static audit · 2026-10-25T20:30:46.557Z

openai/openai-agents-python

115 source files scanned · 4 LLM call site(s) · ~0% of LLM spend looks recoverable (static heuristics · repo looks like a library)

Library/SDK layout detected (Python package "openai-agents" is an LLM SDK/framework): call sites are most likely pass-through wrappers where the caller chooses the model and prompt, so findings are downgraded one level and the estimate is discounted.

badge   ![TokenZero audit](https://tokenzero.sh/v1/badge/audit/aud_P_jrNlkBi87ncy5Bq3xriQ.svg)

repo badge   [![LLM spend audited by TokenZero](https://tokenzero.sh/v1/badge/repo/openai/openai-agents-python.svg)](https://tokenzero.sh/audit/openai/openai-agents-python)

Models referenced

none detected

Findings

No token-waste patterns detected in the scanned files.

Fix all of it with one line

OPENAI_BASE_URL=https://tokenzero.sh/v1
ANTHROPIC_BASE_URL=https://tokenzero.sh

Keys pass through untouched. Cache formatting and exact caching are on by default; cascade routing stays opt-in. How it works