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Public Python SDK for building and running Ara apps.

Project description

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, invoke, run_cli, runtime, schedule

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.tool(id="send_email", description="Send one email.")
def send_email(to: str, subject: str, body: str) -> dict:
    return {"ok": True, "to": to, "subject": subject}

DAILY_FOLLOWUPS = schedule.cron(
    id="daily-followups",
    expr="0 13 * * 1-5",
    timezone="UTC",
    run=invoke.agent("booking-coordinator", input={"message": "Send pending follow-ups."}),
)

@app.agent(
    id="booking-coordinator",
    entrypoint=True,
    task="Coordinate scheduling requests.",
    skills=["send_email", "automation_create", "automation_list"],
    schedules=[DAILY_FOLLOWUPS],
)
def booking_coordinator():
    """Coordinate scheduling requests."""

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 setup-auth
python app.py run --agent booking-coordinator --message "Need 3 slots next week"
python app.py run-async --agent booking-coordinator --message "Need 3 slots next week" --response-mode poll
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
    • 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.
  • ARA_API_BASE_URL: optional API override (defaults to production API)
  • ARA_RUNTIME_KEY: optional runtime key override for run/events
  • ARA_APP_HEADER_KEY: optional app header key override (X-Ara-App-Key) for run/events/run-async/run-status
    • Prefer running python app.py setup-auth to mint/store an app header key in .app-header-key.local.
    • Set ARA_APP_HEADER_KEY only when overriding that generated key.

Local bootstrap helpers:

  • python app.py setup-auth:
    • resolves app_id by app slug
    • ensures .runtime-key.local exists (optional)
    • creates /apps/{app_id}/x-keys key when missing
    • writes .app-header-key.local for subsequent CLI calls

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

Scheduling model

Use one schedule shape everywhere:

  • schedule.cron(...) / schedule.every(...) for static declarations on @app.agent
  • invoke.agent(...) / invoke.tool(...) for schedule targets
  • scheduler.create(spec) for dynamic runtime automation payloads

Examples

See examples/ for optional integrations and demo projects:

  • examples/calcom-booking/
  • examples/async-ngrok-webhook/
  • examples/agent-skills-loading/ (three minimal Ara SDK skill execution apps)
  • examples/framework-adapters/minimal_langgraph_subagent.py (legacy)
  • examples/framework-adapters/minimal_agno_subagent.py (legacy)

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.

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