diff --git a/lib/crewai/src/crewai/agents/constants.py b/lib/crewai/src/crewai/agents/constants.py
index 326d53d02..14129d2e4 100644
--- a/lib/crewai/src/crewai/agents/constants.py
+++ b/lib/crewai/src/crewai/agents/constants.py
@@ -26,3 +26,9 @@ ACTION_REGEX: Final[re.Pattern[str]] = re.compile(
 ACTION_INPUT_ONLY_REGEX: Final[re.Pattern[str]] = re.compile(
     r"\s*Action\s*\d*\s*Input\s*\d*\s*:\s*(.*)", re.DOTALL
 )
+# Regex to match "Action: None" or similar non-action values (None, N/A, etc.)
+# This captures the action value and any text that follows it
+ACTION_NONE_REGEX: Final[re.Pattern[str]] = re.compile(
+    r"Action\s*\d*\s*:\s*(none|n/a|na|no action|no_action)(?:\s*[-:(]?\s*(.*))?",
+    re.IGNORECASE | re.DOTALL,
+)
diff --git a/lib/crewai/src/crewai/agents/parser.py b/lib/crewai/src/crewai/agents/parser.py
index c338e8360..ad8a7e775 100644
--- a/lib/crewai/src/crewai/agents/parser.py
+++ b/lib/crewai/src/crewai/agents/parser.py
@@ -12,6 +12,7 @@ from json_repair import repair_json  # type: ignore[import-untyped]
 from crewai.agents.constants import (
     ACTION_INPUT_ONLY_REGEX,
     ACTION_INPUT_REGEX,
+    ACTION_NONE_REGEX,
     ACTION_REGEX,
     FINAL_ANSWER_ACTION,
     MISSING_ACTION_AFTER_THOUGHT_ERROR_MESSAGE,
@@ -118,6 +119,34 @@ def parse(text: str) -> AgentAction | AgentFinish:
             thought=thought, tool=clean_action, tool_input=safe_tool_input, text=text
         )
 
+    # Check for "Action: None" or similar non-action values
+    # This handles cases where the LLM indicates it cannot/should not use a tool
+    action_none_match = ACTION_NONE_REGEX.search(text)
+    if action_none_match:
+        # Extract any additional content after "Action: None"
+        additional_content = action_none_match.group(2)
+        if additional_content:
+            additional_content = additional_content.strip()
+            # Remove trailing parenthesis if present (from patterns like "Action: None (reason)")
+            if additional_content.startswith("(") and ")" in additional_content:
+                additional_content = additional_content.split(")", 1)[-1].strip()
+            elif additional_content.startswith(")"):
+                additional_content = additional_content[1:].strip()
+
+        # Build the final answer from thought and any additional content
+        final_answer = thought
+        if additional_content:
+            if final_answer:
+                final_answer = f"{final_answer}\n\n{additional_content}"
+            else:
+                final_answer = additional_content
+
+        # If we still have no content, use a generic message
+        if not final_answer:
+            final_answer = "I cannot perform this action with the available tools."
+
+        return AgentFinish(thought=thought, output=final_answer, text=text)
+
     if not ACTION_REGEX.search(text):
         raise OutputParserError(
             f"{MISSING_ACTION_AFTER_THOUGHT_ERROR_MESSAGE}\n{_I18N.slice('final_answer_format')}",
diff --git a/lib/crewai/tests/agents/test_crew_agent_parser.py b/lib/crewai/tests/agents/test_crew_agent_parser.py
index f3076a036..71fa3c57d 100644
--- a/lib/crewai/tests/agents/test_crew_agent_parser.py
+++ b/lib/crewai/tests/agents/test_crew_agent_parser.py
@@ -360,3 +360,92 @@ def test_integration_valid_and_invalid():
 
 
 # TODO: ADD TEST TO MAKE SURE ** REMOVAL DOESN'T MESS UP ANYTHING
+
+
+# Tests for Action: None handling (Issue #4186)
+def test_action_none_basic():
+    """Test that 'Action: None' is parsed as AgentFinish."""
+    text = "Thought: I cannot use any tool for this.\nAction: None"
+    result = parser.parse(text)
+    assert isinstance(result, AgentFinish)
+    assert "I cannot use any tool for this." in result.output
+
+
+def test_action_none_with_reason_in_parentheses():
+    """Test 'Action: None (reason)' format."""
+    text = "Thought: The tool is not available.\nAction: None (direct response required)"
+    result = parser.parse(text)
+    assert isinstance(result, AgentFinish)
+    assert "The tool is not available." in result.output
+
+
+def test_action_none_lowercase():
+    """Test that 'Action: none' (lowercase) is handled."""
+    text = "Thought: I should respond directly.\nAction: none"
+    result = parser.parse(text)
+    assert isinstance(result, AgentFinish)
+    assert "I should respond directly." in result.output
+
+
+def test_action_na():
+    """Test that 'Action: N/A' is handled."""
+    text = "Thought: No action needed here.\nAction: N/A"
+    result = parser.parse(text)
+    assert isinstance(result, AgentFinish)
+    assert "No action needed here." in result.output
+
+
+def test_action_na_lowercase():
+    """Test that 'Action: n/a' (lowercase) is handled."""
+    text = "Thought: This requires a direct answer.\nAction: n/a"
+    result = parser.parse(text)
+    assert isinstance(result, AgentFinish)
+    assert "This requires a direct answer." in result.output
+
+
+def test_action_none_with_dash_separator():
+    """Test 'Action: None - reason' format."""
+    text = "Thought: I need to provide a direct response.\nAction: None - direct response"
+    result = parser.parse(text)
+    assert isinstance(result, AgentFinish)
+    assert "I need to provide a direct response." in result.output
+
+
+def test_action_none_with_additional_content():
+    """Test 'Action: None' with additional content after."""
+    text = "Thought: I analyzed the request.\nAction: None\nHere is my direct response to your question."
+    result = parser.parse(text)
+    assert isinstance(result, AgentFinish)
+    assert "I analyzed the request." in result.output
+
+
+def test_action_no_action():
+    """Test that 'Action: no action' is handled."""
+    text = "Thought: I will respond without using tools.\nAction: no action"
+    result = parser.parse(text)
+    assert isinstance(result, AgentFinish)
+    assert "I will respond without using tools." in result.output
+
+
+def test_action_none_without_thought():
+    """Test 'Action: None' without a thought prefix."""
+    text = "Action: None"
+    result = parser.parse(text)
+    assert isinstance(result, AgentFinish)
+    assert result.output == "I cannot perform this action with the available tools."
+
+
+def test_action_none_preserves_original_text():
+    """Test that the original text is preserved in the result."""
+    text = "Thought: I cannot delegate this task.\nAction: None"
+    result = parser.parse(text)
+    assert isinstance(result, AgentFinish)
+    assert result.text == text
+
+
+def test_action_none_with_colon_separator():
+    """Test 'Action: None: reason' format."""
+    text = "Thought: Direct response needed.\nAction: None: providing direct answer"
+    result = parser.parse(text)
+    assert isinstance(result, AgentFinish)
+    assert "Direct response needed." in result.output