fill:#388e3c,color:#ffffff
+    style D fill:#2e7d32,color:#ffffff
+```
+
+**Usage Steps**:
+1. Load model
+2. Connect to Context Windows Manual node
+3. Connect to sampler to generate results
\ No newline at end of file
diff --git a/built-in-nodes/WanContextWindowsManualNode.mdx b/built-in-nodes/WanContextWindowsManualNode.mdx
new file mode 100644
index 00000000..99694136
--- /dev/null
+++ b/built-in-nodes/WanContextWindowsManualNode.mdx
@@ -0,0 +1,127 @@
+---
+title: "WAN Context Windows (Manual) - ComfyUI Built-in Node Documentation"
+description: "WAN Context Windows (Manual) node is a specialized context window manual control node optimized for WAN (Wide Attention Network) models. It automatically converts standard context parameters to WAN-compatible format, implementing sliding window sampling for ultra-long sequence generation."
+sidebarTitle: "WAN Context Windows (Manual)"
+icon: "circle"
+---
+
+The `WAN Context Windows (Manual)` node is specifically designed for WAN models. It automatically adjusts parameters to allow WAN models to better handle long content.
+
+**How it works:**
+Like using multiple segmented samples to generate different segments of a video, and finally synthesizing a complete video**
+- Each window looks at a part (window processing)
+- Windows overlap to ensure coherence (overlap areas)
+- Finally, all parts are spliced into a complete image (result fusion)
+
+```mermaid
+%%{init: {"theme": "base", "themeVariables": {"primaryColor": "#444444", "primaryTextColor": "#ffffff", "primaryBorderColor": "#cccccc", "lineColor": "transparent", "sectionBkgColor": "#f8f9fa", "altSectionBkgColor": "#e9ecef", "gridColor": "transparent", "section0": "#555555", "section1": "#777777", "section2": "#E6F3FF", "section3": "#bbbbbb", "activeTaskBkgColor": "#444444", "activeTaskBorderColor": "#cccccc", "cScale0": "#555555", "cScale1": "#777777", "cScale2": "#E6F3FF", "critBkgColor": "#E6F3FF", "critBorderColor": "#B3D9FF", "xyColor": "#333333", "axisTextColor": "#333333", "gridLineColor": "transparent"}}}%%
+gantt
+    title Context Window Processing Example (length=21, overlap=5)
+    dateFormat X
+    axisFormat %s
+    
+    section Original Sequence
+    Complete Content (length=81) : 0, 81
+    
+    section Window Processing
+    Window 1 (0-20) : active, w1, 0, 21
+    Window 2 (16-36) : active, w2, 16, 37
+    Window 3 (32-52) : active, w3, 32, 53
+    Window 4 (48-68) : active, w4, 48, 69
+    Window 5 (64-81) : active, w5, 64, 81
+    
+    section Overlap Areas
+    Overlap 1-2 : crit, o1, 16, 21
+    Overlap 2-3 : crit, o2, 32, 37
+    Overlap 3-4 : crit, o3, 48, 53
+    Overlap 4-5 : crit, o4, 64, 69
+```
+
+## Input Parameters
+
+| Parameter Name | Function | Simple Explanation |
+|---------------|----------|-------------------|
+| `model` | WAN Model Input | The WAN model you want to process |
+| `context_length` | Window Size | Length of each small window, WAN will automatically adjust to multiples of 4. The larger the range the more memory it occupies |
+| `context_overlap` | Overlap Size | Overlapping part between windows, more overlap means smoother effect but slower processing |
+| `context_schedule` | Processing Method | Choose how windows move, four modes available |
+| `context_stride` | Movement Step | How much the window moves each time, only useful in uniform mode |
+| `closed_loop` | Loop Mode | Whether to connect the last window back to the first, only useful in loop mode |
