Nomad changes

docs/snippets/python/mcp/mcp_custom_client.md

@@ -0,0 +1,23 @@
+```python title="Python"
+import asyncio
+from mcp import ClientSession, StdioServerParameters
+from mcp.client.stdio import stdio_client
+
+async def main() -> None:
+    server_params: StdioServerParameters = StdioServerParameters(
+        command="kreuzberg", args=["mcp"]
+    )
+
+    async with stdio_client(server_params) as (read, write):
+        async with ClientSession(read, write) as session:
+            await session.initialize()
+            tools = await session.list_tools()
+            tool_names: list[str] = [t.name for t in tools.tools]
+            print(f"Available tools: {tool_names}")
+            result = await session.call_tool(
+                "extract_file", arguments={"path": "document.pdf", "async": True}
+            )
+            print(result)
+
+asyncio.run(main())
+```