Connect RAG AI applications with leading AI model and LLM providers using Ragfish. Build flexible RAG AI agents and assistants with secure, context-aware model integrations. Build AI applications with the freedom to choose your preferred Large Language Model (LLM) and embedding provider. Ragfish separates AI integrations into dedicated provider packages, making it easy to build, switch, and scale without changing your application's architecture. Large Language Models are evolving rapidly. Every provider offers different strengths, pricing, performance, deployment options, and capabilities.One of Ragfish's design principles is that applications should not depend on a specific AI vendor. Instead, your application communicates with the Ragfish Core Framework, which delegates AI operations to the configured provider.