+| `fuse_method` | Merge Method | Choose how overlapping parts merge, affects final effect |
+| `dim` | Processing Dimension | Fixed at 2, specifically optimized for WAN models |
+
+### Scheduling Strategy Selection
+
+| Scheduling Strategy | Working Method |
+|--------------------|----------------|
+| **STATIC_STANDARD** | Window positions are fixed |
+| **UNIFORM_STANDARD** | Windows move uniformly |
+| **UNIFORM_LOOPED** | Windows move in a loop |
+| **BATCHED** | Multiple windows processed simultaneously |
+
+### Merge Methods
+
+| Merge Method | Weight Distribution Method | Characteristics |
+|-------------|---------------------------|-----------------|
+| **PYRAMID** | Middle part most important, decreasing toward edges | Most natural effect, recommended |
+| **RELATIVE** | Intelligent weight adjustment | Automatically adjusts based on position, natural effect |
+| **FLAT** | Average weight distribution | Simple and direct, suitable for uniform content |
+| **OVERLAP_LINEAR** | Linear gradient | Smoother transition |
+
+## Output Results
+
+| Parameter Name | Data Type | Description |
+|---------------|-----------|-------------|
+| `model` | MODEL | Processed WAN model, can be directly connected to sampler for use |
+
+
+### WAN Parameter Automatic Adjustment
+
+```mermaid
+graph LR
+    subgraph Your Input Values
+        A1[Window Size: 81]
+        A2[Overlap: 30]
+    end
+    
+    subgraph Automatic Adjustment
+        B1[Adjust to multiples of 4]
+        B2[Adjust to multiples of 4]
+        B3[Fixed at 2]
+    end
+    
+    subgraph WAN Actual Usage
+        C1[Actual Size: 21]
+        C2[Actual Overlap: 8]
+        C3[Dimension: 2]
+    end
+    
+    A1 --> B1 --> C1
+    A2 --> B2 --> C2
+    B3 --> C3
+    
+    style A1 fill:#172DD7,color:#ffffff
+    style A2 fill:#172DD7,color:#ffffff
+    style C1 fill:#F0FF41,color:#000000
+    style C2 fill:#F0FF41,color:#000000
+    style C3 fill:#F0FF41,color:#000000
+```
+
+## Typical Usage
+
+```mermaid
+graph LR
+    A[Model Loader (WAN Model)] --> B[WAN Context Windows Manual]
+    B --> C[KSampler]
+    C --> D[Final Output]
+    
+    style A fill:#172DD7,color:#ffffff
+    style B fill:#E8F234,color:#000000
+    style C fill:#2E41E7,color:#ffffff
+    style D fill:#F0FF41,color:#000000
+```
+
+**Usage Steps**:
+1. Load WAN model
+2. Connect to WAN Context Windows Manual node  
+3. Connect to sampler to generate results
\ No newline at end of file
diff --git a/docs.json b/docs.json
index 029c5798..a1fa3efc 100644
--- a/docs.json
+++ b/docs.json
@@ -465,6 +465,13 @@
                     ]
                   }
                 ]
+              },
+              {
+                "group": "Context",
+                "pages": [
+                  "built-in-nodes/ContextWindowsManualNode",
+                  "built-in-nodes/WanContextWindowsManualNode"
+                ]
               }
             ]
           },
@@ -1029,6 +1036,13 @@
                     ]
                   }
                 ]
+              },
+              {
+                "group": "Context",
+                "pages": [
+                  "zh-CN/built-in-nodes/ContextWindowsManualNode",
+                  "zh-CN/built-in-nodes/WanContextWindowsManualNode"
+                ]
               }
             ]
           },
diff --git a/zh-CN/built-in-nodes/ContextWindowsManualNode.mdx b/zh-CN/built-in-nodes/ContextWindowsManualNode.mdx
