diff --git a/vision_agent/agent/vision_agent.py b/vision_agent/agent/vision_agent.py
index 29e9dee6..2c7febf5 100644
--- a/vision_agent/agent/vision_agent.py
+++ b/vision_agent/agent/vision_agent.py
@@ -14,13 +14,7 @@
     VA_CODE,
 )
 from vision_agent.lmm import LMM, AnthropicLMM, Message, OpenAILMM
-from vision_agent.tools import (
-    META_TOOL_DOCSTRING,
-    extract_frames,
-    load_image,
-    save_image,
-    save_video,
-)
+from vision_agent.tools import META_TOOL_DOCSTRING
 from vision_agent.tools.meta_tools import (
     Artifacts,
     check_and_load_image,
diff --git a/vision_agent/agent/vision_agent_coder.py b/vision_agent/agent/vision_agent_coder.py
index 2efc7a50..2d29a8bf 100644
--- a/vision_agent/agent/vision_agent_coder.py
+++ b/vision_agent/agent/vision_agent_coder.py
@@ -2,12 +2,10 @@
 import logging
 import os
 import sys
-import tempfile
 from json import JSONDecodeError
 from pathlib import Path
 from typing import Any, Callable, Dict, List, Optional, Sequence, Tuple, Union, cast
 
-from PIL import Image
 from rich.console import Console
 from rich.style import Style
 from rich.syntax import Syntax
@@ -776,11 +774,11 @@ def chat_with_workflow(
                     verbosity=self.verbosity,
                 )
                 best_plan = plan_thoughts["best_plan"]
-                plan_thoughts = plan_thoughts["thoughts"]
+                plan_thoughts_str = plan_thoughts["thoughts"]
             else:
                 best_plan = list(plans.keys())[0]
                 tool_output_str = ""
-                plan_thoughts = ""
+                plan_thoughts_str = ""
 
             if best_plan in plans and best_plan in tool_infos:
                 plan_i = plans[best_plan]
@@ -815,7 +813,7 @@ def chat_with_workflow(
                 + "\n-".join([e for e in plan_i["instructions"]]),
                 tool_info=tool_info,
                 tool_output=tool_output_str,
-                plan_thoughts=plan_thoughts,
+                plan_thoughts=plan_thoughts_str,
                 tool_utils=T.UTILITIES_DOCSTRING,
                 working_memory=working_memory,
                 coder=self.coder,