ara-sdk 0.1.4

Public Python SDK for building and running Ara apps.

Ara Python SDK

Public Python SDK for building Ara apps with a decorator-first workflow style.

Install

pip install ara-sdk

Principles

• Public SDK is generic and provider-agnostic.
• Runtime policy, retries, and safety controls are enforced server-side.
• Optional integrations (Cal.com, CRM, etc.) live in examples, not in the core SDK package.

Quickstart

from ara_sdk import App, Secret, cron, run_cli, runtime, sandbox

app = App(
    "Investor Meeting Booker",
    project_name="investor-meeting-booking",
    runtime_profile=runtime(
        env={"APP_MODE": "production"},
        secrets=[
            Secret.from_name("provider-shared", required_keys=["OPENAI_API_KEY"]),
            Secret.from_local_environ("provider-local", env_keys=["OPENAI_API_KEY"]),
        ],
    ),
)

@app.subagent(
    handoff_to=["calendar-strategist"],
    sandbox=sandbox(
        policy="dedicated",
        key="booking-coordinator",
        allow_spawn=True,
        spawn_to=["calendar-strategist"],
        max_spawn_depth=2,
        child_policy="ephemeral",
    ),
)
def booking_coordinator(event=None):
    """Coordinate scheduling requests."""

@app.hook(id="daily-followups", event="scheduler.followups", schedule=cron("0 13 * * 1-5"))
def daily_followups():
    """Send pending follow-ups."""

if __name__ == "__main__":
    run_cli(app)

export ARA_API_KEY="your_long_lived_api_key"
export OPENAI_API_KEY="your_provider_key"

python app.py deploy
python app.py run --workflow booking-coordinator --message "Need 3 slots next week"
python app.py events --event-type channel.web.inbound --channel web --message "hello"
python app.py setup

Environment

• ARA_API_KEY: long-lived user API key for control plane
• ARA_API_BASE_URL: optional API override (defaults to production API)
• ARA_RUNTIME_KEY: optional runtime key override for run/events
  • In the Ara app, open Settings -> System, then use API Key -> Copy API Key.
  • Paste that value into ARA_API_KEY before running SDK commands.
  • Legacy ARA_ACCESS_TOKEN is still accepted as a compatibility fallback.

Runtime env and secrets

runtime(...) supports:

• env: plain runtime environment values (runtime_profile.env)
• secrets: ordered secret references (runtime_profile.secret_refs)

Secret helper options:

• Secret.from_name(name, required_keys=None) (reference only)
• Secret.from_dict(name, env_dict) (synced at deploy)
• Secret.from_dotenv(name, filename=".env") (synced at deploy)
• Secret.from_local_environ(name, env_keys=[...]) (synced at deploy)

Deploy behavior:

• Local secret sources sync to /apps/{app_id}/secrets before warmup.
• Secret references remain in manifest; plaintext values are not embedded in app manifest payloads.

Multi-sandbox proposal shape

The SDK can now declare sandbox placement and spawn intent in the manifest:

• policy: shared | dedicated | ephemeral | inherited
• key: logical sandbox selector used by runtime placement
• spawn: optional child-sandbox controls (to, max_depth, max_children_per_parent, max_total_child_sessions_per_run, ephemeral_ttl_minutes, child_policy, child_runtime)

Example:

sandbox(
    policy="dedicated",
    key="research-planner",
    allow_spawn=True,
    spawn_to=["deep-researcher", "verifier"],
    max_spawn_depth=3,
    max_children_per_parent=4,
    max_total_child_sessions_per_run=10,
    ephemeral_ttl_minutes=5,
    child_policy="ephemeral",
    child_runtime=runtime(memory_mb=1024),
)

Backward compatibility is preserved by default. Non-shared placement only activates when invocation input explicitly opts in:

• use_additional_sandbox=true, or
• sandbox.enable_additional_sandbox=true

Adapter helper surface

The SDK also exports optional helper utilities for adapter-style app runtimes:

• command_adapter(...)
• langchain_adapter(...)
• langgraph_adapter(...)
• agno_adapter(...)
• git_artifact(...)
• tarball_artifact(...)
• event_envelope(...)

Examples

See examples/ for optional integrations and demo projects:

• examples/calcom-booking/
• examples/framework-adapters/minimal_langgraph_subagent.py
• examples/framework-adapters/minimal_agno_subagent.py

Security

• Never commit API keys, runtime keys, or provider secrets.
• Keep provider-specific credentials in environment variables.

License

This repository is source-available under a strict proprietary license. Unauthorized copying, redistribution, or derivative works are prohibited. See LICENSE for full terms.