Langsmith deployment

LangSmith Deployment

Use this skill to deploy, revise, monitor, and troubleshoot LangGraph-based agents in LangSmith Deployment.

Use This Skill When

• You need to deploy a new agent to LangSmith Cloud.
• You need to create a new deployment revision from Git changes or env changes.
• You need rollback guidance for a failing revision.
• You need to choose deployment model: Cloud, Hybrid/Self-hosted with control plane, or Standalone server.
• You need CI/CD automation using LangSmith Deployment control-plane APIs.
• You need monitoring and alert setup aligned with current LangSmith alert model.
• You need langgraph.json validation and deployment compatibility checks.

Deployment Model Selection

Model	Use when	Build/Source	Operates infra
Cloud	Fastest managed production path	GitHub repo via control plane	LangSmith
Hybrid/Self-hosted with control plane	You need private data plane + centralized deployment UI/API	Container image + control plane	You
Standalone server	You want direct Agent Server hosting without control plane	Containerized server	You

Core Workflow

1. Validate local deployment config.
2. Choose deployment model and endpoint strategy.
3. Create deployment or revision.
4. Configure environment variables and secrets correctly.
5. Configure monitoring and alerts.
6. Verify runtime behavior and keep rollback path ready.

Script-First Commands

1) Validate langgraph.json

uv run python skills/langsmith-deployment/scripts/validate_deployment.py --config langgraph.json --target cloud

2) Create a Cloud deployment (US default)

uv run python skills/langsmith-deployment/scripts/deploy_to_langsmith.py \
  --name "my-agent-prod" \
  --owner my-org \
  --repo my-agent-repo \
  --branch main \
  --config langgraph.json

3) Create a Cloud deployment (EU)

uv run python skills/langsmith-deployment/scripts/deploy_to_langsmith.py \
  --name "my-agent-prod" \
  --owner my-org \
  --repo my-agent-repo \
  --region eu

4) Use a self-hosted control plane

uv run python skills/langsmith-deployment/scripts/deploy_to_langsmith.py \
  --name "my-agent-prod" \
  --owner my-org \
  --repo my-agent-repo \
  --control-plane-url https://<your-langsmith-host>/api-host

5) Create a revision for an existing deployment

uv run python skills/langsmith-deployment/scripts/deploy_to_langsmith.py \
  --name "my-agent-prod" \
  --owner my-org \
  --repo my-agent-repo \
  --deployment-id <deployment-id> \
  --branch main

6) Roll back deployment revision

uv run python skills/langsmith-deployment/scripts/rollback_deployment.py \
  --deployment-id <deployment-id> \
  --list-revisions

uv run python skills/langsmith-deployment/scripts/rollback_deployment.py \
  --deployment-id <deployment-id>

7) Generate monitoring + alert setup plan

uv run python skills/langsmith-deployment/scripts/setup_monitoring.py \
  --project my-agent-prod \
  --output-json /tmp/monitoring-plan.json

Note: setup_monitoring.py generates a docs-aligned setup plan/templates. Alerts are configured in LangSmith UI per project.

Configuration Rules To Enforce

• graphs is required in langgraph.json.
• For Python projects, dependencies is required.
• For JS projects (node_version present), dependencies may be handled via package.json.
• env may be either a string path to an env file or an inline object map.
• python_version should be one of 3.11, 3.12, 3.13 when set.
• pip_installer should be one of auto, pip, uv when set.
• node_version currently documented for LangGraph.js as 20.

API/Endpoint Notes

• LangSmith Deployment control-plane API defaults are:
• US: https://api.host.langchain.com.
• EU: https://eu.api.host.langchain.com.
• Self-hosted control-plane base URL is typically https://<host>/api-host.
• For org-scoped API keys, include workspace/tenant id (X-Tenant-Id), exposed by scripts as --tenant-id.

Secrets And Environment Guidance

• Never hardcode secrets in langgraph.json or source code.
• Prefer environment injection from deployment UI, Kubernetes Secrets, or cloud secret managers.
• Avoid passing secrets in shell arguments when possible; prefer LANGSMITH_API_KEY env var.
• In control-plane deployment flows, tracing auth env handling differs from standalone; rely on deployment model docs before overriding tracing/auth vars.
• For standalone server, ensure required runtime vars are present (DATABASE_URI, REDIS_URI, license key, and any app provider keys).

Verification After Deploy

• Check deployment/revision status in LangSmith Deployments UI.
• Verify server API and health endpoints from deployment runtime (/docs etc.).
• Run a smoke invocation against your assistant/graph.
• Confirm traces, latency, and error metrics in Monitoring dashboards.

References To Load By Task

• references/deployment-guide.md: Deployment model choice and end-to-end execution.
• references/cicd-integration.md: CI/CD stages, control-plane automation patterns, preview/prod strategy.
• references/environment-management.md: Env var sources, secrets patterns, standalone required vars.
• references/monitoring-alerts.md: Dashboards, alert model, webhook payload guidance.
• references/scaling-configuration.md: Scaling responsibilities by model and tuning knobs.
• references/troubleshooting-deployment.md: Failure triage and rollback strategy.

Script Map

• scripts/validate_deployment.py: Validate langgraph.json and deployment readiness.
• scripts/deploy_to_langsmith.py: Create deployment or revision via control-plane API.
• scripts/deploy_to_langsmith.ts: TypeScript equivalent deploy/revision script.
• scripts/rollback_deployment.py: List and rollback revisions.
• scripts/setup_monitoring.py: Generate alert/dashboard/webhook setup plan.

Assets

• assets/templates/langgraph-cloud.json: Cloud-oriented starter config.
• assets/templates/github-actions-deploy.yml: CI/CD template for deployment automation.
• assets/templates/kubernetes-deployment.yaml: Kubernetes template for self-managed environments.
• assets/templates/.env.example: Env var template for safe sharing.