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AGNT5 Python SDK

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Build reliable AI agents and durable workflows in Python. The AGNT5 SDK provides typed components, workflow checkpoints, retries, streaming, tools, human-in-the-loop coordination, evaluation, and runtime observability.

Requirements

  • Python 3.11 or newer
  • An AGNT5 runtime for deployed execution

Installation

pip install agnt5

Quick start

Define a function. Type hints are used to derive its input and output schema.

from agnt5 import FunctionContext, function


@function(retries=3, backoff="exponential")
async def greet(ctx: FunctionContext, name: str) -> dict[str, str]:
    ctx.logger.info("greeting user", extra={"name": name})
    return {"message": f"Hello, {name}!"}

Register application components with a worker for runtime-backed execution:

import asyncio

from agnt5 import Worker


async def main() -> None:
    worker = Worker(service_name="hello-python")
    await worker.run()


asyncio.run(main())

Decorated functions, workflows, agents, tools, and scorers are registered when their modules are imported. See examples/app.py for a complete application entrypoint.

Invoke a deployed component

from agnt5 import Client

client = Client(
    gateway_url="https://gw.agnt5.com",
    api_key="agnt5_sk_...",
    deployment_id="deployment-id",
)

result = client.run("greet", {"name": "Ada"})
print(result)

Client also supports asynchronous submission, status and result polling, streaming events, batches, cancellation, workflow resume, chat, and evaluation. Configuration can be supplied explicitly or through AGNT5_GATEWAY_URL, AGNT5_API_KEY, and AGNT5_DEPLOYMENT_ID.

Core APIs

API Purpose
@function Typed, retryable units of work
@workflow Durable multi-step orchestration and checkpointing
Agent and @agent Model and tool orchestration
@tool Typed tools with generated schemas
ctx.state Durable workflow and component state
ctx.memory Conversation and application memory
Client / AsyncClient Invoke and observe deployed components
Worker Register components and serve runtime dispatch

The shared Rust runtime foundation lives in agnt5dev/sdk-core. Vendor sandbox adapters live in agnt5dev/sdk-integrations.

Examples and documentation

  • examples/ contains functions, workflows, agents, tools, streaming, HITL, MCP, chat, and evaluation examples.
  • docs/ contains SDK-specific guides.
  • AGNT5 documentation covers platform concepts and deployment.

Development

uv sync --all-groups
uv run ruff check src tests
uv run pytest tests/unit -q
uv build --sdist

Development builds use a sibling checkout of sdk-core.

Contributing

See CONTRIBUTING.md. Report security issues according to SECURITY.md.

License

Licensed under the Apache License 2.0.

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