diff --git a/loopai/skills/Analyzer/cli.py b/loopai/skills/Analyzer/cli.py
new file mode 100644
index 0000000..566b1fe
--- /dev/null
+++ b/loopai/skills/Analyzer/cli.py
@@ -0,0 +1,95 @@
+"""Console entry point for the Analyzer skill."""
+
+from __future__ import annotations
+
+import argparse
+import json
+from pathlib import Path
+from typing import Any, Dict, Optional, Sequence
+
+
+def _load_state(config_path: str) -> Dict[str, Any]:
+    path = Path(config_path)
+    if path.suffix.lower() == ".json":
+        payload = json.loads(path.read_text(encoding="utf-8"))
+        return payload.get("default_states", payload)
+
+    from omegaconf import OmegaConf
+
+    payload = OmegaConf.load(str(path))
+    state = payload.default_states if "default_states" in payload else payload
+    return OmegaConf.to_container(state, resolve=True)
+
+
+def _redact(value: Any) -> Any:
+    if isinstance(value, dict):
+        result = {}
+        for key, child in value.items():
+            key_name = str(key).lower()
+            if (
+                key_name == "api_key"
+                or key_name.endswith("_api_key")
+                or key_name == "token"
+                or key_name.endswith("_token")
+                or key_name.endswith("_key")
+            ):
+                result[key] = "***REDACTED***"
+            else:
+                result[key] = _redact(child)
+        return result
+    if isinstance(value, list):
+        return [_redact(item) for item in value]
+    return value
+
+
+def _parser() -> argparse.ArgumentParser:
+    parser = argparse.ArgumentParser(description="Run the LoopAI Analyzer skill.")
+    parser.add_argument("--config-path", help="YAML/JSON Analyzer state configuration.")
+    parser.add_argument("--thread-id", default=None)
+    parser.add_argument("--version-id", default=None)
+    parser.add_argument("--checkpoint-path", default=None)
+    parser.add_argument("--baseline-result-path", default=None)
+    parser.add_argument("--analyze-batch-size", type=int, default=None)
+    parser.add_argument("--resume", action="store_true")
+    parser.add_argument("--new-version", action="store_true")
+    parser.add_argument("--from-node", default=None)
+    parser.add_argument("--list-nodes", action="store_true")
+    parser.add_argument("--print-result", action="store_true")
+    return parser
+
+
+def main(argv: Optional[Sequence[str]] = None) -> int:
+    args = _parser().parse_args(argv)
+    if args.list_nodes:
+        print("eval_model\nanalyze_result\ndraw_conclusion\nfinish")
+        return 0
+    if not args.config_path and not args.resume:
+        _parser().error("--config-path is required unless --resume is used")
+
+    from .runner import run_analyzer_standalone
+
+    state = None if args.resume else _load_state(args.config_path)
+    try:
+        result = run_analyzer_standalone(
+            state=state,
+            thread_id=args.thread_id,
+            resume=args.resume,
+            from_node=args.from_node,
+            checkpoint_path=args.checkpoint_path,
+            baseline_result_path=args.baseline_result_path,
+            analyze_batch_size=args.analyze_batch_size,
+            version_id=args.version_id,
+            force_new_version=args.new_version,
+            emit_status=False,
+        )
+    except Exception as exc:
+        print(json.dumps({"ok": False, "status": "failed", "message": str(exc)}, ensure_ascii=False))
+        return 1
+
+    if args.print_result:
+        print(json.dumps(_redact(result), ensure_ascii=False, indent=2, default=str))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/setup.py b/setup.py
index 565942c..50fa07b 100644
--- a/setup.py
+++ b/setup.py
@@ -16,15 +16,15 @@
         "langchain-text-splitters>=0.2.0",
         "omegaconf>=2.3.0",
         "PyYAML>=6.0",
-        "httpx[socks]>=0.24.0",
+        "httpx>=0.24.0",
         "chromadb>=0.4.0",
+        "ddgs",
         # Download dependencies
         "huggingface_hub>=0.20.0",
         "datasets>=2.14.0",
         "kaggle>=1.5.0",
         "kagglehub>=0.2.0",
         "playwright>=1.40.0",
-        "playwright-stealth>=2.0.3",
         "tenacity>=8.2.0",
         "requests>=2.31.0",
         "transformers>=4.30.0",
@@ -66,6 +66,7 @@
         "console_scripts": [
             "loopai-obtainercli=loopai.skills.ObtainerCLI.cli:main",
             "loopai-judger=loopai.skills.Judger.cli:main",
+            "loopai-analyzer=loopai.skills.Analyzer.cli:main",
         ],
     },
     python_requires=">=3.12",