diff --git a/es/solutions/llm-integrations.mdx b/es/solutions/llm-integrations.mdx
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+---
+title: Integraciones con LLM
+description: Existen varias formas de integrar Sequence con LLMs para obtener asistencia inteligente en tareas de desarrollo relacionadas con Sequence, desde consultar datos en blockchain hasta interactuar con smart contracts.
+sidebarTitle: Integraciones con LLM
+icon: robot
+---
+
+## MCP Server
+El Sequence MCP Server permite aprovechar agentes de IA como Claude o Cursor de manera fluida con Sequence.
+
+El servidor está disponible en:
+
+`https://docs.sequence.xyz/mcp`
+
+### Conectar en Cursor
+
+1. Use Command + Shift + P (Ctrl + Shift + P en Windows) para abrir la paleta de comandos.
+2. Busque "Open MCP settings".
+3. Seleccione **Add custom MCP** para abrir el archivo `mcp.json`.
+4. En `mcp.json`, agregue el servidor de Sequence:
+
+```json
+{
+ "mcpServers": {
+ "Sequence": {
+ "url": "https://docs.sequence.xyz/mcp"
+ }
+ }
+}
+```
+
+5. En el chat de Cursor, pregunte "What tools do you have available?" para confirmar que el servidor MCP de Sequence aparece en la lista.
+
+Consulte la [documentación de Cursor](https://docs.cursor.com/en/context/mcp#installing-mcp-servers) para más detalles.
+
+### Conectar en Claude
+
+1. Vaya a la página de \[Developers] en Claude Desktop.
+2. Seleccione **Edit config** si ya tiene una configuración MCP existente o agregue una nueva.
+3. Abra su archivo de configuración y agregue el servidor MCP de Sequence:
+ - Nombre: `Sequence`
+ - URL: `https://docs.sequence.xyz/mcp`
+4. Guarde la configuración
+5. En un chat de Claude, seleccione `Search and tools` y asegúrese de que su archivo de configuración con Sequence esté habilitado.
+6. ¡Haga una pregunta sobre Sequence!
+
+Consulte la [documentación de Model Context Protocol](https://modelcontextprotocol.io/docs/tutorials/use-remote-mcp-server#connecting-to-a-remote-mcp-server) para más detalles.
+
+### Ejemplos de consultas
+Puede hacer preguntas como:
+- "¿Cómo integro wallets integrados de Sequence?"
+- "¿Cómo uso Sequence para consultar balances de tokens?"
+- "¿Qué blockchains son compatibles con Sequence?"
+
+Cuando su consulta esté siendo procesada, verá una indicación como esta:
+
+```
+> Called SearchSequenceDocs
+
+```
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diff --git a/ja/solutions/llm-integrations.mdx b/ja/solutions/llm-integrations.mdx
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+---
+title: LLM連携
+description: SequenceをLLMと連携させることで、ブロックチェーンデータのクエリやスマートコントラクトとのやり取りなど、Sequenceに関する開発作業をAIがサポートできるようになります。いくつかの方法があります。
+sidebarTitle: LLM連携
+icon: robot
+---
+
+## MCPサーバー
+Sequence MCPサーバーを利用すると、ClaudeやCursorなどのAIエージェントをSequenceとシームレスに連携できます。
+
+サーバーは以下で利用できます：
+
+`https://docs.sequence.xyz/mcp`
+
+### Cursorで接続する
+
+1. Command + Shift + P（Windowsの場合はCtrl + Shift + P）でコマンドパレットを開きます。
+2. 「Open MCP settings」と検索します。
+3. **Add custom MCP**を選択して、`mcp.json`ファイルを開きます。
+4. `mcp.json`にSequenceサーバーを追加します：
+
+```json
+{
+ "mcpServers": {
+ "Sequence": {
+ "url": "https://docs.sequence.xyz/mcp"
+ }
+ }
+}
+```
+
+5. Cursorチャットで「What tools do you have available?」と入力し、Sequence MCPサーバーがリストに表示されているか確認してください。
+
+詳細は[Cursorのドキュメント](https://docs.cursor.com/en/context/mcp#installing-mcp-servers)をご覧ください。
+
+### Claudeで接続する
+
+1. Claude Desktopの\[Developers]ページに移動します。
+2. 既存のMCP設定がある場合は**Edit config**を選択、または新規で追加します。
+3. 設定ファイルを開き、Sequence MCPサーバーを追加します：
+ - Name: `Sequence`
+ - URL: `https://docs.sequence.xyz/mcp`
+4. 設定を保存します
+5. Claudeチャットで`Search and tools`を選択し、Sequenceを含む設定ファイルが有効になっていることを確認してください。
+6. Sequenceについて質問してみましょう！
+
+詳細は[Model Context Protocolのドキュメント](https://modelcontextprotocol.io/docs/tutorials/use-remote-mcp-server#connecting-to-a-remote-mcp-server)をご覧ください。
