diff --git a/kubernetes/apps/ai/kustomization.yaml b/kubernetes/apps/ai/kustomization.yaml
new file mode 100644
index 0000000..2894bf3
--- /dev/null
+++ b/kubernetes/apps/ai/kustomization.yaml
@@ -0,0 +1,11 @@
+---
+apiVersion: kustomize.config.k8s.io/v1beta1
+kind: Kustomization
+namespace: ai
+
+components:
+  - ../../components/sops
+
+resources:
+  - ./namespace.yaml
+  - ./toolhive/ks.yaml
diff --git a/kubernetes/apps/ai/namespace.yaml b/kubernetes/apps/ai/namespace.yaml
new file mode 100644
index 0000000..74a99e4
--- /dev/null
+++ b/kubernetes/apps/ai/namespace.yaml
@@ -0,0 +1,7 @@
+---
+apiVersion: v1
+kind: Namespace
+metadata:
+  name: ai
+  annotations:
+    kustomize.toolkit.fluxcd.io/prune: disabled
diff --git a/kubernetes/apps/ai/toolhive/app/helmrelease.yaml b/kubernetes/apps/ai/toolhive/app/helmrelease.yaml
new file mode 100644
index 0000000..bd892dc
--- /dev/null
+++ b/kubernetes/apps/ai/toolhive/app/helmrelease.yaml
@@ -0,0 +1,19 @@
+---
+apiVersion: helm.toolkit.fluxcd.io/v2
+kind: HelmRelease
+metadata:
+  name: toolhive-operator
+spec:
+  interval: 1h
+  chartRef:
+    kind: OCIRepository
+    name: toolhive-operator
+  values:
+    operator:
+      replicaCount: 1
+      resources:
+        requests:
+          cpu: 10m
+          memory: 128Mi
+        limits:
+          memory: 512Mi
diff --git a/kubernetes/apps/ai/toolhive/app/kustomization.yaml b/kubernetes/apps/ai/toolhive/app/kustomization.yaml
new file mode 100644
index 0000000..10bfeb9
--- /dev/null
+++ b/kubernetes/apps/ai/toolhive/app/kustomization.yaml
@@ -0,0 +1,6 @@
+---
+apiVersion: kustomize.config.k8s.io/v1beta1
+kind: Kustomization
+resources:
+  - ./ocirepository.yaml
+  - ./helmrelease.yaml
diff --git a/kubernetes/apps/ai/toolhive/app/ocirepository.yaml b/kubernetes/apps/ai/toolhive/app/ocirepository.yaml
new file mode 100644
index 0000000..278766c
--- /dev/null
+++ b/kubernetes/apps/ai/toolhive/app/ocirepository.yaml
@@ -0,0 +1,14 @@
+---
+apiVersion: source.toolkit.fluxcd.io/v1
+kind: OCIRepository
+metadata:
+  name: toolhive-operator
+spec:
+  interval: 15m
+  layerSelector:
+    mediaType: application/vnd.cncf.helm.chart.content.v1.tar+gzip
+    operation: copy
+  ref:
+    # Версия чарта toolhive-operator; теги чартов у stacklok идут без префикса v.
+    tag: 0.49.0
+  url: oci://ghcr.io/stacklok/toolhive/toolhive-operator
diff --git a/kubernetes/apps/ai/toolhive/crds/helmrelease.yaml b/kubernetes/apps/ai/toolhive/crds/helmrelease.yaml
new file mode 100644
index 0000000..d4df81e
--- /dev/null
+++ b/kubernetes/apps/ai/toolhive/crds/helmrelease.yaml
@@ -0,0 +1,10 @@
+---
+apiVersion: helm.toolkit.fluxcd.io/v2
+kind: HelmRelease
+metadata:
+  name: toolhive-operator-crds
+spec:
+  interval: 1h
+  chartRef:
+    kind: OCIRepository
+    name: toolhive-operator-crds
diff --git a/kubernetes/apps/ai/toolhive/crds/kustomization.yaml b/kubernetes/apps/ai/toolhive/crds/kustomization.yaml
new file mode 100644
index 0000000..10bfeb9
--- /dev/null
+++ b/kubernetes/apps/ai/toolhive/crds/kustomization.yaml
@@ -0,0 +1,6 @@
+---
+apiVersion: kustomize.config.k8s.io/v1beta1
+kind: Kustomization
+resources:
+  - ./ocirepository.yaml
+  - ./helmrelease.yaml
diff --git a/kubernetes/apps/ai/toolhive/crds/ocirepository.yaml b/kubernetes/apps/ai/toolhive/crds/ocirepository.yaml
new file mode 100644
index 0000000..a2e85e0
--- /dev/null
+++ b/kubernetes/apps/ai/toolhive/crds/ocirepository.yaml
@@ -0,0 +1,14 @@
+---
+apiVersion: source.toolkit.fluxcd.io/v1
+kind: OCIRepository
+metadata:
+  name: toolhive-operator-crds
+spec:
+  interval: 15m
+  layerSelector:
+    mediaType: application/vnd.cncf.helm.chart.content.v1.tar+gzip
+    operation: copy
+  ref:
+    # Версия чарта toolhive-operator-crds; теги чартов у stacklok идут без префикса v.
+    tag: 0.49.0
+  url: oci://ghcr.io/stacklok/toolhive/toolhive-operator-crds
diff --git a/kubernetes/apps/ai/toolhive/ks.yaml b/kubernetes/apps/ai/toolhive/ks.yaml
new file mode 100644
index 0000000..0296a8f
--- /dev/null
+++ b/kubernetes/apps/ai/toolhive/ks.yaml
@@ -0,0 +1,44 @@
+---
+apiVersion: kustomize.toolkit.fluxcd.io/v1
+kind: Kustomization
+metadata:
+  name: toolhive-operator-crds
+spec:
+  interval: 1h
+  path: ./kubernetes/apps/ai/toolhive/crds
+  prune: true
+  sourceRef:
+    kind: GitRepository
+    name: flux-system
+    namespace: flux-system
+  targetNamespace: ai
+  wait: true
+  healthChecks:
+    - apiVersion: helm.toolkit.fluxcd.io/v2
+      kind: HelmRelease
+      name: toolhive-operator-crds
+      namespace: ai
+---
+apiVersion: kustomize.toolkit.fluxcd.io/v1
+kind: Kustomization
+metadata:
+  name: toolhive-operator
+spec:
+  interval: 1h
+  path: ./kubernetes/apps/ai/toolhive/app
+  prune: true
+  sourceRef:
+    kind: GitRepository
+    name: flux-system
+    namespace: flux-system
+  targetNamespace: ai
+  wait: true
+  healthChecks:
+    - apiVersion: helm.toolkit.fluxcd.io/v2
+      kind: HelmRelease
+      name: toolhive-operator
+      namespace: ai
+  # CRD-чарт ставится отдельной Kustomization: CRD должны существовать до
+  # установки оператора (иначе MCPServer/ToolHive-объекты не имеют схемы).
+  dependsOn:
+    - name: toolhive-operator-crds