Working with Agent Frameworks

vLLora works out of the box with any OpenAI-compatible API and provides better tracing locally.

However, you can use the vLLora Python package with certain agent frameworks to further enhance the tracing experience with deeper integration and framework-specific insights.

Prerequisites

Install the vLLora Python package for your framework:

pip install 'vllora[adk]'       # For Google ADK
pip install 'vllora[openai]'    # For OpenAI Agents SDK

Quick Start

Import and initialize once at the start of your script, before creating or running any agents:

from vllora.<framework> import init

init()

# ...then your existing agent setup...

This enhances vLLora's tracing with framework-specific details like agent workflows, tool calls, and multi-step execution paths.

GitHub Repo: https://github.com/vllora/vllora-python

Choose Your Framework

📄️ Google ADK

Enable end-to-end tracing for your Google ADK agents by installing the vLLora Python package with the ADK feature flag.

📄️ OpenAI Agents SDK

Enable end-to-end tracing for your OpenAI agents by installing the vLLora Python package with the OpenAI feature flag.

Select a framework above to see detailed integration guides with installation instructions, code examples, and best practices for tracing your agents.

Coming Soon

Support for additional frameworks is in development:

• LangGraph
• CrewAI
• Agno

Further Documentation

For full documentation, check out the vLLora GitHub repository.