diff --git a/scripts/interpreter/gen_commit.py b/scripts/interpreter/gen_commit.py
index cbba628..9300a7e 100755
--- a/scripts/interpreter/gen_commit.py
+++ b/scripts/interpreter/gen_commit.py
@@ -8,64 +8,57 @@ load_dotenv()
 
 
 def get_git_credentials():
-    """Retrieve Git credentials and project path from command-line arguments."""
     if len(sys.argv) != 4:
         print("Usage: python gen_commit.py <GIT_USER> <GIT_PASS> <PROJECT_PATH>")
         sys.exit(1)
     return sys.argv[1], sys.argv[2], sys.argv[3]
 
 
+def get_git_diff(project_path):
+    """Run git diff and return the output."""
+    result = os.popen(f'cd "{project_path}" && git diff').read()
+    return result.strip()
+
+
 def gen_commit(project_path):
-    """Generate commit message using OpenInterpreter based on git diff."""
+    """Generate commit message using OpenInterpreter based on git diff output."""
     agent = OpenInterpreter()
     agent.llm.model = "gpt-4o"
     agent.auto_run = True
 
-    # Read convention and git commit guidance
     convention_path = os.path.join(os.path.dirname(__file__), "resources/commit_convention.md")
-    git_commit_path = os.path.join(os.path.dirname(__file__), "resources/git_commit.md")
-
     with open(convention_path, "r") as f:
         convention_content = f.read()
-    with open(git_commit_path, "r") as f:
-        git_commit_content = f.read()
 
     agent.system_message = f"""
-You are a helpful assistant that generates commit messages based on uncommitted code.
+You are a helpful assistant that generates concise, conventional commit messages based on code diffs.
 
-Follow these rules:
-1. Use English.
-2. Be concise and follow this format:
+Guidelines:
+- Use English.
+- Do not include explanations—only output a single-line commit message.
+- Follow this convention:
 {convention_content}
-
-3. Use these git commands to analyze changes as you see fit:
-{git_commit_content}
-
-4. Only return the commit message. Do not add explanation or extra output.
 """
 
+    diff_output = get_git_diff(project_path)
+    if not diff_output:
+        return "chore: no changes to commit"
+
     prompt = f"""
-Generate a commit message based on the following changes in the project directory:
+Analyze the following git diff and generate a commit message:
 
-cd {project_path}
-
-Check uncommitted changes and generate a commit message.
 """
 
     response = agent.chat(prompt)
-
-    if isinstance(response, list) and len(response) > 0:
-        if isinstance(response[-1], dict) and "content" in response[-1]:
-            return response[-1]["content"].strip()
+    if isinstance(response, list) and response and isinstance(response[-1], dict) and "content" in response[-1]:
+        return response[-1]["content"].strip()
     return str(response).strip()
 
 
 async def get_submodule_info():
-    """Retrieve mapping of submodule paths to their names."""
     proc = await asyncio.create_subprocess_exec(
         "git", "config", "--file", ".gitmodules", "--get-regexp", r"^submodule\..*\.path$",
-        stdout=asyncio.subprocess.PIPE,
-        stderr=asyncio.subprocess.PIPE,
+        stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE,
     )
     stdout, stderr = await proc.communicate()
 
@@ -85,17 +78,14 @@ async def get_submodule_info():
 
 
 async def commit_and_push_submodules():
-    """Generate commits and push changes for each modified submodule."""
     print("Checking for submodule changes...")
     submodule_info = await get_submodule_info()
 
     proc = await asyncio.create_subprocess_shell(
         "git submodule foreach --quiet 'if [ -n \"$(git status --porcelain)\" ]; then echo $path; fi'",
-        stdout=asyncio.subprocess.PIPE,
-        stderr=asyncio.subprocess.PIPE,
+        stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE,
     )
     stdout, stderr = await proc.communicate()
-
     if stderr:
         print(f"Error checking submodules:\n{stderr.decode()}")
         return
@@ -111,15 +101,11 @@ async def commit_and_push_submodules():
         name = submodule_info.get(abs_path, submodule_path)
         print(f"Processing submodule: {name} at {abs_path}")
 
-        # Generate commit message
         commit_msg = gen_commit(abs_path)
 
-        # Get remote URL
         proc = await asyncio.create_subprocess_exec(
             "git", "remote", "get-url", "origin",
-            cwd=abs_path,
-            stdout=asyncio.subprocess.PIPE,
-            stderr=asyncio.subprocess.PIPE,
+            cwd=abs_path, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE,
         )
         stdout, stderr = await proc.communicate()
         if stderr:
@@ -129,7 +115,6 @@ async def commit_and_push_submodules():
         remote_url = stdout.decode().strip().replace(".git", "").replace("https://", "")
         remote_url = f"https://{git_user}:{git_pass}@{remote_url}"
 
-        # Commit and push
         commands = [
             f"cd {abs_path} && git add .",
             f'cd {abs_path} && git commit -m "{commit_msg}" || true',
@@ -148,17 +133,13 @@ async def commit_and_push_submodules():
 
 
 async def push_code():
-    """Main routine: commit and push changes for main repo and submodules."""
     git_user, git_pass, project_path = get_git_credentials()
-
     os.chdir(project_path)
     print(f"Changed to project path: {project_path}")
 
-    # Get main repo remote URL
     proc = await asyncio.create_subprocess_exec(
         "git", "remote", "get-url", "origin",
-        stdout=asyncio.subprocess.PIPE,
-        stderr=asyncio.subprocess.PIPE,
+        stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE,
     )
     stdout, stderr = await proc.communicate()
     if stderr:
@@ -166,10 +147,8 @@ async def push_code():
     git_repo = stdout.decode().strip().replace(".git", "").replace("https://", "")
     remote_url = f"https://{git_user}:{git_pass}@{git_repo}"
 
-    # Handle submodules
     await commit_and_push_submodules()
 
-    # Generate and commit main repo
     commit_msg = gen_commit(project_path)
     print(f"Generated commit message:\n{commit_msg}\n")