Braintrust Google ADK integration
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Project description
braintrust-adk
SDK for integrating Braintrust with Google ADK (Agent Development Kit). This package provides automatic tracing and logging of ADK agent executions to Braintrust.
Installation
pip install braintrust-adk
Requirements
- Python >= 3.9
- Google ADK >= 1.9.0
- Braintrust Dataplane >= 1.1.19 (applicable only for hybrid deployment customers)
- Braintrust (with Otel support) >= 0.2.1
Quick Start
The braintrust-adk integration automatically traces your ADK agents' execution, including:
- Agent invocations and responses
- Tool calls and their results
- Parallel execution flows
- Multi-step agent reasoning
Basic Usage
from google.adk.agents import LlmAgent
from braintrust_adk import setup_braintrust
# Initialize Braintrust tracing
setup_braintrust(
api_key="your-api-key", # Or set BRAINTRUST_API_KEY env var
project_name="my-adk-project" # Optional: defaults to "default-google-adk-py"
)
# Create your ADK agent as normal
agent = LlmAgent(
tools=[get_weather, get_current_time],
model="gemini-2.0-flash-exp",
system_instruction="You are a helpful assistant that can check weather and time."
)
# Use the agent - all interactions are automatically traced to Braintrust
response = agent.send_message("What's the weather like in New York?")
print(response.text)
Environment Variables
You can configure the integration using environment variables:
# Required for Braintrust tracing
export BRAINTRUST_API_KEY="your-api-key"
# Optional: specify project name or ID
export BRAINTRUST_PARENT="project_name:my-project"
# or
export BRAINTRUST_PARENT="project_id:your-project-id"
# Optional: enable debug logging
export OTEL_DEBUG="true"
Advanced Configuration
Using Project ID
If you know your Braintrust project ID, you can use it directly:
setup_braintrust(
api_key="your-api-key",
project_id="your-project-id" # Use project ID instead of name
)
Custom Tools with Tracing
The integration automatically traces all tool calls made by your agents:
def get_weather(city: str) -> dict:
"""Get weather for a city."""
# Your implementation here
return {"status": "success", "temperature": 72, "city": city}
def search_flights(origin: str, destination: str, date: str) -> dict:
"""Search for flights."""
# Your implementation here
return {"flights": [...]}
# Create agent with multiple tools
agent = LlmAgent(
tools=[get_weather, search_flights],
model="gemini-2.0-flash-exp",
system_instruction="You are a travel assistant."
)
# All tool calls are automatically traced
response = agent.send_message(
"I need to fly from NYC to LA tomorrow. What's the weather like in LA?"
)
Examples
The examples/ directory contains complete working examples:
Viewing Traces in Braintrust
Once you've set up the integration, you can view your traces in the Braintrust dashboard:
- Navigate to your project in Braintrust
- Click on "Logs" to see all agent executions
- Click on any log entry to see the full trace including:
- Agent reasoning steps
- Tool calls and responses
- Token usage and latency metrics
- Any errors or warnings
Development
To contribute to this integration:
# Clone the repository
git clone https://github.com/braintrustdata/sdk.git
cd sdk/integrations/adk-py
# Install in development mode
pip install -e ".[dev]"
# Run examples
cd examples
make dev
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