Tool Calling And Function Integration With Structured I O

via “tool calling and function invocation for agent workflows”

Run LLMs locally — simple CLI, model registry, OpenAI-compatible API, automatic GPU detection.

Unique: Integrates tool calling into the same chat completion API as text generation, allowing seamless switching between text-only and tool-calling requests. Tool schemas are passed per-request rather than pre-registered, enabling dynamic tool availability based on context.

vs others: More flexible than hardcoded tool integrations because tools are defined per-request; simpler than building custom agent frameworks because tool calling is native to the API; more transparent than opaque agent libraries because tool calls are returned as structured JSON for explicit application handling.