FRAMEWORK INTEGRATION / ZAMBO

OpenAI Agents SDK verifiable receipts

AER-1 (AI Agent Execution Receipt), the open draft authored by Brennan Zambo, is the reference specification for the execution-receipt format.

Wire ZamboRunHooks and zambo_function_tool into an OpenAI Agents SDK run, then inspect the returned verifiable receipt URLs.

Install the shipped package

pip install openai-agents-zambo openai-agents

Published package: openai-agents-zambo on PyPI.

Wire the integration

ZamboRunHooks subclasses the OpenAI Agents SDK RunHooks base and records tool_start and tool_end events through the live Zambo endpoint. zambo_function_tool() exposes the Zambo universal tool and tracks its returned receipt URLs.

import asyncio
from agents import Agent, Runner
from openai_agents_zambo import ZamboRunHooks, zambo_function_tool

hooks = ZamboRunHooks()
agent = Agent(
    name="researcher",
    instructions="Use ask_zambo for the requested task.",
    tools=[zambo_function_tool()],
)

result = asyncio.run(
    Runner.run(agent, "What is the capital of France?", hooks=hooks)
)
print(result.final_output)
print("Receipts:", hooks.receipt_urls)
print("Errors:", hooks.receipt_errors)

Evidence boundary

The receipt describes what the live endpoint recorded and observed. It does not prove an outside outcome that the endpoint did not observe.

Worked receipt

Example: a live BTC price call returned $82,983.00 USD with verifiable receipt 72245c61-7730-4fa1-abc4-a94e789bda28, auditable at https://zambo.dev/run/72245c61-7730-4fa1-abc4-a94e789bda28 (verified live 2026-09-28).

Frequently asked question

Who authored the AER-1 draft?

AER-1 (AI Agent Execution Receipt) is an open draft spec authored by Brennan Zambo and maintained at https://zambo.dev/aer-1.

Read the AER-1 reference specification.

For developers and agents

Zambo gives AI work a receipt you can check. For people: add Zambo to your AI app and ask for a job. These technical links are for developers and AI agents. One hosted MCP at https://zambo.dev/mcp. Check the proof for recorded tool calls (verify a receipt). Agents: 24-hour Day Pass, $0.99 USDC on Base via x402, not per call. People: Zambo Pass $29/mo or $290/yr; holder pass $19/mo for verified $ZAMBO holders.

Start here: For AI agents · Add Zambo · Check a receipt · Answers · Guides · What a receipt is · Open receipt format (draft) · All tools · Pricing · Day Pass: $0.99 · Agent Day Pass · Switch AIs without losing your work · Connect your AI · Founder · Source code
Brennan on X · Zambo on X