Skip to main content
Pre-release

This release is a pre-release and may not be stable for production use.

AGNT5 Python SDK

CI License

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.

Release files for agnt5 0.11.0b3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for agnt5 0.11.0b3
File Size Uploaded
agnt5-0.11.0b3.tar.gz 866.2 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for agnt5 0.11.0b3
File Interpreter ABI Platform
agnt5-0.11.0b3-cp310-abi3-manylinux_2_28_x86_64.whl CPython 3.10 abi3 Linux glibc 2.28+ x86-64 Details
agnt5-0.11.0b3-cp310-abi3-manylinux_2_28_aarch64.whl CPython 3.10 abi3 Linux glibc 2.28+ ARM64 Details
agnt5-0.11.0b3-cp310-abi3-macosx_11_0_arm64.whl CPython 3.10 abi3 macOS 11.0+ ARM64 Details

Total release size: 54.1 MB

Release files / agnt5-0.11.0b3.tar.gz

Download URL agnt5-0.11.0b3.tar.gz
Size 866.2 kB
Tags Source
SHA-256 checksum
How to use checksums
5f960e7ad4426cbc4b9eabfc3fd9d5e95992a32782d7592c06fe75f8c830cff1
BLAKE2b-256 checksum
How to use checksums
50de71339bde114df7283ce6e184d7913e06fba9aefae97289513da490e209c8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.13.14

Release files / agnt5-0.11.0b3-cp310-abi3-manylinux_2_28_x86_64.whl

Download URL agnt5-0.11.0b3-cp310-abi3-manylinux_2_28_x86_64.whl
Size 18.0 MB
Tags CPython 3.10 Linux glibc 2.28+ x86-64 abi3
SHA-256 checksum
How to use checksums
14fbfec60f77f19d53c928cc089a3e3ebab54628a4c6652b6ba8978879399f48
BLAKE2b-256 checksum
How to use checksums
6e6b6142392a1c401855840e4fda3d675a04aed30b892379394d8c1a327b0368
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.13.14

Release files / agnt5-0.11.0b3-cp310-abi3-manylinux_2_28_aarch64.whl

Download URL agnt5-0.11.0b3-cp310-abi3-manylinux_2_28_aarch64.whl
Size 19.0 MB
Tags CPython 3.10 Linux glibc 2.28+ ARM64 abi3
SHA-256 checksum
How to use checksums
3766644607d3903543ecff80da0c9c8e08c4fa2194149857f918dc76cac6aaf1
BLAKE2b-256 checksum
How to use checksums
01e5e202f3945f69b0c4eeffc0561ee72081ee26c2f41f14306e987b9dedb93d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.13.14

Release files / agnt5-0.11.0b3-cp310-abi3-macosx_11_0_arm64.whl

Download URL agnt5-0.11.0b3-cp310-abi3-macosx_11_0_arm64.whl
Size 16.2 MB
Tags CPython 3.10 abi3 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
54e61091a621931187a4b3253f4abdf77274f1d197820a5340b9d41df0f16755
BLAKE2b-256 checksum
How to use checksums
b2fed980c7561a67deb686f888fc497e9c8dfb8dd2f8f2050dc5713173b9561e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.13.14

Release history Release notifications | RSS feed

0.13.6

4 release files

0.13.5

4 release files

0.13.4

4 release files

0.13.3

4 release files

0.13.2

4 release files

0.13.1

4 release files

0.13.0

4 release files

0.12.0

4 release files

This release

0.11.0b3 This release

4 release files

0.9.8

3 release files

0.9.7

3 release files

0.9.6

3 release files

0.9.5

3 release files

0.9.4

3 release files

0.9.3

3 release files

0.9.2

3 release files

0.9.1

3 release files

0.9.0

4 release files

0.8.7

4 release files

0.8.5

4 release files

0.8.4

4 release files

0.8.3

4 release files

0.8.2

4 release files

0.8.1

4 release files

0.8.0

4 release files

0.7.20

4 release files

0.7.18

4 release files

0.7.11

4 release files

0.7.10

4 release files

0.7.9

4 release files

0.7.8

4 release files

0.7.6

4 release files

0.7.5

4 release files

0.7.4

4 release files

0.7.3

4 release files

0.7.2

4 release files

0.7.1

4 release files

0.6.1

4 release files

0.6.0

4 release files

0.5.2

4 release files

0.5.1

4 release files

0.5.0

4 release files

0.4.3

4 release files

0.4.2

4 release files

0.4.1

4 release files

0.4.0

4 release files

0.3.7

4 release files

0.3.6

4 release files

0.3.5

4 release files

0.3.4

4 release files

0.3.3

4 release files

0.3.1

4 release files

0.2.7

4 release files

0.2.6

4 release files

0.2.5

4 release files

0.2.4

4 release files

0.2.3

4 release files

0.2.2

3 release files

0.2.1

3 release files

0.2.0

5 release files

0.1.3

6 release files

0.1.2

2 release files

0.1.1

2 release files

0.1.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page