new file mode 100644
index 00000000..66c358bb
--- /dev/null
+++ b/zh-CN/built-in-nodes/ContextWindowsManualNode.mdx
@@ -0,0 +1,95 @@
+---
+title: "Context Windows (Manual) - ComfyUI 原生节点文档"
+description: "Context Windows (Manual) 节点提供手动上下文窗口控制，实现滑动窗口采样技术处理长序列生成任务，有效管理显存使用并提供多种调度策略。"
+sidebarTitle: "Context Windows (Manual)"
+icon: "circle"
+---
+
+`Context Windows (Manual)` 节点帮你处理超长的内容。它将长序列分解为多个重叠的上下文窗口进行采样，而不是一次性处理整个序列，这样既节省内存又能生成高质量的结果。
+
+**作用方式：**
+就像用多个分段的采样分别生成不同分段的视频，最后合成一个完整视频**
+- 每个窗口看一部分（窗口处理）
+- 窗口之间有重叠确保连贯（重叠区域）
+- 最后将所有部分拼接成完整的图像（结果融合）
+
+```mermaid
+%%{init: {"theme": "base", "themeVariables": {"primaryColor": "#444444", "primaryTextColor": "#ffffff", "primaryBorderColor": "#cccccc", "lineColor": "transparent", "sectionBkgColor": "#f8f9fa", "altSectionBkgColor": "#e9ecef", "gridColor": "transparent", "section0": "#555555", "section1": "#777777", "section2": "#E6F3FF", "section3": "#bbbbbb", "activeTaskBkgColor": "#444444", "activeTaskBorderColor": "#cccccc", "cScale0": "#555555", "cScale1": "#777777", "cScale2": "#E6F3FF", "critBkgColor": "#E6F3FF", "critBorderColor": "#B3D9FF", "xyColor": "#333333", "axisTextColor": "#333333", "gridLineColor": "transparent"}}}%%
+gantt
+    title 上下文窗口处理示例 (length=21, overlap=5)
+    dateFormat X
+    axisFormat %s
+    
+    section 原始序列
+    完整内容 (长度81) : 0, 81
+    
+    section 窗口处理
+    窗口1 (0-20) : active, w1, 0, 21
+    窗口2 (16-36) : active, w2, 16, 37
+    窗口3 (32-52) : active, w3, 32, 53
+    窗口4 (48-68) : active, w4, 48, 69
+    窗口5 (64-81) : active, w5, 64, 81
+    
+    section 重叠区域
+    重叠1-2 : crit, o1, 16, 21
+    重叠2-3 : crit, o2, 32, 37
+    重叠3-4 : crit, o3, 48, 53
+    重叠4-5 : crit, o4, 64, 69
+```
+
+
+## 输入参数
+
+| 参数名称 | 功能说明 | 简单解释 |
+|---------|----------|----------|
+| `model` | 模型输入 | 你要处理的模型 |
+| `context_length` | 窗口大小 | 每个小窗口的长度，越大处理范围越广但占用内存更多 |
+| `context_overlap` | 重叠大小 | 窗口之间重叠的部分，重叠越多效果越平滑但处理越慢 |
+| `context_schedule` | 处理方式 | 选择窗口如何移动，有四种模式可选 |
+| `context_stride` | 移动步长 | 窗口每次移动多少，只在均匀模式下有用 |
+| `closed_loop` | 循环模式 | 是否让最后一个窗口连回第一个，只在循环模式下有用 |
+| `fuse_method` | 合并方法 | 选择重叠部分如何合并，影响最终效果 |
+| `dim` | 处理维度 | 在哪个方向上处理，通常是0（时间方向） |
+
+## 调度策略选择
+
+| 调度策略 | 工作方式 |
+|---------|----------|
+| **STATIC_STANDARD** | 窗口位置固定 |
+| **UNIFORM_STANDARD** | 窗口均匀移动 |
+| **UNIFORM_LOOPED** | 窗口循环移动 |
+| **BATCHED** | 多个窗口同时处理 |
+
+## 合并方法
+
+| 合并方法 | 权重分布方式 | 特点 |
+|---------|----------|----------|
+| **PYRAMID** | 中间部分最重要，向两边递减 | 最自然的效果，推荐使用 |
+| **RELATIVE** | 智能调整权重 | 根据位置自动调整，效果自然 |
+| **FLAT** | 平均分配权重 | 简单直接，适合均匀内容 |
+| **OVERLAP_LINEAR** | 线性渐变 | 过渡更平滑 |
+
+## 输出结果
+
+| 参数名称 | 说明 |
+|---------|------|
+| `model` | 处理好的模型，可以直接连接到采样器使用 |
+
+## 典型用法
+
+```mermaid
+graph LR
+    A[Model Loader] --> B[Context Windows Manual]
+    B --> C[KSampler]
+    C --> D[输出]
+    
+    style A fill:#1976d2,color:#ffffff
+    style B fill:#f57c00,color:#ffffff
+    style C fill:#388e3c,color:#ffffff
+    style D fill:#2e7d32,color:#ffffff
+```
+
+**使用步骤**：
+1. 加载模型
+2. 连到 Context Windows Manual 节点
+3. 连到采样器生成结果
diff --git a/zh-CN/built-in-nodes/WanContextWindowsManualNode.mdx b/zh-CN/built-in-nodes/WanContextWindowsManualNode.mdx
new file mode 100644
index 00000000..6b782e9e
--- /dev/null
+++ b/zh-CN/built-in-nodes/WanContextWindowsManualNode.mdx
@@ -0,0 +1,127 @@
+---
+title: "WAN Context Windows (Manual) - ComfyUI 原生节点文档"
+description: "WAN Context Windows (Manual) 节点专门为 WAN (Wide Attention Network) 模型优化的上下文窗口手动控制节点。它将普通的上下文参数自动转换为 WAN 兼容格式，实现滑动窗口采样以处理超长序列生成。"
