Endpoint: WORKFLOWS_EMULATOR_HOST=localhost:24080.
Cloud Workflows agent testing
Cloud Workflows local testing for AI agents
Use LocalCloud when an agent needs to create, exercise, and reset Cloud Workflows resources without touching a real Google Cloud project. The same SDK shape points at localhost through WORKFLOWS_EMULATOR_HOST=localhost:24080.
Endpoints: gRPC :24080.
Evidence state: partial; Local development coverage is partial. Known limits: In-flight execution checkpointing is not durable across restart..
Registry default: on; assembled default: on (verified); minimum tier: community.
Persistence: metadata (verified). Audited metadata survives restart while the LocalCloud volume is retained
Route the SDK before writing code
Start LocalCloud, export WORKFLOWS_EMULATOR_HOST=localhost:24080, and make the agent perform one Cloud Workflows operation before changing application logic. That catches accidental production routing early.
Prefer one representative behavior over broad smoke tests
A useful agent check creates local Cloud Workflows state, reads it back with the project SDK, and records which feature was covered. It should not require a GCP account, service-account key, or billing project.
Use only documented setup paths
Create deterministic state through a contract-documented seed registrar or through an operation listed on this page. Do not assume every service supports seed data, reset, or persistent state.
Copy-ready setup
Commands and prompts
Use these snippets as starting points, then keep the checks scoped to localhost until you intentionally validate against real Google Cloud.
Environment
eval "$(localcloud env)"
# Verify that the generated environment includes WORKFLOWS_EMULATOR_HOST; do not replace a CLI-remapped value with a hard-coded port. Compatibility
Local check versus release validation
| Area | LocalCloud local check | Real GCP still needed for |
|---|---|---|
| SDK routing | WORKFLOWS_EMULATOR_HOST=localhost:24080 points clients at localhost. | Production endpoint, auth, IAM, quota, and regional behavior. |
| Supported features | workflow deploy/list/get/delete (partial) — Local facade and seed paths exist.; executions (partial) — Execution engine exists but connector/runtime parity needs expansion. | In-flight execution checkpointing is not durable across restart. |
| Agent safety | No default cloud account, credentials, or billing project required. | Final release validation in the target GCP project. |
Use the sandbox deliberately
- Permitted workflows use local endpoint values and should stop rather than fall back to real Google Cloud or real credentials. The Public Preview License permits individuals and organizations, including for-profit companies, to use LocalCloud for non-production internal development, testing, CI, evaluation, and pilots.
- LocalCloud emulates bounded local development workflows. Validate application behavior against real Google Cloud before production deployment.
- Before production deployment, unset LocalCloud emulator environment variables and validate behavior against real Google Cloud.
- Local development coverage is partial. Known limits: In-flight execution checkpointing is not durable across restart..
Keep the agent on the supported path
- Cloud Workflows service page — Service-specific supported and unsupported capability list.
- Compatibility matrix — Check current support boundaries before relying on a local-only test.
- Service catalog — Review every LocalCloud service, endpoint, and limitation.
- SDK examples — Use standard Google Cloud SDKs pointed at localhost.
- Seed data — Load deterministic fixtures for repeatable agent and CI runs.
Claims are tied to current sources
- LocalCloud service metadata — Reviewed 2026-08-26; implementation local-facade.
- LocalCloud agentic facts reviewed 2026-08-26.