AmritaCoreNext-Generation AI Agent Framework

Streaming output · Tool calling · MCP integration · Event-driven — Build agents that think and act

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Streaming & Fully Async

Real-time token-by-token streaming with native async/await throughout the entire pipeline — from template rendering to LLM response delivery.

🔧

First-class tool calling with JSON Schema validation, MCP protocol support, and a simple decorator API for custom tools — no boilerplate required.

🎯

Swap between ReAct, Hybrid, and custom strategies. Built-in counter guard, rollback on failure, and suspend/resume hooks for full control.

🎣

Intercept every stage — pre-completion, post-completion, tool calls, and LLM fallback. Modify messages, inject context, or log responses on the fly.