robonito-agent-tracing-sdk 0.1.0

Python package for tracing LLM-based agents

Robonito Agent Tracing SDK

Robonito Agent Tracing SDK is a Python library designed to trace and log the complete workflow of LLM-based agents.
It captures every step of an agent’s execution, including:

• LLM responses and reasoning steps
• Agent responses and decisions
• Tool call inputs and outputs
• Memory reads and writes
• Multi-agent interactions and workflow engagement

This SDK is ideal for agent testing, evaluation, and debugging in complex LLM systems.

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Features

• Multi-Agent Workflow Tracing: Capture interactions between multiple agents in a single workflow.
• LLM Response Logging: Trace prompts, parameters, and outputs from language models.
• Tool Tracing: Log external tool calls with input/output and tool name.
• Memory Tracing: Track reads and writes to the agent’s memory.
• Error Tracing: Capture exceptions and errors during execution.
• In-Memory Database: Lightweight, dependency-free, and runtime-safe storage of traces.
• Export & Integration: Send traces as JSON to evaluation systems or save to file.

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Installation

pip install robonito-agent-tracing-sdk