diff --git a/libs/core/langchain_core/runnables/graph.py b/libs/core/langchain_core/runnables/graph.py
index 0298b3c72fd..48a68d58fd5 100644
--- a/libs/core/langchain_core/runnables/graph.py
+++ b/libs/core/langchain_core/runnables/graph.py
@@ -117,12 +117,12 @@ class CurveStyle(Enum):
 
 
 @dataclass
-class NodeColors:
+class NodeStyles:
     """Schema for Hexadecimal color codes for different node types"""
 
-    start: str = "#ffdfba"
-    end: str = "#baffc9"
-    other: str = "#fad7de"
+    default: str = "fill:#f2f0ff,line-height:1.2"
+    first: str = "fill-opacity:0"
+    last: str = "fill:#bfb6fc"
 
 
 class MermaidDrawMethod(Enum):
@@ -447,9 +447,7 @@ class Graph:
         *,
         with_styles: bool = True,
         curve_style: CurveStyle = CurveStyle.LINEAR,
-        node_colors: NodeColors = NodeColors(
-            start="#ffdfba", end="#baffc9", other="#fad7de"
-        ),
+        node_colors: NodeStyles = NodeStyles(),
         wrap_label_n_words: int = 9,
     ) -> str:
         from langchain_core.runnables.graph_mermaid import draw_mermaid
@@ -465,7 +463,7 @@ class Graph:
             last_node=last_node.id if last_node else None,
             with_styles=with_styles,
             curve_style=curve_style,
-            node_colors=node_colors,
+            node_styles=node_colors,
             wrap_label_n_words=wrap_label_n_words,
         )
 
@@ -473,9 +471,7 @@ class Graph:
         self,
         *,
         curve_style: CurveStyle = CurveStyle.LINEAR,
-        node_colors: NodeColors = NodeColors(
-            start="#ffdfba", end="#baffc9", other="#fad7de"
-        ),
+        node_colors: NodeStyles = NodeStyles(),
         wrap_label_n_words: int = 9,
         output_file_path: Optional[str] = None,
         draw_method: MermaidDrawMethod = MermaidDrawMethod.API,
diff --git a/libs/core/langchain_core/runnables/graph_mermaid.py b/libs/core/langchain_core/runnables/graph_mermaid.py
index 09741c07592..877cb109303 100644
--- a/libs/core/langchain_core/runnables/graph_mermaid.py
+++ b/libs/core/langchain_core/runnables/graph_mermaid.py
@@ -8,7 +8,7 @@ from langchain_core.runnables.graph import (
     Edge,
     MermaidDrawMethod,
     Node,
-    NodeColors,
+    NodeStyles,
 )
 
 
@@ -20,7 +20,7 @@ def draw_mermaid(
     last_node: Optional[str] = None,
     with_styles: bool = True,
     curve_style: CurveStyle = CurveStyle.LINEAR,
-    node_colors: NodeColors = NodeColors(),
+    node_styles: NodeStyles = NodeStyles(),
     wrap_label_n_words: int = 9,
 ) -> str:
     """Draws a Mermaid graph using the provided graph data
@@ -49,23 +49,27 @@ def draw_mermaid(
     if with_styles:
         # Node formatting templates
         default_class_label = "default"
-        format_dict = {default_class_label: "{0}([{1}]):::otherclass"}
+        format_dict = {default_class_label: "{0}({1})"}
         if first_node is not None:
-            format_dict[first_node] = "{0}[{0}]:::startclass"
+            format_dict[first_node] = "{0}([{0}]):::first"
         if last_node is not None:
-            format_dict[last_node] = "{0}[{0}]:::endclass"
+            format_dict[last_node] = "{0}([{0}]):::last"
 
