diff --git a/pr_agent/algo/utils.py b/pr_agent/algo/utils.py
index de9e902f..4d09b6e7 100644
--- a/pr_agent/algo/utils.py
+++ b/pr_agent/algo/utils.py
@@ -45,7 +45,7 @@ def convert_to_markdown(output_data: dict) -> str:
     }
 
     for key, value in output_data.items():
-        if value is None:
+        if value is None or value == '' or value == {}:
             continue
         if isinstance(value, dict):
             markdown_text += f"## {key}\n\n"
diff --git a/tests/unittest/test_convert_to_markdown.py b/tests/unittest/test_convert_to_markdown.py
index 4463513f..bb6f2268 100644
--- a/tests/unittest/test_convert_to_markdown.py
+++ b/tests/unittest/test_convert_to_markdown.py
@@ -67,33 +67,11 @@ class TestConvertToMarkdown:
             ]
         }
         expected_output = """\
-- 🎯 **Main theme:** Test
-- 📌 **Type of PR:** Test type
-- 🧪 **Relevant tests added:** no
-- ✨ **Focused PR:** Yes
-- 💡 **General PR suggestions:** general suggestion...
-
-- 🤖 **Code feedback:**
-
-  - **Code example:**
-    - **Before:**
-        ```
-        Code before
-        ```
-    - **After:**
-        ```
-        Code after
-        ```
-
-  - **Code example:**
-    - **Before:**
-        ```
-        Code before 2
-        ```
-    - **After:**
-        ```
-        Code after 2
-        ```
+- 🎯 **Main theme:** Test\n\
+- 📌 **Type of PR:** Test type\n\
+- 🧪 **Relevant tests added:** no\n\
+- ✨ **Focused PR:** Yes\n\
+-  **General PR suggestions:** general suggestion...\n\n\n- **<details><summary> 🤖 Code feedback:**</summary>\n\n  - **Code example:**\n    - **Before:**\n        ```\n        Code before\n        ```\n    - **After:**\n        ```\n        Code after\n        ```\n\n  - **Code example:**\n    - **Before:**\n        ```\n        Code before 2\n        ```\n    - **After:**\n        ```\n        Code after 2\n        ```\n\n</details>\
 """
         assert convert_to_markdown(input_data).strip() == expected_output.strip()
 
@@ -113,5 +91,5 @@ class TestConvertToMarkdown:
             'General PR suggestions': {},
             'Code suggestions': {}
         }
-        expected_output = ""
+        expected_output = ''
         assert convert_to_markdown(input_data).strip() == expected_output.strip()