The app.py and app_llama3.py files use SerperDevTool while app_deep_seek.py uses FireCrawlWebSearchTool. This inconsistency may lead to unexpected behavior when switching between the apps, as each uses a different web search mechanism, potentially yielding different and incomparable results for the same queries. Consider standardizing the web search tool across all applications for consistent behavior.