diff --git a/.vitepress/i18n/en.ts b/.vitepress/i18n/en.ts
index eb57952..2308af4 100644
--- a/.vitepress/i18n/en.ts
+++ b/.vitepress/i18n/en.ts
@@ -133,13 +133,13 @@ export default {
                 text: 'Development Examples',
                 items: [
                     { text: 'MCP Server Development Examples', link: '/plugin-tutorial/examples/mcp-examples' },
-                    { text: 'Example 1: Weather Info MCP in Python (STDIO)', link: '/plugin-tutorial/examples/python-simple-stdio' },
-                    { text: 'Example 2: Read-only Neo4j MCP in Go (SSE)', link: '/plugin-tutorial/examples/go-neo4j-sse' },
-                    { text: 'Example 3: Read-only Document DB MCP in Java (HTTP)', link: '/plugin-tutorial/examples/java-es-http' },
-                    { text: 'Example 4: Super Web Crawler MCP in TypeScript using crawl4ai (STDIO)', link: '/plugin-tutorial/examples/typescript-crawl4ai-stdio' },
-                    { text: 'Example 5: Generic Form Filling MCP in Python (STDIO)', link: '/plugin-tutorial/examples/python-form-stdio' },
-                    { text: 'Example 6: Blender-based MCP in Python (STDIO)', link: '/plugin-tutorial/examples/python-blender-stdio' },
-                    { text: 'Example 7: Cadence EDA MCP in Python (STDIO)', link: '/plugin-tutorial/examples/python-cadence-stdio' }
+                    // { text: 'Example 1: Weather Info MCP in Python (STDIO)', link: '/plugin-tutorial/examples/python-simple-stdio' },
+                    // { text: 'Example 2: Read-only Neo4j MCP in Go (SSE)', link: '/plugin-tutorial/examples/go-neo4j-sse' },
+                    // { text: 'Example 3: Read-only Document DB MCP in Java (HTTP)', link: '/plugin-tutorial/examples/java-es-http' },
+                    // { text: 'Example 4: Super Web Crawler MCP in TypeScript using crawl4ai (STDIO)', link: '/plugin-tutorial/examples/typescript-crawl4ai-stdio' },
+                    // { text: 'Example 5: Generic Form Filling MCP in Python (STDIO)', link: '/plugin-tutorial/examples/python-form-stdio' },
+                    // { text: 'Example 6: Blender-based MCP in Python (STDIO)', link: '/plugin-tutorial/examples/python-blender-stdio' },
+                    // { text: 'Example 7: Cadence EDA MCP in Python (STDIO)', link: '/plugin-tutorial/examples/python-cadence-stdio' }
                 ]
             },
             {
diff --git a/.vitepress/i18n/ja.ts b/.vitepress/i18n/ja.ts
index 3a14b08..0b87622 100644
--- a/.vitepress/i18n/ja.ts
+++ b/.vitepress/i18n/ja.ts
@@ -132,13 +132,13 @@ export default {
                 text: '開発事例',
                 items: [
                     { text: 'MCP サーバー開発事例', link: '/ja/plugin-tutorial/examples/mcp-examples' },
-                    { text: '例 1. Python による天気情報 MCP サーバー (STDIO)', link: '/ja/plugin-tutorial/examples/python-simple-stdio' },
-                    { text: '例 2. Go による neo4j 読み取り専用 MCP サーバー (SSE)', link: '/ja/plugin-tutorial/examples/go-neo4j-sse' },
-                    { text: '例 3. Java によるドキュメントデータベース MCP (HTTP)', link: '/ja/plugin-tutorial/examples/java-es-http' },
-                    { text: '例 4. TypeScript による crawl4ai ベースのスーパーウェブクローラー MCP (STDIO)', link: '/ja/plugin-tutorial/examples/typescript-crawl4ai-stdio' },
