diff --git a/src/smolagents/agents.py b/src/smolagents/agents.py
index 05be772..d8c8c4f 100644
--- a/src/smolagents/agents.py
+++ b/src/smolagents/agents.py
@@ -60,7 +60,7 @@ from .utils import (
     AgentMaxStepsError,
     AgentParsingError,
     console,
-    parse_code_blob,
+    parse_code_blobs,
     parse_json_tool_call,
     truncate_content,
 )
@@ -894,7 +894,7 @@ class CodeAgent(MultiStepAgent):
             )
             llm_output = self.model(
                 self.input_messages,
-                stop_sequences=["<end_action>", "Observation:"],
+                stop_sequences=["<end_code>", "Observation:"],
                 **additional_args,
             )
             log_entry.llm_output = llm_output
@@ -920,7 +920,7 @@ class CodeAgent(MultiStepAgent):
 
         # Parse
         try:
-            code_action = fix_final_answer_code(parse_code_blob(llm_output))
+            code_action = fix_final_answer_code(parse_code_blobs(llm_output))
         except Exception as e:
             error_msg = (
                 f"Error in code parsing:\n{e}\nMake sure to provide correct code blobs."
diff --git a/src/smolagents/models.py b/src/smolagents/models.py
index 4c66b23..32d08f4 100644
--- a/src/smolagents/models.py
+++ b/src/smolagents/models.py
@@ -39,12 +39,12 @@ logger = logging.getLogger(__name__)
 
 DEFAULT_JSONAGENT_REGEX_GRAMMAR = {
     "type": "regex",
-    "value": 'Thought: .+?\\nAction:\\n\\{\\n\\s{4}"action":\\s"[^"\\n]+",\\n\\s{4}"action_input":\\s"[^"\\n]+"\\n\\}\\n<end_action>',
+    "value": 'Thought: .+?\\nAction:\\n\\{\\n\\s{4}"action":\\s"[^"\\n]+",\\n\\s{4}"action_input":\\s"[^"\\n]+"\\n\\}\\n<end_code>',
 }
 
 DEFAULT_CODEAGENT_REGEX_GRAMMAR = {
     "type": "regex",
-    "value": "Thought: .+?\\nCode:\\n```(?:py|python)?\\n(?:.|\\s)+?\\n```<end_action>",
+    "value": "Thought: .+?\\nCode:\\n```(?:py|python)?\\n(?:.|\\s)+?\\n```<end_code>",
 }
 
 try:
diff --git a/src/smolagents/utils.py b/src/smolagents/utils.py
index fe006fd..4e3e727 100644
--- a/src/smolagents/utils.py
+++ b/src/smolagents/utils.py
@@ -105,11 +105,11 @@ def parse_json_blob(json_blob: str) -> Dict[str, str]:
         raise ValueError(f"Error in parsing the JSON blob: {e}")
 
 
-def parse_code_blob(code_blob: str) -> str:
+def parse_code_blobs(code_blob: str) -> str:
     """Parses the LLM's output to get any code blob inside. Will retrun the code directly if it's code."""
     pattern = r"```(?:py|python)?\n(.*?)\n```"
-    match = re.search(pattern, code_blob, re.DOTALL)
-    if match is None:
+    matches = re.findall(pattern, code_blob, re.DOTALL)
+    if len(matches) == 0:
         try:  # Maybe the LLM outputted a code blob directly
             ast.parse(code_blob)
             return code_blob
@@ -123,7 +123,7 @@ The code blob is invalid, because the regex pattern {pattern} was not found in {
 Code:
 ```py
 final_answer("YOUR FINAL ANSWER HERE")
-```<end_action>""".strip()
+```<end_code>""".strip()
             )
         raise ValueError(
             f"""
@@ -132,9 +132,9 @@ Thoughts: Your thoughts
 Code:
 ```py
 # Your python code here
-```<end_action>""".strip()
+```<end_code>""".strip()
         )
-    return match.group(1).strip()
+    return "\n\n".join(match.strip() for match in matches)
 
 
 def parse_json_tool_call(json_blob: str) -> Tuple[str, Union[str, None]]:
diff --git a/tests/test_utils.py b/tests/test_utils.py
index 1ec6343..0a661a3 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -15,16 +15,16 @@
 import unittest
 import pytest
 
-from smolagents.utils import parse_code_blob
+from smolagents.utils import parse_code_blobs
 
 
 class AgentTextTests(unittest.TestCase):
-    def test_parse_code_blob(self):
+    def test_parse_code_blobs(self):
         with pytest.raises(ValueError):
-            parse_code_blob("Wrong blob!")
+            parse_code_blobs("Wrong blob!")
 
         # Parsing mardkwon with code blobs should work
-        output = parse_code_blob("""
+        output = parse_code_blobs("""
 Here is how to solve the problem:
 Code:
 ```py
@@ -35,5 +35,25 @@ import numpy as np
 
         # Parsing code blobs should work
         code_blob = "import numpy as np"
-        output = parse_code_blob(code_blob)
+        output = parse_code_blobs(code_blob)
         assert output == code_blob
+
+    def test_multiple_code_blobs(self):
+        test_input = """Here's a function that adds numbers:
+```python
+def add(a, b):
+    return a + b
+```
+And here's a function that multiplies them:
+```py
+def multiply(a, b):
+    return a * b
+```"""
+
+        expected_output = """def add(a, b):
+    return a + b
+
+def multiply(a, b):
+    return a * b"""
+        result = parse_code_blobs(test_input)
+        assert result == expected_output