Scale PubNub applications for high-volume real-time events

Implement real-time presence tracking with PubNub

Build real-time multiplayer games with PubNub game state sync

Build real-time voting and polling systems with PubNub

Build real-time order tracking and delivery driver systems with PubNub

Deliver real-time stock quotes and market data with PubNub

Build real-time betting and casino game platforms with PubNub

Deliver real-time sports scores, play-by-play, and scoreboards with PubNub

Build real-time auction platforms with PubNub bidding and countdowns

Build chat applications with PubNub Chat SDK

Develop serverless edge functions with PubNub Functions 2.0

Build real-time applications with PubNub pub/sub messaging

Use when a dbt Cloud/platform job fails and you need to diagnose the root cause, especially when error messages are unclear or when intermittent failures occur. Do not use for local dbt development errors.

Use when doing any dbt work - building or modifying models, debugging errors, exploring unfamiliar data sources, writing tests, or evaluating impact of changes. Use for analytics pipelines, data transformations, and data modeling.

Use when executing dbt commands via CLI - running models, tests, builds, compiles, or show queries. Use when unsure which dbt executable to use or how to format command parameters.

Guides migration of dbt projects from dbt Core to the Fusion engine. Use when making a project compatible with Fusion, addressing deprecations, or running dbtf commands.

Use when fetching dbt documentation, looking up dbt features, or answering questions about dbt Cloud, dbt Core, or the dbt Semantic Layer

Use when setting up, configuring, or troubleshooting the dbt MCP server for AI tools like Claude Desktop, Claude Code, Cursor, or VS Code.

Use when creating or modifying dbt Semantic Layer components including semantic models, metrics, and dimensions leveraging MetricFlow.

Use when a user asks a business question that requires querying data (e.g., "What were total sales last quarter?"). NOT for validating, testing, or building dbt models during development.