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langsmith-deployment

Precio sin confirmar★ 106 Estrellas de GitHubRegistro actualizado · 7 sept 2026agent-skill

Resumen

Deploy and operate production agent servers with LangSmith Deployment. Use when work involves choosing Cloud vs Hybrid/Self-hosted-with-control-plane vs Standalone, preparing/validating langgraph.json, creating deployments or revisions, rolling back revisions, wiring CI/CD to control-plane APIs, configuring environment variables and secrets, setting monitoring/alerts/webhooks, or troubleshooting deployment/runtime/scaling issues for LangChain/LangGraph applications.

Leer documentación completa

Documentación de origen, no instrucciones para este sitio. Revisa los permisos antes de ejecutar comandos.

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

Validate local deployment config.
Choose deployment model and endpoint strategy.
Create deployment or revision.
Configure environment variables and secrets correctly.
Configure monitoring and alerts.
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.

Ver fuente ↗

Metadatos del archivo

name: langsmith-deployment
description: "Deploy and operate production agent servers with LangSmith Deployment. Use when work involves choosing Cloud vs Hybrid/Self-hosted-with-control-plane vs Standalone, preparing/validating langgraph.json, creating deployments or revisions, rolling back revisions, wiring CI/CD to control-plane APIs, configuring environment variables and secrets, setting monitoring/alerts/webhooks, or troubleshooting deployment/runtime/scaling issues for LangChain/LangGraph applications."

Ver texto original

---
name: langsmith-deployment
description: "Deploy and operate production agent servers with LangSmith Deployment. Use when work involves choosing Cloud vs Hybrid/Self-hosted-with-control-plane vs Standalone, preparing/validating langgraph.json, creating deployments or revisions, rolling back revisions, wiring CI/CD to control-plane APIs, configuring environment variables and secrets, setting monitoring/alerts/webhooks, or troubleshooting deployment/runtime/scaling issues for LangChain/LangGraph applications."
---

# 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`

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

### 2) Create a Cloud deployment (US default)

```bash
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)

```bash
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

```bash
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

```bash
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

```bash
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

```bash
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.

Revisar el código fuente

Precio y costes de ejecución

Obtener el skill: Precio sin confirmar
Ejecutarlo: Requisitos sin confirmar. Consulta los costes del agente, API y servicios en la fuente.
Licencia: MIT
Precio sin confirmar: No hemos confirmado el precio. Los enlaces existentes al código y a la instalación siguen disponibles.

Obtener gratis no significa ejecutar gratis. El precio no es una evaluación de seguridad. Enviar información de precio →

Fuente del skill registrada

La ruta de instrucciones está registrada. No implica pruebas de ejecución, seguridad ni compatibilidad.

Revisar antes de instalar: Evitar instalación automática

Licencia: MIT

Dependency or permission surface needs review
Permission surface may require sandboxing
The full content of the deployment scripts (validate_deployment.py, deploy_to_langsmith.py, rollback_deployment.py, setup_monitoring.py) is not provided in the excerpt, so their internal security practices (e.g., input validation, error handling, secret handling) cannot be fully verified. However, the documented usage and templates follow secure patterns.
Quality score needs review
Permission surface needs review: secrets or environment access, shell or command execution
Stars/forks activity: 106 stars, 15 forks; issue activity unavailable in current metadata
Dependency/runtime risk: command execution surface, credential or environment access
Permission surface: secrets or environment access, shell or command execution

Abrir auditoría completa

Las herramientas son indicios de metadatos, no compatibilidad probada. Los prompts son sugerencias.

Empieza con una tarea pequeña

1Lee la fuente y confirma entradas, resultados, dependencias y permisos.
2Pide un plan al agente. Aprueba la configuración y los costes antes de probar en un entorno aislado.
3Comprueba resultados y archivos modificados. Informa solo de lo ejecutado y conserva la revisión de la fuente.

Consulta dependencias, claves API y costes externos en la fuente. Un repositorio público no implica servicios gratuitos.

