diff --git a/src/pineagents/providers/provider_manager.py b/src/pineagents/providers/provider_manager.py
index 29a6d2b..791b5e8 100644
--- a/src/pineagents/providers/provider_manager.py
+++ b/src/pineagents/providers/provider_manager.py
@@ -1454,6 +1454,15 @@ class ProviderManager:  # pylint: disable=too-many-public-methods
         self.builtin_providers[provider.id] = provider
 
     async def list_provider_info(self) -> List[ProviderInfo]:
+        # PineAgents（算力中心）：动态拉取 admin 模型（server-core /v1/models），失败回退静态 DEEPSEEK_MODELS。
+        pine = self.builtin_providers.get("pineagents")
+        if pine is not None and hasattr(pine, "fetch_models"):
+            try:
+                fetched = await pine.fetch_models()
+                if fetched:
+                    pine.models = fetched
+            except Exception:  # noqa: BLE001
+                pass
         tasks = [
             provider.get_info() for provider in self.builtin_providers.values()
         ]