diff --git a/metagpt/context.py b/metagpt/context.py
index 3dfd52d58..0add4c71a 100644
--- a/metagpt/context.py
+++ b/metagpt/context.py
@@ -12,10 +12,14 @@ from typing import Any, Optional
 from pydantic import BaseModel, ConfigDict
 
 from metagpt.config2 import Config
-from metagpt.configs.llm_config import LLMConfig
+from metagpt.configs.llm_config import LLMConfig, LLMType
 from metagpt.provider.base_llm import BaseLLM
 from metagpt.provider.llm_provider_registry import create_llm_instance
-from metagpt.utils.cost_manager import CostManager
+from metagpt.utils.cost_manager import (
+    CostManager,
+    FireworksCostManager,
+    TokenCostManager,
+)
 from metagpt.utils.git_repository import GitRepository
 from metagpt.utils.project_repo import ProjectRepo
 
@@ -80,12 +84,21 @@ class Context(BaseModel):
     #     self._llm = None
     #     return self._llm
 
+    def _select_costmanager(self, llm_config: LLMConfig) -> CostManager:
+        """Return a CostManager instance"""
+        if llm_config.api_type == LLMType.FIREWORKS:
+            return FireworksCostManager()
+        elif llm_config.api_type == LLMType.OPEN_LLM:
+            return TokenCostManager()
+        else:
+            return self.cost_manager
+
     def llm(self) -> BaseLLM:
         """Return a LLM instance, fixme: support cache"""
         # if self._llm is None:
         self._llm = create_llm_instance(self.config.llm)
         if self._llm.cost_manager is None:
-            self._llm.cost_manager = self.cost_manager
+            self._llm.cost_manager = self._select_costmanager(self.config.llm)
         return self._llm
 
     def llm_with_cost_manager_from_llm_config(self, llm_config: LLMConfig) -> BaseLLM:
@@ -93,5 +106,5 @@ class Context(BaseModel):
         # if self._llm is None:
         llm = create_llm_instance(llm_config)
         if llm.cost_manager is None:
-            llm.cost_manager = self.cost_manager
+            llm.cost_manager = self._select_costmanager(llm_config)
         return llm