+
+### クエリ例
+次のような質問ができます：
+- 「Sequenceの埋め込みウォレットを統合するにはどうすればよいですか？」
+- 「Sequenceでトークン残高をクエリするにはどうすればいいですか？」
+- 「Sequenceはどのチェーンをサポートしていますか？」
+
+クエリが処理中の場合、次のような表示がされます：
+
+```
+> Called SearchSequenceDocs
+
+```
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diff --git a/solutions/llm-integrations.mdx b/solutions/llm-integrations.mdx
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--- a/solutions/llm-integrations.mdx
+++ b/solutions/llm-integrations.mdx
@@ -2,48 +2,60 @@
title: "LLM Integrations"
description: There are several ways to integrate Sequence with LLMs to get intelligent assistance with Sequence-related development tasks, from querying blockchain data to interacting with smart contracts.
sidebarTitle: LLM Integrations
+icon: 'robot'
---
## MCP Server
-The Sequence MCP Server allows you to leverage powerful AI agents like Claude directly in your preferred IDE. This integration enables you to get intelligent assistance with Sequence-related development tasks, from querying blockchain data to interacting with smart contracts.
+The Sequence MCP Server allows you to leverage AI agents like Claude or Cursor seamlessly with Sequence.
-### Prerequisites
+The server is available at:
-Before you begin, ensure you have:
-- Node.js installed on your system
-- A supported IDE (Cursor or Claude Desktop)
-- npm or yarn package manager
+`https://docs.sequence.xyz/mcp`
-### Installation Steps
+### Connect in Cursor
-1. Open your terminal and run the following command:
- ```bash
- npx @mintlify/mcp@latest add sequence-0fb8d9e6
- ```
+1. Use Command + Shift + P (Ctrl + Shift + P on Windows) to open the command palette.
+2. Search for "Open MCP settings".
+3. Select **Add custom MCP** to open the `mcp.json` file.
+4. In `mcp.json`, add the Sequence server:
-2. When prompted, select your preferred MCP Client:
- - Cursor
- - Claude Desktop
+```json
+{
+ "mcpServers": {
+ "Sequence": {
+ "url": "https://docs.sequence.xyz/mcp"
+ }
+ }
+}
+```
+
+5. In Cursor chat, ask "What tools do you have available?" to confirm the Sequence MCP server is listed.
-3. The installation process will automatically configure the Sequence MCP Server for your selected application.
+See the [Cursor documentation](https://docs.cursor.com/en/context/mcp#installing-mcp-servers) for more details.
-### Using the MCP Server
+### Connect in Claude
-Once installed, you can start using the AI assistance in your IDE. Here's how:
+1. Navigate to the [Developers] page in Claude Desktop.
+2. Select **Edit config** if you have an existing MCP configuration or add a new one.
+3. Open your config file and add the Sequence MCP server:
+ - Name: `Sequence`
+ - URL: `https://docs.sequence.xyz/mcp`
+4. Save the configuration
+5. In a Claude chat, select the `Search and tools` and make sure your configuration file with Sequence is enabled.
+6. Ask a question about Sequence!
-1. Open your IDE (Cursor or Claude Desktop)
-2. Start typing your query related to Sequence development
-3. The AI agent will process your request and provide relevant assistance
+See the [Model Context Protocol docs](https://modelcontextprotocol.io/docs/tutorials/use-remote-mcp-server#connecting-to-a-remote-mcp-server) for more details.
### Example Queries
You can ask questions like:
-- "Create a script to query token balances and metadata for address 0x8e3E38fe7367dd3b52D1e281E4e8400447C8d8B9"
- "How do I integrate Sequence embedded wallets?"
-- "Show me how to fetch transaction history for a wallet"
+- "How do I use Sequence to query token balances?"
+- "What chains does Sequence support?"
When your query is being processed, you'll see an indication like:
```
-> Calling MCP tool
+> Called SearchSequenceDocs
+
```