diff --git a/examples/exp_pool/simple.py b/examples/exp_pool/manager.py
similarity index 100%
rename from examples/exp_pool/simple.py
rename to examples/exp_pool/manager.py
diff --git a/examples/exp_pool/scorer.py b/examples/exp_pool/scorer.py
new file mode 100644
index 000000000..1efe07bdf
--- /dev/null
+++ b/examples/exp_pool/scorer.py
@@ -0,0 +1,25 @@
+import asyncio
+
+from metagpt.exp_pool.scorers import SimpleScorer
+from metagpt.logs import logger
+
+
+def echo(req: str):
+    """Echo from req."""
+
+    return req
+
+
+async def simple():
+    scorer = SimpleScorer()
+
+    score = await scorer.evaluate(echo, "data", ("data",))
+    logger.info(f"The score is: {score}")
+
+
+async def main():
+    await simple()
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/metagpt/exp_pool/scorers/simple.py b/metagpt/exp_pool/scorers/simple.py
index 5779f7fb1..84995b60f 100644
--- a/metagpt/exp_pool/scorers/simple.py
+++ b/metagpt/exp_pool/scorers/simple.py
@@ -10,7 +10,7 @@ from metagpt.exp_pool.schema import Score
 from metagpt.exp_pool.scorers.base import ExperienceScorer
 from metagpt.llm import LLM
 from metagpt.provider.base_llm import BaseLLM
-from metagpt.utils.common import parse_json_code_block
+from metagpt.utils.common import CodeParser
 
 SIMPLE_SCORER_TEMPLATE = """
 Role: You're an expert score evaluator. You specialize in assessing the output of the given function, based on its intended requirement and produced result.
@@ -78,6 +78,6 @@ class SimpleScorer(ExperienceScorer):
             func_result=result,
         )
         resp = await self.llm.aask(prompt)
-        resp_json = json.loads(parse_json_code_block(resp)[0])
+        resp_json = json.loads(CodeParser.parse_code(resp, lang="json"))
 
         return Score(**resp_json)