⚠️ DEPRECATED: This SDK has been renamed to Call Automation. For new projects, use azure-communication-callautomation instead. This skill is for maintaining legacy code only.

Azure OpenAI SDK for .NET. Client library for Azure OpenAI and OpenAI services. Use for chat completions, embeddings, image generation, audio transcription, and assistants.

Use when starting any grafana-app-sdk work — scaffolding a Grafana app, initializing a Grafana App Platform app, picking a deployment mode (standalone operator / grafana/apps / frontend-only), wiring app-specific config, or onboarding to the SDK. Covers `grafana-app-sdk` CLI install, `project init` per deployment mode, project layout, the schema-centric workflow (CUE kinds → generated code → reconciler/admission logic), and `SpecificConfig` for env-driven app configuration. Use even if the user just says "make a new app", "Grafana app platform", "kinds and watchers", "operator scaffold", or asks about `apps/` inside the Grafana repo, without naming the SDK explicitly.

Grafana Loki log aggregation and LogQL query language. Covers LogQL syntax (log queries, metric queries, label matchers, line filters, parsers: json/logfmt/pattern/regexp/unpack, label filters, line_format), Loki architecture, log ingestion via Alloy/Promtail/Fluent Bit, structured metadata, and Logs Drilldown. Use when writing LogQL queries, configuring Loki, troubleshooting log pipelines, or analyzing logs.

Create or refresh a skill-examples Space with representative Kubernetes Units for exercising the other skills. Use for "set up the skill-examples space", "bootstrap the examples", "give me a Unit to tinker with", or "reset the examples". Not for real application Spaces (use confighub-core).

Verify a published ConfigHub Space Release, then prove controller and cluster convergence read-only. Use after release-publish or for "did it deploy?", "is it live?", "did Argo pick it up?", and release close-out.

Deprecated 0.4.x compatibility identity for prior cub-apply/apply/deploy requests. Grants no tools, performs no operation, and routes the unchanged intent to release-publish with its whole-Space scope and safety checks.

Prepare OCI Target, Space.ReleaseTargetID, and matching Unit.TargetID membership. Use for "set up a target", "publish this Space to OCI", "attach Units", or "do I need a worker?". Direct ConfigHub-provider delivery is historical and unsupported in the reviewed current profile.

Prepare Variant or ChangeSet promotion and reconcile what a merge withheld. Use for "promote to staging", "roll forward to prod", "which Units are behind?", partial promotion, "why was my override overwritten?", or outstanding merge conflicts. Covers variant upload/create/promote and protection. Not rollback (rollback-revision).

Roll back by moving one or more Unit heads to bound prior revisions via cub unit update --restore, then hand off to release-publish. Use for "roll back this change", "revert the last release", "undo the ChangeSet", or "restore to the last applied revision". Not for a clearer one-field forward fix.

ConfigHub incident orchestration: bind the exact Release/runtime failure, choose rollback vs fix-forward, account for emergency cluster edits, and close with Release/controller/runtime proof. Use for outages, prod crashing, mitigation, and cleanup. Not planned releases.

Systematic troubleshooting for Falcon Foundry CLI errors, manifest validation failures, deploy failures, artifact runtime errors, and development server issues. TRIGGER when user encounters CLI errors, `foundry ui run` not working, deploy failures, authentication issues, function execution failures, "debug my function", "why did this fail", or any unexpected behavior during Foundry app development. Also trigger for headless/CI environment setup failures.

Extract durable working preferences from recent Cursor chats and convert them into skills, rules, or workflow docs. Use when asked to learn preferences, mine feedback, personalize workflows, or generate team/person-specific agent guidance.

Modify agent code, add tools, or change configuration. Use when: (1) User says 'modify agent', 'add tool', 'change model', or 'edit agent.py', (2) Adding MCP servers to agent, (3) Changing agent instructions, (4) Understanding SDK patterns.

Modify agent code, add tools, or change configuration. Use when: (1) User says 'modify agent', 'add tool', 'change model', or 'edit agent.py', (2) Adding MCP servers to agent, (3) Changing agent instructions, (4) Understanding SDK patterns.

Modify agent code, add tools, or change configuration. Use when: (1) User says 'modify agent', 'add tool', 'change model', or 'edit agent.py', (2) Adding MCP servers to agent, (3) Changing agent instructions, (4) Understanding SDK patterns.

Modify agent code, add tools, or change configuration. Use when: (1) User says 'modify agent', 'add tool', 'change model', or 'edit agent.py', (2) Adding MCP servers to agent, (3) Changing agent instructions, (4) Understanding SDK patterns.

Develop Lakeflow Spark Declarative Pipelines (formerly Delta Live Tables) on Databricks. Use when building batch or streaming data pipelines with Python or SQL. Invoke BEFORE starting implementation.

Hugging Face Hub CLI (`hf`) for downloading, uploading, and managing repositories, models, datasets, and Spaces on the Hugging Face Hub. Replaces now deprecated `huggingface-cli` command.

Check and verify accessibility compliance for Spark UI components. Use when the user wants to test accessibility, verify WCAG compliance, or fix accessibility issues.