diff --git a/metagpt/learn/skill_loader.py b/metagpt/learn/skill_loader.py
index 1cd83240d..83200bca6 100644
--- a/metagpt/learn/skill_loader.py
+++ b/metagpt/learn/skill_loader.py
@@ -7,11 +7,13 @@
 @Desc    : Skill YAML Configuration Loader.
 """
 from pathlib import Path
-from typing import List, Dict, Optional
+from typing import Dict, List, Optional
 
 import yaml
 from pydantic import BaseModel, Field
 
+from metagpt.config import CONFIG
+
 
 class Example(BaseModel):
     ask: str
@@ -52,7 +54,7 @@ class SkillLoader:
     def __init__(self, skill_yaml_file_name: Path = None):
         if not skill_yaml_file_name:
             skill_yaml_file_name = Path(__file__).parent.parent.parent / ".well-known/skills.yaml"
-        with open(str(skill_yaml_file_name), 'r') as file:
+        with open(str(skill_yaml_file_name), "r") as file:
             skills = yaml.safe_load(file)
         self._skills = SkillsDeclaration(**skills)
 
@@ -62,8 +64,18 @@ class SkillLoader:
         if not entity_skills:
             return {}
 
+        agent_skills = CONFIG.agent_skills
+        if not agent_skills:
+            return {}
+
+        class AgentSkill(BaseModel):
+            name: str
+
+        names = [AgentSkill(**i).name for i in agent_skills]
         description_to_name_mappings = {}
         for s in entity_skills.skills:
+            if s.name not in names:
+                continue
             description_to_name_mappings[s.description] = s.name
 
         return description_to_name_mappings