-                    { text: '例 5. Python による汎用フォーム入力 MCP (STDIO)', link: '/ja/plugin-tutorial/examples/python-form-stdio' },
-                    { text: '例 6. Python による Blender ベース MCP (STDIO)', link: '/ja/plugin-tutorial/examples/python-blender-stdio' },
-                    { text: '例 7. Python による Cadence EDA MCP (STDIO)', link: '/ja/plugin-tutorial/examples/python-cadence-stdio' }
+                    // { text: '例 1. Python による天気情報 MCP サーバー (STDIO)', link: '/ja/plugin-tutorial/examples/python-simple-stdio' },
+                    // { text: '例 2. Go による neo4j 読み取り専用 MCP サーバー (SSE)', link: '/ja/plugin-tutorial/examples/go-neo4j-sse' },
+                    // { text: '例 3. Java によるドキュメントデータベース MCP (HTTP)', link: '/ja/plugin-tutorial/examples/java-es-http' },
+                    // { text: '例 4. TypeScript による crawl4ai ベースのスーパーウェブクローラー MCP (STDIO)', link: '/ja/plugin-tutorial/examples/typescript-crawl4ai-stdio' },
+                    // { text: '例 5. Python による汎用フォーム入力 MCP (STDIO)', link: '/ja/plugin-tutorial/examples/python-form-stdio' },
+                    // { text: '例 6. Python による Blender ベース MCP (STDIO)', link: '/ja/plugin-tutorial/examples/python-blender-stdio' },
+                    // { text: '例 7. Python による Cadence EDA MCP (STDIO)', link: '/ja/plugin-tutorial/examples/python-cadence-stdio' }
                 ]
             },
             {
diff --git a/.vitepress/i18n/zh.ts b/.vitepress/i18n/zh.ts
index d5c06c1..98581fc 100644
--- a/.vitepress/i18n/zh.ts
+++ b/.vitepress/i18n/zh.ts
@@ -132,13 +132,13 @@ export default {
                 text: '开发案例',
                 items: [
                     { text: 'MCP 服务器开发案例', link: '/zh/plugin-tutorial/examples/mcp-examples' },
-                    { text: '例子 1. python 实现天气信息 mcp 服务器 (STDIO)', link: '/zh/plugin-tutorial/examples/python-simple-stdio' },
-                    { text: '例子 2. go 实现 neo4j 的只读 mcp 服务器 (SSE)', link: '/zh/plugin-tutorial/examples/go-neo4j-sse' },
-                    { text: '例子 3. java 实现文档数据库的只读 mcp (HTTP)', link: '/zh/plugin-tutorial/examples/java-es-http' },
-                    { text: '例子 4. typescript 实现基于 crawl4ai 的超级网页爬虫 mcp (STDIO)', link: '/zh/plugin-tutorial/examples/typescript-crawl4ai-stdio' },
-                    { text: '例子 5. python 实现进行通用表单填充 的 mcp (STDIO)', link: '/zh/plugin-tutorial/examples/python-form-stdio' },
-                    { text: '例子 6. python 实现基于 blender 的 mcp (STDIO)', link: '/zh/plugin-tutorial/examples/python-blender-stdio' },
-                    { text: '例子 7. python 实现 cadence EDA 的 mcp (STDIO)', link: '/zh/plugin-tutorial/examples/python-cadence-stdio' },
+                    // { text: '例子 1. python 实现天气信息 mcp 服务器 (STDIO)', link: '/zh/plugin-tutorial/examples/python-simple-stdio' },
+                    // { text: '例子 2. go 实现 neo4j 的只读 mcp 服务器 (SSE)', link: '/zh/plugin-tutorial/examples/go-neo4j-sse' },
+                    // { text: '例子 3. java 实现文档数据库的只读 mcp (HTTP)', link: '/zh/plugin-tutorial/examples/java-es-http' },
+                    // { text: '例子 4. typescript 实现基于 crawl4ai 的超级网页爬虫 mcp (STDIO)', link: '/zh/plugin-tutorial/examples/typescript-crawl4ai-stdio' },
+                    // { text: '例子 5. python 实现进行通用表单填充 的 mcp (STDIO)', link: '/zh/plugin-tutorial/examples/python-form-stdio' },