         # Add nodes to the graph
         for key, node in nodes.items():
             label = node.name.split(":")[-1]
             if node.metadata:
-                label = f"<strong>{label}</strong>\n" + "\n".join(
-                    f"{key} = {value}" for key, value in node.metadata.items()
+                label = (
+                    f"{label}<hr/>\n<small><em>"
+                    + "\n".join(
+                        f"{key} = {value}" for key, value in node.metadata.items()
+                    )
+                    + "</em></small>"
                 )
             node_label = format_dict.get(key, format_dict[default_class_label]).format(
                 _escape_node_label(key), label
             )
-            mermaid_graph += f"\t{node_label};\n"
+            mermaid_graph += f"\t{node_label}\n"
 
     subgraph = ""
     # Add edges to the graph
@@ -89,16 +93,14 @@ def draw_mermaid(
             words = str(edge_data).split()  # Split the string into words
             # Group words into chunks of wrap_label_n_words size
             if len(words) > wrap_label_n_words:
-                edge_data = "<br>".join(
-                    [
-                        " ".join(words[i : i + wrap_label_n_words])
-                        for i in range(0, len(words), wrap_label_n_words)
-                    ]
+                edge_data = "&nbsp<br>&nbsp".join(
+                    " ".join(words[i : i + wrap_label_n_words])
+                    for i in range(0, len(words), wrap_label_n_words)
                 )
             if edge.conditional:
-                edge_label = f" -. {edge_data} .-> "
+                edge_label = f" -. &nbsp{edge_data}&nbsp .-> "
             else:
-                edge_label = f" -- {edge_data} --> "
+                edge_label = f" -- &nbsp{edge_data}&nbsp --> "
         else:
             if edge.conditional:
                 edge_label = " -.-> "
@@ -113,7 +115,7 @@ def draw_mermaid(
 
     # Add custom styles for nodes
     if with_styles:
-        mermaid_graph += _generate_mermaid_graph_styles(node_colors)
+        mermaid_graph += _generate_mermaid_graph_styles(node_styles)
     return mermaid_graph
 
 
@@ -122,11 +124,11 @@ def _escape_node_label(node_label: str) -> str:
     return re.sub(r"[^a-zA-Z-_0-9]", "_", node_label)
 
 
-def _generate_mermaid_graph_styles(node_colors: NodeColors) -> str:
+def _generate_mermaid_graph_styles(node_colors: NodeStyles) -> str:
     """Generates Mermaid graph styles for different node types."""
     styles = ""
-    for class_name, color in asdict(node_colors).items():
-        styles += f"\tclassDef {class_name}class fill:{color};\n"
+    for class_name, style in asdict(node_colors).items():
+        styles += f"\tclassDef {class_name} {style}\n"
     return styles
 
 
diff --git a/libs/core/tests/unit_tests/runnables/__snapshots__/test_graph.ambr b/libs/core/tests/unit_tests/runnables/__snapshots__/test_graph.ambr
index 6d92219bb71..af617e3c11c 100644
--- a/libs/core/tests/unit_tests/runnables/__snapshots__/test_graph.ambr
+++ b/libs/core/tests/unit_tests/runnables/__snapshots__/test_graph.ambr
@@ -34,19 +34,19 @@
   '''
   %%{init: {'flowchart': {'curve': 'linear'}}}%%
   graph TD;
-  	PromptInput[PromptInput]:::startclass;
-  	PromptTemplate([PromptTemplate]):::otherclass;
-  	FakeListLLM([<strong>FakeListLLM</strong>
-  key = 2]):::otherclass;
-  	CommaSeparatedListOutputParser([CommaSeparatedListOutputParser]):::otherclass;
-  	CommaSeparatedListOutputParserOutput[CommaSeparatedListOutputParserOutput]:::endclass;
+  	PromptInput([PromptInput]):::first
+  	PromptTemplate(PromptTemplate)
+  	FakeListLLM(FakeListLLM<hr/>
+  <small><em>key = 2</em></small>)
+  	CommaSeparatedListOutputParser(CommaSeparatedListOutputParser)
+  	CommaSeparatedListOutputParserOutput([CommaSeparatedListOutputParserOutput]):::last
   	PromptInput --> PromptTemplate;
   	PromptTemplate --> FakeListLLM;
   	CommaSeparatedListOutputParser --> CommaSeparatedListOutputParserOutput;
   	FakeListLLM --> CommaSeparatedListOutputParser;
-  	classDef startclass fill:#ffdfba;
-  	classDef endclass fill:#baffc9;
-  	classDef otherclass fill:#fad7de;
+  	classDef default fill:#f2f0ff,line-height:1.2
+  	classDef first fill-opacity:0
+  	classDef last fill:#bfb6fc
   
