diff --git a/README.md b/README.md
index f491965..7bcf0a5 100644
--- a/README.md
+++ b/README.md
@@ -331,6 +331,18 @@ BlockVectra provides two Streamable HTTP MCP endpoints. Use `https://docs.blockv
 https://docs.blockvectra.com/mcp
 ```
 
+### Read documentation from a Python agent
+
+Python 3.11+ can connect directly with the [official MCP Python SDK](https://github.com/modelcontextprotocol/python-sdk). With [uv](https://docs.astral.sh/uv/) installed, run this from the cloned repository:
+
+```bash
+uv run examples/mcp_docs.py
+```
+
+The example pins `mcp==2.3.0` in its script metadata, lists the two documentation tools, then reads the English `quickstart` page. It prints JSON containing the tool names, page path, language and complete Markdown text, so an agent can consume the result. It uses the documentation-only endpoint: no BlockVectra key, wallet, model API or chain RPC is involved. Errors exit non-zero; the example has a 40-second overall deadline. Dependency installation occurs before that deadline.
+
+The separate standard-library RPC example above still needs no third-party Python packages.
+
 ### 1. Claude Code Configuration
 
 #### Keyless Documentation MCP
diff --git a/README.zh.md b/README.zh.md
index 0402cda..21da4b3 100644
--- a/README.zh.md
+++ b/README.zh.md
@@ -331,6 +331,18 @@ BlockVectra 提供两个基于 Streamable HTTP 的 MCP 入口：文档专用入
 https://docs.blockvectra.com/mcp
 ```
 
+### 从 Python Agent 读取文档
+
+Python 3.11+ 可通过[官方 MCP Python SDK](https://github.com/modelcontextprotocol/python-sdk)直接连接。安装 [uv](https://docs.astral.sh/uv/) 后，在克隆的仓库中执行：
+
+```bash
+uv run examples/mcp_docs.py
+```
+
+示例在脚本元数据中固定 `mcp==2.3.0`，先列出两个文档工具，再读取英文 `quickstart` 页。输出 JSON 包含工具名、页面路径、语言和完整 Markdown，Agent 可直接消费。它只连接文档专用入口，不需要 BlockVectra key、钱包或模型 API，也不调用链上 RPC。出错时非零退出；示例运行总时限为 40 秒，依赖安装不包含在该时限内。
+
+前面的独立标准库 RPC 示例仍无需第三方 Python 包。
+
 ### 1. Claude Code 配置
 
 #### 免 Key 文档服务
diff --git a/examples/mcp_docs.py b/examples/mcp_docs.py
new file mode 100644
index 0000000..18df29e
--- /dev/null
+++ b/examples/mcp_docs.py
@@ -0,0 +1,48 @@
+# /// script
+# requires-python = ">=3.11"
+# dependencies = ["mcp==2.3.0"]
+# ///
+"""Read BlockVectra documentation with the official Python MCP SDK."""
+
+import asyncio
+import json
+import os
+
+import httpx2
+from mcp import ClientSession
+from mcp.client.streamable_http import streamable_http_client
+
+ENDPOINT = "https://docs.blockvectra.com/mcp/docs"
+
+
+async def read_quickstart(http_client: httpx2.AsyncClient) -> dict:
+    async with streamable_http_client(ENDPOINT, http_client=http_client) as (read, write):
+        async with ClientSession(read, write, read_timeout_seconds=15) as session:
+            await session.initialize()
+            available = await session.list_tools()
+            names = sorted(tool.name for tool in available.tools)
+            if names != ["read_doc", "search_docs"]:
+                raise RuntimeError("The endpoint did not expose the two documentation tools.")
+            result = await session.call_tool("read_doc", {"path": "quickstart", "lang": "en"})
+            payload = result.model_dump(mode="json", by_alias=True)
+            if payload.get("isError", False):
+                raise RuntimeError("read_doc returned a tool error.")
+            texts = [item["text"] for item in payload.get("content", []) if item.get("type") == "text"]
+            if not texts or not any(text.strip() for text in texts):
+                raise RuntimeError("read_doc returned no documentation text.")
+            return {"tools": names, "path": "quickstart", "lang": "en", "text": "\n".join(texts)}
+
+
+async def main() -> None:
+    user_agent = "BlockVectraDocsPython/1"
+    if os.environ.get("BLOCKVECTRA_INTERNAL_QA") == "1":
+        user_agent += " BlockVectraQA/1"
+    async with httpx2.AsyncClient(
+        timeout=15, follow_redirects=False, headers={"User-Agent": user_agent}
+    ) as http_client:
+        result = await read_quickstart(http_client)
+    print(json.dumps(result, ensure_ascii=False, indent=2))
+
+
+if __name__ == "__main__":
+    asyncio.run(asyncio.wait_for(main(), timeout=40))