diff --git a/examples/ecommerce/runner.py b/examples/ecommerce/runner.py
index 0a3533fc..e9b4ef2d 100644
--- a/examples/ecommerce/runner.py
+++ b/examples/ecommerce/runner.py
@@ -60,7 +60,7 @@ def setup_logging():
 shoe_conversation = [
     "SalesBot: Hi, I'm Allbirds Assistant! How can I help you today?",
     "John: Hi, I'm looking for a new pair of shoes.",
-    'SalesBot: Of course! What kinde of material are you looking for?',
+    'SalesBot: Of course! What kind of material are you looking for?',
     "John: I'm looking for shoes made out of wool",
     """SalesBot: We have just what you are looking for, how do you like our Men's SuperLight Wool Runners 
     - Dark Grey (Medium Grey Sole)? They use the SuperLight Foam technology.""",
diff --git a/examples/langgraph-agent/agent.ipynb b/examples/langgraph-agent/agent.ipynb
index cef3df7d..be69409d 100644
--- a/examples/langgraph-agent/agent.ipynb
+++ b/examples/langgraph-agent/agent.ipynb
@@ -540,7 +540,7 @@
     "submit_button = widgets.Button(description='Send')\n",
     "submit_button.on_click(on_submit)\n",
     "\n",
-    "conversation_output.append_stdout('Asssistant: Hello, how can I help you find shoes today?')\n",
+    "conversation_output.append_stdout('Assistant: Hello, how can I help you find shoes today?')\n",
     "\n",
     "display(widgets.VBox([input_box, submit_button, conversation_output]))"
    ]
diff --git a/graphiti_core/driver/kuzu_driver.py b/graphiti_core/driver/kuzu_driver.py
index 8a04a4ac..fb773d55 100644
--- a/graphiti_core/driver/kuzu_driver.py
+++ b/graphiti_core/driver/kuzu_driver.py
@@ -134,7 +134,7 @@ class KuzuDriver(GraphDriver):
         return KuzuDriverSession(self)
 
     async def close(self):
-        # Do not explicity close the connection, instead rely on GC.
+        # Do not explicitly close the connection, instead rely on GC.
         pass
 
     def delete_all_indexes(self, database_: str):
diff --git a/graphiti_core/llm_client/client.py b/graphiti_core/llm_client/client.py
index 0f51dc04..11abbd29 100644
--- a/graphiti_core/llm_client/client.py
+++ b/graphiti_core/llm_client/client.py
@@ -86,7 +86,7 @@ class LLMClient(ABC):
         self.tracer = tracer
 
     def _clean_input(self, input: str) -> str:
-        """Clean input string of invalid unicode and control characters.
+        """Clean input string of invalid Unicode and control characters.
 
         Args:
             input: Raw input string to be cleaned
@@ -97,7 +97,7 @@ class LLMClient(ABC):
         # Clean any invalid Unicode
         cleaned = input.encode('utf-8', errors='ignore').decode('utf-8')
 
-        # Remove zero-width characters and other invisible unicode
+        # Remove zero-width characters and other invisible Unicode
         zero_width = '\u200b\u200c\u200d\ufeff\u2060'
         for char in zero_width:
             cleaned = cleaned.replace(char, '')
diff --git a/mcp_server/README.md b/mcp_server/README.md
index e43dc1d5..b4ca960b 100644
--- a/mcp_server/README.md
+++ b/mcp_server/README.md
@@ -239,7 +239,7 @@ This will start the database(s) and the Graphiti MCP server(s). The Docker setup
 - Installs dependencies from the `pyproject.toml` file
 - Connects to the database container using the environment variables
 - Exposes the server on port 8000 (Neo4j) or 8001 (FalkorDB) for HTTP-based SSE transport
-- Includes healthchecks to ensure databases are fully operational before starting the MCP server
+- Includes health checks to ensure databases are fully operational before starting the MCP server
 
 ## Integrating with MCP Clients