In our experience with LLM-based code analysis, the signal-to-noise ratio is the thing that determines whether teams actually use the tool or just forget about it after a week.
The semantic/behavioral analysis we built to hunt for these Telnyx/LiteLLM zero-days is a new module we just pushed this weekend. You trigger it using the --supply-chain flag (which requires an Anthropic API key).
When run with that flag, it moves past the OSV database and runs the LangGraph intent analysis on the actual dependency code. I'll get the landing page updated today to make the --supply-chain flag and LLM capabilities more prominent.
""" The tool will:
Recursively find all package.json and requirements.txt files
Parse the dependencies
Query OSV
Display a beautiful report
"""