LLMFly AI is a unified platform for accessing leading AI models including GPT, Claude, Gemini, and Grok through a single API. It provides OpenAI-compatible API endpoints and works with developer tools such as Codex, Claude Code, Cursor, and custom applications. Developers can manage separate API keys, compare model pricing, monitor usage, and switch between supported models without maintaining separate provider integrations.


OpenAI-compatible is a lowest common denominator, and that is usually where these gateways leak. The things that do not map cleanly across providers: prompt caching, extended thinking, and the differences in tool-use and streaming event shapes. Do those pass through, say via a passthrough field, or are they dropped at the boundary? Prompt caching is the one I would put first, because you name Claude Code as a supported client. A long system prompt plus a growing conversation re-sent uncached on every turn is the difference between a sane bill and an absurd one. If caching does not survive the proxy, then "at lower cost" works against you on exactly the workload you are advertising. Second question: when a provider deprecates a model or changes a default, who absorbs it, you or the caller? A unified API is only worth the indirection if it is also a stability layer.


OpenAI-compatible is a lowest common denominator, and that is usually where these gateways leak. The things that do not map cleanly across providers: prompt caching, extended thinking, and the differences in tool-use and streaming event shapes. Do those pass through, say via a passthrough field, or are they dropped at the boundary? Prompt caching is the one I would put first, because you name Claude Code as a supported client. A long system prompt plus a growing conversation re-sent uncached on every turn is the difference between a sane bill and an absurd one. If caching does not survive the proxy, then "at lower cost" works against you on exactly the workload you are advertising. Second question: when a provider deprecates a model or changes a default, who absorbs it, you or the caller? A unified API is only worth the indirection if it is also a stability layer.
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