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RubyLLM simplifies AI integration with a unified Ruby API for various models and functionalities.

llama.cpp enables high-performance LLM inference in C/C++, supporting various hardware and model types.

Jan is an open-source alternative to ChatGPT that runs offline, ensuring privacy and control over AI interactions.

MCP Toolbox is an open source server that simplifies database management and enhances AI tool integration.