+                    // { text: '例子 6. python 实现基于 blender 的 mcp (STDIO)', link: '/zh/plugin-tutorial/examples/python-blender-stdio' },
+                    // { text: '例子 7. python 实现 cadence EDA 的 mcp (STDIO)', link: '/zh/plugin-tutorial/examples/python-cadence-stdio' },
                 ]
             },
             {
diff --git a/ja/preview/contributors.md b/ja/preview/contributors.md
index 04837bd..dc72bb2 100644
--- a/ja/preview/contributors.md
+++ b/ja/preview/contributors.md
@@ -74,6 +74,14 @@ const contributors = [
     links: [
       { icon: 'github', link: 'https://github.com/ZYD045692' },
     ]
+  },
+  {
+    avatar: 'https://avatars.githubusercontent.com/u/81767213?v=4',
+    name: 'Zhenyu (Dormiveglia-elf)',
+    title: 'Developer',
+    links: [
+      { icon: 'github', link: 'https://github.com/Dormiveglia-elf' },
+    ]
   }
 ]
 </script>
diff --git a/plugin-tutorial/examples/mcp-examples.md b/plugin-tutorial/examples/mcp-examples.md
index 2c3246d..d02caee 100644
--- a/plugin-tutorial/examples/mcp-examples.md
+++ b/plugin-tutorial/examples/mcp-examples.md
@@ -16,11 +16,8 @@ next:
 - [Cadence EDA MCP (STDIO)](./python-cadence-stdio)  
   Electronic design automation interface
 - Video Editing via FFmpeg MCP  
-  AI-driven video editing workflows
-- Knowledge Base Injection with RAG MCP  
-  Dynamic document retrieval system
+- [Building a RAG-Based Memory Storage MCP Server in Python](./python-rag_memo-stdio.md)
 - Stable Diffusion MCP Server  
-  Text-to-image generation service
 
 ## Node.js
 - [Crawl4AI Web Crawler MCP (STDIO)](./typescript-crawl4ai-stdio)  
diff --git a/preview/contributors.md b/preview/contributors.md
index 04837bd..dc72bb2 100644
--- a/preview/contributors.md
+++ b/preview/contributors.md
@@ -74,6 +74,14 @@ const contributors = [
     links: [
       { icon: 'github', link: 'https://github.com/ZYD045692' },
     ]
+  },
+  {
+    avatar: 'https://avatars.githubusercontent.com/u/81767213?v=4',
+    name: 'Zhenyu (Dormiveglia-elf)',
+    title: 'Developer',
+    links: [
+      { icon: 'github', link: 'https://github.com/Dormiveglia-elf' },
+    ]
   }
 ]
 </script>
diff --git a/zh/plugin-tutorial/examples/mcp-examples.md b/zh/plugin-tutorial/examples/mcp-examples.md
index 56f4714..dfe1e98 100644
--- a/zh/plugin-tutorial/examples/mcp-examples.md
+++ b/zh/plugin-tutorial/examples/mcp-examples.md
@@ -12,7 +12,7 @@ next:
 - [python 实现基于 blender 的 mcp (STDIO)](./python-blender-stdio)
 - [python 实现 cadence EDA 的 mcp (STDIO)](./python-cadence-stdio)
 - 基于 ffmpeg mcp 实现通过对话的视频剪辑
-- 基于 rag mcp 实现知识库的注入
+- [python 实现基于 RAG 的记忆存储 MCP 服务器](./python-rag_memo-stdio.md)
 - 实现 Stable Diffusion 的 MCP 服务器
 
 ## Nodejs
diff --git a/zh/preview/contributors.md b/zh/preview/contributors.md
index 04837bd..dc72bb2 100644
--- a/zh/preview/contributors.md
+++ b/zh/preview/contributors.md
@@ -74,6 +74,14 @@ const contributors = [
     links: [
       { icon: 'github', link: 'https://github.com/ZYD045692' },
     ]
+  },
+  {
+    avatar: 'https://avatars.githubusercontent.com/u/81767213?v=4',
+    name: 'Zhenyu (Dormiveglia-elf)',
+    title: 'Developer',
+    links: [
+      { icon: 'github', link: 'https://github.com/Dormiveglia-elf' },
+    ]
   }
 ]
 </script>