static audit · 2026-10-25T20:30:59.425Z

mckaywrigley/chatbot-ui

120 source files scanned · 10 LLM call site(s) · ~0% of LLM spend looks recoverable (static heuristics · repo looks like an app)

![TokenZero audit](https://tokenzero.sh/v1/badge/audit/aud_aY550T4NGes_Vu30SsC47A.svg)

[![LLM spend audited by TokenZero](https://tokenzero.sh/v1/badge/repo/mckaywrigley/chatbot-ui.svg)](https://tokenzero.sh/audit/mckaywrigley/chatbot-ui)

Models referenced

gpt-4-vision-preview ×2

Findings

Severity	Where	Finding	Est.
info	`app/api/chat/openai/route.ts:27`	Unrecognised model id "gpt-4-vision-preview" Not in the current pricing table: it may be retired or renamed. Retired models return errors or are silently remapped by some providers. Fix: Check the provider model list; TokenZero flags unpriced models in `X-TokenZero-Warning`.	0%

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