feat: introduce MCP server, cross-platform runtime, and Showcase UI reorganization

- Showcase UI Reorganization:
  * Move web UI dashboard from root directory into apps/showcase_ui/ for cleaner project structure
  * Add 'artemis ui' CLI command (artemis/interfaces/cli/commands/ui.py) and launcher scripts for the interactive showcase console
- Standalone MCP Server & Notifiers (mcp_server/):
  * Implement dedicated MCP server package with mobile automation tools (device_state, inspect_trace, task_manager, task_runner)
  * Add multi-channel notifiers (AgentAPI, Desktop notifications, Webhooks, File output, and Composite routing)
  * Introduce background task runner and trace store for autonomous mobile execution monitoring
- Cross-Platform Runtime & Toolchain Support:
  * Add artemis/platform/ with OS-specific implementations for Linux, macOS (Darwin), and Windows
  * Add artemis/runtime/supervisor.py for resilient process and agent runtime supervision
  * Add artemis/toolchain/ with dependency resolution and SDK descriptors
  * Add cross-platform launcher scripts (start.sh, start.bat) and installer scripts (scripts/install_deps.*)
- Core Enhancements & Diagnostics:
  * Enhance coordinate normalization, OCR API fallback, and perception pipeline
  * Add credential validation (credentials_validator.py) and system diagnostics
  * Update bilingual documentation (README.md, README_CN.md) and architecture diagrams
- Test Suite Expansion:
  * Add integration tests for cloud gateway, remote ADB, and Artemis login
  * Add unit tests covering core diagnostics, platform detection, toolchain, credentials validator, optional OCR, and MCP tools

apps/admin_console/core/config.py

@@ -63,6 +63,12 @@ except ImportError:
 REPLAY_BASE_DIR = TRACES_PATH / "replay"
 TEST_DATA_DIR = REPLAY_BASE_DIR / "data"
 TEST_OUTPUTS_DIR = REPLAY_BASE_DIR / "outputs"
-
 IMAGES_DIR = TRACES_PATH / "images"
 PAUSE_FILE = WORKSPACE_ROOT / ".artemis_paused"
+
+# Ensure all essential runtime directories exist automatically
+for _d in (TRACES_PATH, REPLAY_BASE_DIR, TEST_DATA_DIR, TEST_OUTPUTS_DIR, IMAGES_DIR):
+    try:
+        _d.mkdir(parents=True, exist_ok=True)
+    except Exception:
+        pass