Skip to main content

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 0.11.0

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 0.11.0
File Size Uploaded
agnt5-0.11.0.tar.gz 877.1 kB Details

Built distributions (wheels)

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

Total release size: 54.2 MB

Release files / agnt5-0.11.0.tar.gz

Download URL agnt5-0.11.0.tar.gz
Size 877.1 kB
Tags Source
SHA-256 checksum
How to use checksums
c17570f0f02811e97e1d715f2750c0e19e5b93494c9a6de2dc7c3a8583b3a093
BLAKE2b-256 checksum
How to use checksums
527f34451c1a13e11c350ecd3e71efb258b8a2a7adc59b8eb00c0160a18bd36e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.13.14

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

Download URL agnt5-0.11.0-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
602f9d7b60472feecaea653ace6be5c210a4da01a1a41c3749aeedf28a7adaf4
BLAKE2b-256 checksum
How to use checksums
a6d1c3fb1650dc49573a68ad834995af33c8800e02c60d3541d957c2370f9f67
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.13.14

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

Download URL agnt5-0.11.0-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
28b0dc1e6bbd2a0df2a565b69a647e817cd8c490a7492a6e4307ead19aaed45f
BLAKE2b-256 checksum
How to use checksums
ef7f759017239d2680928a153df2a7c64321cdc96a0277c85a63dbda04b976e8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.13.14

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

Download URL agnt5-0.11.0-cp310-abi3-macosx_11_0_arm64.whl
Size 16.3 MB
Tags CPython 3.10 abi3 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
a010e34d372ed5334bf2453cd704b1fab8d5f4f125e79172c5d96c9955b079f5
BLAKE2b-256 checksum
How to use checksums
d350a03cb186277c56c6e3389657c9ab277b9dd6064fd0fe0bbd921cbd082765
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

0.11.0 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