BigQuery Agent Analytics SDK

Skill by ara.so — Data Skills collection

The BigQuery Agent Analytics SDK is an open-source Python toolkit for analyzing AI agent telemetry stored in BigQuery. It provides observability (trace reconstruction, DAG visualization), evaluation (LLM-as-Judge, trajectory matching, multi-trial pass@k), and advanced analytics (Agent Context Graph for decision-trace extraction, drift detection, memory service). Built on top of BigQuery Agent Analytics, it's designed for ML engineers running agents in production who need to measure quality, understand behavior, and detect regressions at scale.

Installation

# Core SDK
pip install bigquery-agent-analytics

# With LLM judge support
pip install bigquery-agent-analytics[llm]

# With BigFrames support
pip install bigquery-agent-analytics[bigframes]