I have tried with MLFlow, LangTrace and AgentOps but do not see the detailed request and response for Tools such as ScrapeWebsiteTool. I do see entries in the trace but the details are not there. The trace nicely shows the LLM calls with the System, User and Assistance entries however the other non LLM trace details are not present to the level of detail needed.
For example, if the Agent is calling the website and getting some information, like to see the query and response. If the LLM calls has some information passed in the input (eg RAG), I like to see exactly how the Agent got this information in the first instance.
I have followed the docs on how to enable logging for each of these monitoring tools.