Fuente y notas de uso

Indexado

Los metadatos y revisiones son orientativos. Popularidad, descubrimiento y ejecución correcta son hechos distintos.

Repositorio fuente: soba-labs/langchain-agent-skills
Licencia: MIT
Versión: 1.0.0
Último push de GitHub: 17 ago 2026
Registro actualizado: 7 sept 2026
Ruta de instrucciones: skills/langsmith-deployment/SKILL.md @ a2d4a1011bd7

Versión declarada en el registro; consulta las versiones de la fuente.

Calidad

64/100

Prometedor

Confianza

59/100

Do not auto-install

Auditoría

72/100

Requiere revisión

Abrir auditoría completa Ver informe de evaluación

Dependency or permission surface needs review
Permission surface may require sandboxing
The full content of the deployment scripts (validate_deployment.py, deploy_to_langsmith.py, rollback_deployment.py, setup_monitoring.py) is not provided in the excerpt, so their internal security practices (e.g., input validation, error handling, secret handling) cannot be fully verified. However, the documented usage and templates follow secure patterns.
Quality score needs review
Permission surface needs review: secrets or environment access, shell or command execution
Stars/forks activity: 106 stars, 15 forks; issue activity unavailable in current metadata
Dependency/runtime risk: command execution surface, credential or environment access
Permission surface: secrets or environment access, shell or command execution

Verified installs: —
Resultados: —

Copiar no es instalar. Los recuentos requieren un informe de instalación correcta, no garantizan calidad general.

Acceso para agentes

La API Registry expone señales de decisión, confianza, auditoría, casos de uso e instalación sin raspar la interfaz.

Abrir API de instalación Formato de texto LLM Abrir Manifest Plan de resolución automática

