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dd-apm

Query Datadog APM services, dependencies, performance, and traces with Pup.

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CopilotKit/channels-sdk
Works withDatadog
See how to install

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SKILL.md (original)

Review the instructions the agent will receive before you install.

Datadog APM

Use the Datadog Labs Pup CLI for APM and trace investigations.

Setup

brew tap datadog-labs/pack
brew install pup
pup auth login

Services

Always pass --env to APM service commands.

pup apm services list --env prod
pup apm services stats --env prod --from 4h
pup apm services operations --env prod --service app-api
pup apm services resources --env prod --service app-api --name <operation>
pup apm dependencies list --env prod
pup apm flow-map --query "service:app-api" --env prod

List operations before querying resources and use an exact returned operation name. Do not assume http.request.

Traces

Trace commands are top-level. Durations are nanoseconds, so one second is 1000000000.

pup traces search --query="service:app-api" --from="1h"
pup traces search --query="service:app-api status:error" --from="1h"
pup traces search --query="service:app-api @duration:>1000000000" --from="1h"
pup traces aggregate \
  --query="service:app-api" \
  --compute="avg(@duration)" \
  --group-by="resource_name" \
  --from="1h"

Trace sampling means search results may not include every request. Avoid high-cardinality tags such as user IDs and request IDs.

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build-channels-agent

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Write the code for a CopilotKit Channels agent with the Channels SDK (@copilotkit/channels) — a platform-agnostic engine that puts one AG-UI agent into Slack, Microsoft Teams, Discord, Telegram, and WhatsApp with native interactive UI. It's the engine behind OpenTag, the open-source alternative to Claude in Slack. Use this whenever the user wants to create, scaffold, or extend a Channels agent; wire an agent into Slack/Teams/Discord; add a tool, slash command, button, select, modal, or human-in-the-loop confirmation to a chat agent; or asks about createChannel, defineChannelTool, defineChannelComponent, thread.runAgent, awaitChoice, or the channels-ui JSX components. Trigger even when the user says "Slack bot", "Discord bot", or "chat agent" without naming the SDK, as long as the context is CopilotKit / Channels. The Channels API is new and easy to get wrong from memory — always ground code in this skill.

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CopilotKit/channels-sdk943Updated Aug 14, 2026

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