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databricks-model-serving - Manage Databricks model serving endpoints

Manage Databricks serving endpoint lifecycles, traffic routing, model queries, schemas, operations, AI Gateway limits, and integrations.

Tags

Updated: 2026-10-02

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Create serving endpoints
  • Update endpoint configurations
  • Route endpoint traffic
  • Swap model versions
  • Query served models
  • Stream endpoint responses
  • Retrieve OpenAPI schemas
  • Inspect endpoint operations
  • Manage AI Gateway limits
  • Discover foundation model endpoints
  • Integrate Databricks Apps
  • Stream off-platform clients

Inputs

  • Endpoint names
  • Endpoint configurations
  • Model references
  • Model versions
  • Traffic routes
  • Query payloads
  • Databricks CLI profile
  • Authentication credentials
  • Client requests

Outputs

  • Serving endpoints
  • Endpoint state changes
  • Model query responses
  • Streaming responses
  • OpenAPI schemas
  • Logs
  • Metrics
  • Permission information
  • Rate limit configurations

Requirements

  • Databricks CLI >= v0.294.0
  • Databricks authentication
  • Databricks CLI profile

Source

  • Spec: SKILL.md
Databricks
model serving
MLOps
REST APIs
AI Gateway
Create serving endpoints
Update endpoint configurations
Route endpoint traffic
Swap model versions
Endpoint names
Endpoint configurations
Model references
Serving endpoints
Endpoint state changes
Model query responses