   '''
 # ---
@@ -1011,16 +1011,16 @@
   '''
   %%{init: {'flowchart': {'curve': 'linear'}}}%%
   graph TD;
-  	PromptInput[PromptInput]:::startclass;
-  	PromptTemplate([PromptTemplate]):::otherclass;
-  	FakeListLLM([FakeListLLM]):::otherclass;
-  	Parallel_as_list_as_str_Input([Parallel<as_list,as_str>Input]):::otherclass;
-  	Parallel_as_list_as_str_Output[Parallel_as_list_as_str_Output]:::endclass;
-  	CommaSeparatedListOutputParser([CommaSeparatedListOutputParser]):::otherclass;
-  	conditional_str_parser_input([conditional_str_parser_input]):::otherclass;
-  	conditional_str_parser_output([conditional_str_parser_output]):::otherclass;
-  	StrOutputParser([StrOutputParser]):::otherclass;
-  	XMLOutputParser([XMLOutputParser]):::otherclass;
+  	PromptInput([PromptInput]):::first
+  	PromptTemplate(PromptTemplate)
+  	FakeListLLM(FakeListLLM)
+  	Parallel_as_list_as_str_Input(Parallel<as_list,as_str>Input)
+  	Parallel_as_list_as_str_Output([Parallel_as_list_as_str_Output]):::last
+  	CommaSeparatedListOutputParser(CommaSeparatedListOutputParser)
+  	conditional_str_parser_input(conditional_str_parser_input)
+  	conditional_str_parser_output(conditional_str_parser_output)
+  	StrOutputParser(StrOutputParser)
+  	XMLOutputParser(XMLOutputParser)
   	PromptInput --> PromptTemplate;
   	PromptTemplate --> FakeListLLM;
   	Parallel_as_list_as_str_Input --> CommaSeparatedListOutputParser;
@@ -1032,9 +1032,9 @@
   	Parallel_as_list_as_str_Input --> conditional_str_parser_input;
   	conditional_str_parser_output --> Parallel_as_list_as_str_Output;
   	FakeListLLM --> Parallel_as_list_as_str_Input;
-  	classDef startclass fill:#ffdfba;
-  	classDef endclass fill:#baffc9;
-  	classDef otherclass fill:#fad7de;
+  	classDef default fill:#f2f0ff,line-height:1.2
+  	classDef first fill-opacity:0
+  	classDef last fill:#bfb6fc
   
   '''
 # ---
@@ -1061,14 +1061,14 @@
   '''
   %%{init: {'flowchart': {'curve': 'linear'}}}%%
   graph TD;
-  	StrOutputParserInput[StrOutputParserInput]:::startclass;
-  	StrOutputParser([StrOutputParser]):::otherclass;
-  	StrOutputParserOutput[StrOutputParserOutput]:::endclass;
+  	StrOutputParserInput([StrOutputParserInput]):::first
+  	StrOutputParser(StrOutputParser)
+  	StrOutputParserOutput([StrOutputParserOutput]):::last
   	StrOutputParserInput --> StrOutputParser;
   	StrOutputParser --> StrOutputParserOutput;
-  	classDef startclass fill:#ffdfba;
-  	classDef endclass fill:#baffc9;
-  	classDef otherclass fill:#fad7de;
+  	classDef default fill:#f2f0ff,line-height:1.2
+  	classDef first fill-opacity:0
+  	classDef last fill:#bfb6fc
   
   '''
 # ---