zambo-openai-agents

Give your OpenAI Agents SDK agent Zambo's 100+ live tools. Every tool call is executed by Zambo and mints a verifiable AER-1 receipt: a public URL carrying the tool, its arguments, the observed result, a SHA-256 fingerprint, and machine-readable JSON-LD.

from agents import Agent, Runner
from zambo_openai_agents import zambo_tools

agent = Agent(name="assistant", tools=zambo_tools(["live_price", "prompt_shield"]))
result = await Runner.run(agent, "What is the live BTC price?")

No account. No API key. Free tier: 20 calls per tool per day.

What the receipt actually proves

Each receipt page (for example https://zambo.dev/run/<id>) is Zambo's tamper-evident record that Zambo executed the tool call itself: the tool name, the exact arguments your agent sent, the observed result, a timestamp, and a SHA-256 fingerprint of the record, published as JSON-LD. Anyone can re-verify it with no account.

The included ZamboReceiptProcessor (a standard TracingProcessor) attaches each minted receipt URL to its trace span, so the trace shows proof next to every call:

from agents.tracing.setup import get_trace_provider
from zambo_openai_agents import ZamboReceiptProcessor

processor = ZamboReceiptProcessor()
get_trace_provider().register_processor(processor)
# after the run: processor.receipts -> {span_id: receipt_url}

Install

pip install zambo-openai-agents

One tool, custom schema

from zambo_openai_agents import zambo_tool

price_tool = zambo_tool(
    "live_price",
    params_json_schema={
        "type": "object",
        "properties": {"symbol": {"type": "string"}},
        "required": ["symbol"],
    },
)

Browse the full catalog any time with zambo_openai_agents.list_tools(), or pick tools by use case through Zambo's capability_search tool.

Notes

• Zambo calls need no key and no signup. Heavy tracing (dozens of tool calls per run) will reach the free daily limit; the tool raises a clear error and the agent run continues with the other tools.
• The processor never breaks your run: span handling is fully exception-guarded, and it ignores non-Zambo spans.
• Receipts are public by design. Do not pass secrets as tool arguments.

Links

• Zambo: https://zambo.dev
• AER-1 receipt spec: https://zambo.dev/aer-1/
• OpenAI Agents SDK tracing: https://openai.github.io/openai-agents-python/tracing/

MIT License.