+sidebarTitle: "WAN Context Windows (Manual)"
+icon: "circle"
+---
+
+`WAN Context Windows (Manual)` 节点专门为 WAN 模型设计。它会自动调整参数，让 WAN 模型能更好地处理长内容。
+
+**作用方式：**
+就像用多个分段的采样分别生成不同分段的视频，最后合成一个完整视频**
+- 每个窗口看一部分（窗口处理）
+- 窗口之间有重叠确保连贯（重叠区域）
+- 最后将所有部分拼接成完整的图像（结果融合）
+
+```mermaid
+%%{init: {"theme": "base", "themeVariables": {"primaryColor": "#444444", "primaryTextColor": "#ffffff", "primaryBorderColor": "#cccccc", "lineColor": "transparent", "sectionBkgColor": "#f8f9fa", "altSectionBkgColor": "#e9ecef", "gridColor": "transparent", "section0": "#555555", "section1": "#777777", "section2": "#E6F3FF", "section3": "#bbbbbb", "activeTaskBkgColor": "#444444", "activeTaskBorderColor": "#cccccc", "cScale0": "#555555", "cScale1": "#777777", "cScale2": "#E6F3FF", "critBkgColor": "#E6F3FF", "critBorderColor": "#B3D9FF", "xyColor": "#333333", "axisTextColor": "#333333", "gridLineColor": "transparent"}}}%%
+gantt
+    title 上下文窗口处理示例 (length=21, overlap=5)
+    dateFormat X
+    axisFormat %s
+    
+    section 原始序列
+    完整内容 (长度81) : 0, 81
+    
+    section 窗口处理
+    窗口1 (0-20) : active, w1, 0, 21
+    窗口2 (16-36) : active, w2, 16, 37
+    窗口3 (32-52) : active, w3, 32, 53
+    窗口4 (48-68) : active, w4, 48, 69
+    窗口5 (64-81) : active, w5, 64, 81
+    
+    section 重叠区域
+    重叠1-2 : crit, o1, 16, 21
+    重叠2-3 : crit, o2, 32, 37
+    重叠3-4 : crit, o3, 48, 53
+    重叠4-5 : crit, o4, 64, 69
+```
+
+## 输入参数
+
+| 参数名称 | 功能说明 | 简单解释 |
+|---------|----------|----------|
+| `model` | WAN 模型输入 | 你要处理的 WAN 模型 |
+| `context_length` | 窗口大小 | 每个小窗口的长度，WAN 会自动按 4 的倍数调整。越大处理范围越广但占用内存更多 |
+| `context_overlap` | 重叠大小 | 窗口之间重叠的部分，重叠越多效果越平滑但处理越慢 |
+| `context_schedule` | 处理方式 | 选择窗口如何移动，有四种模式可选 |
+| `context_stride` | 移动步长 | 窗口每次移动多少，只在均匀模式下有用 |
+| `closed_loop` | 循环模式 | 是否让最后一个窗口连回第一个，只在循环模式下有用 |
+| `fuse_method` | 合并方法 | 选择重叠部分如何合并，影响最终效果 |
+| `dim` | 处理维度 | 固定为 2，专门为 WAN 模型优化 |
+
+### 调度策略选择
+
+| 调度策略 | 工作方式 |
+|---------|----------|
+| **STATIC_STANDARD** | 窗口位置固定 |
+| **UNIFORM_STANDARD** | 窗口均匀移动 |
+| **UNIFORM_LOOPED** | 窗口循环移动 |
+| **BATCHED** | 多个窗口同时处理 |
+
+### 合并方法
+
+| 合并方法 | 权重分布方式 | 特点 |
+|---------|----------|----------|
+| **PYRAMID** | 中间部分最重要，向两边递减 | 最自然的效果，推荐使用 |
+| **RELATIVE** | 智能调整权重 | 根据位置自动调整，效果自然 |
+| **FLAT** | 平均分配权重 | 简单直接，适合均匀内容 |
+| **OVERLAP_LINEAR** | 线性渐变 | 过渡更平滑 |
+
+## 输出结果
+
+| 参数名称 | 数据类型 | 说明 |
+|---------|---------|------|
+| `model` | MODEL | 处理好的 WAN 模型，可以直接连接到采样器使用 |
+
+
+### WAN 参数自动调整
+
+```mermaid
+graph LR
+    subgraph 你输入的值
+        A1[窗口大小: 81]
+        A2[重叠: 30]
+    end
+    
+    subgraph 自动调整
+        B1[按4的倍数调整]
+        B2[按4的倍数调整]
+        B3[固定为2]
+    end
+    
+    subgraph WAN实际使用
+        C1[实际大小: 21]
+        C2[实际重叠: 8]
+        C3[维度: 2]
+    end
+    
+    A1 --> B1 --> C1
+    A2 --> B2 --> C2
+    B3 --> C3
+    
+    style A1 fill:#172DD7,color:#ffffff
+    style A2 fill:#172DD7,color:#ffffff
+    style C1 fill:#F0FF41,color:#000000
+    style C2 fill:#F0FF41,color:#000000
+    style C3 fill:#F0FF41,color:#000000
+```
+
+## 典型用法
+
+```mermaid
+graph LR
+    A[Model Loader（WAN模型）] --> B[WAN Context Windows Manual]
+    B --> C[KSampler]
+    C --> D[最终输出]
+    
+    style A fill:#172DD7,color:#ffffff
+    style B fill:#E8F234,color:#000000
+    style C fill:#2E41E7,color:#ffffff
+    style D fill:#F0FF41,color:#000000
+```
+
+**使用步骤**：
+1. 加载 WAN 模型
+2. 连到 WAN Context Windows Manual 节点  
+3. 连到采样器生成结果
\ No newline at end of file