LiteLLM Proxy: Vertex AI Gemini Models Fail For Tools With Empty Parameters

Litellm maps exceptions across all supported providers to the openai exceptions. You can use litellm through either the proxy server or python sdk. Jul 11, 2025born out of the illustrious y combinator program, litellm is a lightweight, powerful abstraction layer that unifies llm api calls across providers — whether you’re calling openai,.

Litellm is an open-source python library that acts as a unified interface for large language models (llms). It allows us to connect with multiple ai providers such as openai, anthropic, google gemini,. The litellm proxy has streamlined our management of llms by standardizing logging, the openai api, and authentication for all models, significantly reducing operational complexities.

Sep 23, 2025litellm is an open-source python library that works as a universal translator for ai models. Jul 27, 2023litellm follows the google python style guide. Nov 12, 2024litellm simplifies this process by providing a unified interface for all your llm needs.

Litellm is a powerful open-source toolkit that revolutionizes how developers. Litellm brings order to the chaos of interacting with multiple large language models (llms). With support for over 100 models from providers like openai, azure, anthropic, and.