app-sdk-concepts
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.
Works with
---
name: app-sdk-concepts
description: 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.
license: Apache-2.0
---
# Grafana App SDK Concepts
The grafana-app-sdk is a CLI + Go library for building schema-centric apps on the Grafana App Platform. Apps define resources via CUE schemas ("kinds"), generate Go + TypeScript code, and implement business logic via admission control and reconcilers.
## Prerequisites
```bash
go install github.com/grafana/grafana-app-sdk/cmd/grafana-app-sdk@latest
grafana-app-sdk version # verify
```
## Common Workflows
### Scaffold a standalone operator app
```bash
# 1. Init the project (use the Go module path)
grafana-app-sdk project init github.com/example/my-app
# 2. Add operator scaffolding — ASK THE USER FIRST.
# They may prefer to write app.App by hand.
grafana-app-sdk project component add operator
# 3. Verify scaffolded layout
ls pkg/app pkg/watchers cmd/operator
# Expected: app.go, watchers/<kind>.go, main.go
```
Common failure: forgetting `go install` updates the binary — verify with `grafana-app-sdk version` before init.
### Scaffold a grafana/apps-style app (inside `grafana/grafana`)
Only available inside the Grafana repo (or fork) — the init command detects `apps/` and `pkg/registry/apps/` at the repo root.
```bash
mkdir -p apps/my-app && cd apps/my-app
grafana-app-sdk project init github.com/grafana/grafana/apps/my-app
# Keep ONLY: kinds/ pkg/ go.mod go.sum — delete everything else.
cp apps/example/Makefile apps/my-app/Makefile
cp apps/example/kinds/config.cue apps/my-app/kinds/config.cue # overwrite
go work use ./apps/my-app
```
Then register the app inside Grafana (`pkg/registry/apps/apps.go` + `register.go`). Full walkthrough in [references/deployment-modes.md](references/deployment-modes.md#grafanaapps).
### End-to-end development loop
```
1. project init → module, Makefile, kinds/
2. project kind add MyKind → CUE kind scaffold
3. Edit kinds/*.cue → schemas, validation, versions
4. grafana-app-sdk generate → Go types, clients, TS types, AppManifest, CRDs
5. Implement logic → fill in reconciler / admission stubs
6. (optional) project component add frontend
```
Always rerun `generate` after every CUE change — generated code is the API your reconciler sees.
## Deployment modes (one-line table)
| Mode | When to pick | Where it runs |
|------|--------------|---------------|
| Standalone operator | Outside Grafana repo, want your own binary | Kubernetes operator with its own webhook server |
| grafana/apps | Inside `github.com/grafana/grafana` (or fork) | In-process inside Grafana's API server |
| Frontend-only | UI-only app, no Go logic needed | No backend — TS types only |
Full per-mode init, runtime, and wiring detail in [references/deployment-modes.md](references/deployment-modes.md).
## References
- [`references/deployment-modes.md`](references/deployment-modes.md) — per-mode init, runtime semantics, grafana/apps registration walkthrough
- [`references/project-structure.md`](references/project-structure.md) — standalone project layout, what's hand-edited vs generated
- [`references/cli-reference.md`](references/cli-reference.md) — every `grafana-app-sdk` subcommand with flags
- [`references/specific-config.md`](references/specific-config.md) — `app.Config.SpecificConfig` pattern for feature-flag-driven app config
- [`references/local-development.md`](references/local-development.md) — Tilt + k3d local dev loop
- [`references/local-config.md`](references/local-config.md) — `local/config.yaml` reference
## Resources
- [grafana-app-sdk repo](https://github.com/grafana/grafana-app-sdk)
- [App Platform docs](https://grafana.com/docs/grafana/latest/developers/plugins/app-platform/)More Deployment & CI/CD skills
azure-enterprise-infra-planner
microsoft/azure-skills
Architect and provision enterprise Azure infrastructure from workload descriptions. For cloud architects and platform engineers planning networking, identity, security, compliance, and multi-resource topologies with WAF alignment. Generates Bicep or Terraform directly (no azd). WHEN: 'plan Azure infrastructure', 'architect Azure landing zone', 'design hub-spoke network', 'plan multi-region DR topology', 'set up VNets firewalls and private endpoints', 'subscription-scope Bicep deployment', 'Azure Backup for VM workloads'. PREFER azure-prepare FOR app-centric workflows.
azure-kubernetes-app-deploy
microsoft/azure-skills
Use when deploying an existing web application or API to an already-running Azure Kubernetes Service cluster. Detects the framework, generates a Dockerfile and Kubernetes manifests, validates against AKS Deployment Safeguards, and deploys with verification. WHEN: deploy app to AKS, deploy to existing AKS cluster, containerize app for Kubernetes, generate K8s manifests for Azure, set up CI/CD for AKS, my AKS deployment is failing safeguard checks, I have a Django/Express/Spring Boot app to run on AKS. DO NOT USE FOR: creating or provisioning an AKS cluster (use azure-kubernetes), assessing migration to AKS Automatic (use azure-kubernetes-automatic-readiness), or deploying to non-AKS targets like Web Apps, Container Apps, or Functions.
finetuning
microsoft/azure-skills
Fine-tune models on Microsoft Foundry using SFT (supervised), DPO (preference), or RFT (reinforcement with graders). Covers dataset preparation, training job submission, deployment, and evaluation. USE FOR: fine-tune, SFT, DPO, RFT, training data, grader, distillation, fine-tuned model, training job, large file upload, calibrate grader, deploy fine-tuned model, evaluate fine-tuned model. DO NOT USE FOR: general model deployment without fine-tuning (use deploy-model), agent creation (use agents), prompt optimization without training (use prompt-optimizer).

