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_KEYbefore running SDK commands. - Legacy
ARA_ACCESS_TOKENis still accepted as a compatibility fallback.
- In the Ara app, open
ARA_API_BASE_URL: optional API override (defaults to production API)ARA_RUNTIME_KEY: optional runtime key override forrun/eventsARA_APP_HEADER_KEY: optional app header key override (X-Ara-App-Key) forrun/events/run-async/run-status- Prefer running
python app.py setup-authto mint/store an app header key in.app-header-key.local. - Set
ARA_APP_HEADER_KEYonly when overriding that generated key.
- Prefer running
Local bootstrap helpers:
python app.py setup-auth:- resolves
app_idby app slug - ensures
.runtime-key.localexists (optional) - creates
/apps/{app_id}/x-keyskey when missing - writes
.app-header-key.localfor subsequent CLI calls
- resolves
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}/secretsbefore 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|inheritedkey: logical sandbox selector used by runtime placementspawn: 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, orsandbox.enable_additional_sandbox=true
Scheduling model
Use one schedule shape everywhere:
schedule.cron(...)/schedule.every(...)for static declarations on@app.agentinvoke.agent(...)/invoke.tool(...)for schedule targetsscheduler.create(spec)for dynamic runtime automation payloads
Examples
See examples/ for optional integrations and demo projects:
examples/calcom-booking/examples/async-ngrok-webhook/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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