Más detalles

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      "The full content of the deployment scripts (validate_deployment.py, deploy_to_langsmith.py, rollback_deployment.py, setup_monitoring.py) is not provided in the excerpt, so their internal security practices (e.g., input validation, error handling, secret handling) cannot be fully verified. However, the documented usage and templates follow secure patterns.",
      "Quality score needs review",
      "Permission surface needs review: secrets or environment access, shell or command execution",
      "Stars/forks activity: 106 stars, 15 forks; issue activity unavailable in current metadata",
      "Dependency/runtime risk: command execution surface, credential or environment access",
      "Permission surface: secrets or environment access, shell or command execution"
    ]
  },
  "agent_proven": {
    "version": "agent-proven-v1",
    "score": 0,
    "tier": "unproven",
    "label": "Needs first agent run",
    "summary": "No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.",
    "metrics": {
      "totalOutcomes": 0,
      "successfulOutcomes": 0,
      "failedOutcomes": 0,
      "installAttempts": 0,
      "installSuccessRate": null,
      "successRate": null,
      "recentSuccessRate": null,
      "recentFailureRate": null,
      "riskBlocked": 0,
      "setupRequired": 0,
      "notRelevant": 0,
      "avgOutputQuality": null,
      "avgTimeToUsefulMs": null,
      "productionOutcomes": 0,
      "humanReviewRequired": 0,
      "uniqueAgents": 0,
      "lastOutcomeAt": null
    },
    "signals": [],
    "penalties": [
      "No real agent outcome evidence yet"
    ]
  },
  "audit": {
    "score": 72,
    "risk_level": "needs_review",
    "risk_label": "Needs review",
    "warnings": [
      "Dependency or permission surface needs review",
      "Permission surface may require sandboxing",
      "The full content of the deployment scripts (validate_deployment.py, deploy_to_langsmith.py, rollback_deployment.py, setup_monitoring.py) is not provided in the excerpt, so their internal security practices (e.g., input validation, error handling, secret handling) cannot be fully verified. However, the documented usage and templates follow secure patterns.",
      "Quality score needs review",
      "Permission surface needs review: secrets or environment access, shell or command execution",
      "Stars/forks activity: 106 stars, 15 forks; issue activity unavailable in current metadata",
      "Dependency/runtime risk: command execution surface, credential or environment access",
      "Permission surface: secrets or environment access, shell or command execution"
    ]
  },
  "safety_gate": {
    "tier": "blocked",
    "label": "Blocked for auto-install",
    "auto_install_policy": "block",
    "auto_install_allowed": false,
    "human_review_required": true,
    "blocked": true,
    "recommended_action": "Do not auto-install. Inspect the source, dependencies, and permission surface first."
  },
  "quality": {
    "score": 64,
    "label": "Promising"
  },
  "supply": {
    "track": "Coding and developer agents",
    "scenario": "GitHub automation",
    "maintenance": "2mo since push",
    "risk": "Needs review"
  },
  "alternative_skills": [],
  "do_not_use_when": [
    "teams that need a vendor-supported SLA",
    "production agents without a repository review",
    "The full content of the deployment scripts (validate_deployment.py, deploy_to_langsmith.py, rollback_deployment.py, setup_monitoring.py) is not provided in the excerpt, so their internal security practices (e.g., input validation, error handling, secret handling) cannot be fully verified. However, the documented usage and templates follow secure patterns.",
    "High-risk permission hints: Shell or command execution, Secrets or environment access",
    "Dependency or permission surface needs review",
    "Permission surface may require sandboxing",
    "Quality score needs review",
    "Permission surface needs review: secrets or environment access, shell or command execution"
  ],
  "agent_contract": {
    "task_input": "Use langsmith-deployment in an agent workflow",
    "recommended_action": "Do not auto-install. Inspect the source, dependencies, and permission surface first.",
    "install_policy": "block",
    "minimum_review_before_use": [
      "Trust: 67/100 Manual review",
      "Audit: 72/100 Needs review",
      "Safety: 32/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "soba-labs-langsmith-deployment (langsmith-deployment)",
      "install_command": "npx skills add soba-labs/langchain-agent-skills --skill langsmith-deployment",
      "risk_summary": "Needs review; Blocked for auto-install; Review before production",
      "verification_result": "Report the smallest successful task, files touched, warnings, and any missing setup."
    }
  },
  "outcome_feedback": {
    "endpoint": "https://www.openagentskill.com/api/agent/outcome",
    "method": "POST",
    "requires_resolve_event_id": true,
    "event_id_source": "Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.",
    "expected_outcomes": [
      "success",
      "failed",
      "not_relevant",
      "blocked_by_risk",
      "setup_required"
    ],
    "payload_template": {
      "event_id": "<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>",
      "skill_slug": "soba-labs-langsmith-deployment",
      "task": "Use langsmith-deployment in an agent workflow",
      "agent": "codex",
      "outcome": "success",
      "install_used": true,
      "risk_blocked": false,
      "setup_required": false,
      "task_success": true,
      "output_quality": 4,
      "error_type": null,
      "human_review_required": false,
      "workspace": "sandbox",
      "time_to_useful_ms": 120000,
      "notes": "Report the smallest successful task, setup friction, files touched, and risk notes."
    }
  },
  "endpoints": {
    "web": "https://www.openagentskill.com/skills/soba-labs-langsmith-deployment",
    "api": "https://www.openagentskill.com/api/agent/skills/soba-labs-langsmith-deployment",
    "audit": "https://www.openagentskill.com/skills/soba-labs-langsmith-deployment/audit",
    "eval": "https://www.openagentskill.com/api/agent/evals?slug=soba-labs-langsmith-deployment&task=Use%20langsmith-deployment%20in%20an%20agent%20workflow&max_risk=medium",
    "resolve": "https://www.openagentskill.com/api/agent/resolve?task=Use%20langsmith-deployment%20in%20an%20agent%20workflow&agent=codex&max_risk=medium",
    "receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20langsmith-deployment%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
    "install": "https://www.openagentskill.com/api/skills/soba-labs-langsmith-deployment/install",
    "manifest": "https://www.openagentskill.com/api/registry/manifest/soba-labs-langsmith-deployment"
  }
}

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Creador: soba-labs
Fuente: soba-labs/langchain-agent-skills
Indexado por: Índice comunitario de OpenAgentSkill

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