rifft-sdk 0.1.1

Cross-framework debugger for multi-agent AI systems

rifft-sdk

Python SDK for Rifft, a cross-framework debugger for multi-agent AI systems.

rifft-sdk lets you instrument Python agents, spans, handoffs, tool calls, and decisions, then view the resulting trace in Rifft with communication graphs, timelines, replay, and MAST failure classification.

Install

pip install rifft-sdk

Quickstart

import rifft

rifft.init(service_name="my-agent-app")

@rifft.trace(agent_id="researcher", framework="custom")
def run_research():
    with rifft.span("tool.call"):
        return {"summary": "Agent trace debugging helps teams inspect handoffs."}

run_research()

By default, the SDK exports OTLP traces to the local Rifft collector.

What You Get

• trace capture for Python multi-agent workflows
• agent and tool spans with timing and cost metadata
• communication edges and handoff visibility
• compatibility with Rifft adapters such as CrewAI, AutoGen, and MCP

Links

• Repository: https://github.com/rifft-dev/rifft
• Issues: https://github.com/rifft-dev/rifft/issues