Merge branch 'main' into usage-data

2026-01-16 09:10:39 -05:00 · 2026-01-16 09:10:39 -05:00 · 08f675c70a
commit 08f675c70a
parent 38072b27f5 b195576f14
47 changed files with 1922 additions and 31 deletions
--- a/.env.example
+++ b/.env.example
@ -66,6 +66,10 @@ EMBEDDING_MODEL=
 # OPTIONAL url for openrag link to langflow in the UI
 LANGFLOW_PUBLIC_URL=

+# OPTIONAL: Override the full docling-serve URL (e.g., for remote instances)
+# If not set, auto-detects host and uses port 5001
+# DOCLING_SERVE_URL=http://my-docling-server:5001
+
 # OPTIONAL: Override host for docling service (for special networking setups)
 # HOST_DOCKER_INTERNAL=host.containers.internal

--- a/.github/workflows/build-multiarch.yml
+++ b/.github/workflows/build-multiarch.yml
@ -69,8 +69,7 @@ jobs:
            tag: langflowai/openrag-backend
            platform: linux/arm64
            arch: arm64
-            #runs-on: [self-hosted, linux, ARM64, langflow-ai-arm64-2]
-            runs-on: RagRunner
+            runs-on: [self-hosted, Linux, ARM64, langflow-ai-arm64-40gb-ephemeral]

          # frontend
          - image: frontend
@ -84,8 +83,7 @@ jobs:
            tag: langflowai/openrag-frontend
            platform: linux/arm64
            arch: arm64
-            #runs-on: [self-hosted, linux, ARM64, langflow-ai-arm64-2]
-            runs-on: RagRunner
+            runs-on: [self-hosted, Linux, ARM64, langflow-ai-arm64-40gb-ephemeral]

          # langflow
          - image: langflow
@ -99,8 +97,7 @@ jobs:
            tag: langflowai/openrag-langflow
            platform: linux/arm64
            arch: arm64
-            #runs-on: self-hosted
-            runs-on: RagRunner
+            runs-on: [self-hosted, Linux, ARM64, langflow-ai-arm64-40gb-ephemeral]

          # opensearch
          - image: opensearch
@ -114,9 +111,7 @@ jobs:
            tag: langflowai/openrag-opensearch
            platform: linux/arm64
            arch: arm64
-            #runs-on: [self-hosted, linux, ARM64, langflow-ai-arm64-2]
-            #runs-on: self-hosted
-            runs-on: RagRunner
+            runs-on: [self-hosted, Linux, ARM64, langflow-ai-arm64-40gb-ephemeral]

    runs-on: ${{ matrix.runs-on }}

--- a/.github/workflows/deploy-docs-draft.yml
+++ b/.github/workflows/deploy-docs-draft.yml
@ -23,7 +23,7 @@ jobs:
      - name: Setup Node.js
        uses: actions/setup-node@v4
        with:
-          node-version: 20
+          node-version: 20.20.0
          cache: npm
          cache-dependency-path: ./docs/package-lock.json

--- a/.github/workflows/deploy-gh-pages.yml
+++ b/.github/workflows/deploy-gh-pages.yml
@ -16,7 +16,7 @@ jobs:
      - uses: actions/checkout@v4
      - uses: actions/setup-node@v4
        with:
-          node-version: 20
+          node-version: 20.20.0
          cache: npm
          cache-dependency-path: ./docs/package-lock.json

--- a/Dockerfile.frontend
+++ b/Dockerfile.frontend
@ -1,4 +1,4 @@
-FROM node:18-slim
+FROM node:20.20.0-slim

 # Set working directory
 WORKDIR /app
--- a/docker-compose.gpu.yml
+++ b/docker-compose.gpu.yml
@ -3,5 +3,10 @@ services:
    environment:
      - NVIDIA_DRIVER_CAPABILITIES=compute,utility
      - NVIDIA_VISIBLE_DEVICES=all
-    gpus: all
-
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
--- a/docker-compose.yml
+++ b/docker-compose.yml
@ -29,7 +29,7 @@ services:
      - "9200:9200"
      - "9600:9600"
    volumes:
-      - ${OPENSEARCH_DATA_PATH:-./opensearch-data}:/usr/share/opensearch/data:Z
+      - ${OPENSEARCH_DATA_PATH:-./opensearch-data}:/usr/share/opensearch/data:U,z

  dashboards:
    image: opensearchproject/opensearch-dashboards:3.0.0
--- a/docs/docs/_partial-gpu-mode-tip.mdx
+++ b/docs/docs/_partial-gpu-mode-tip.mdx
@ -0,0 +1,5 @@
+GPU acceleration isn't required for most use cases.
+OpenRAG's CPU-only deployment doesn't prevent you from using GPU acceleration in external services, such as Ollama servers.
+
+GPU acceleration is required only for specific use cases, typically involving customization of the ingestion flows or ingestion logic.
+For example, writing alternate ingest logic in OpenRAG that uses GPUs directly in the container, or customizing the ingestion flows to use Langflow's Docling component with GPU acceleration instead of OpenRAG's `docling serve` service.
--- a/docs/docs/_partial-prereq-common.mdx
+++ b/docs/docs/_partial-prereq-common.mdx
@ -15,4 +15,6 @@ If a provider offers only one type, you must select two providers.
      <PartialOllamaModels />
      :::

-* Optional: Install GPU support with an NVIDIA GPU, [CUDA](https://docs.nvidia.com/cuda/) support, and compatible NVIDIA drivers on the OpenRAG host machine. If you don't have GPU capabilities, OpenRAG provides an alternate CPU-only deployment.
+* Optional: Install GPU support with an NVIDIA GPU, [CUDA](https://docs.nvidia.com/cuda/) support, and compatible NVIDIA drivers on the OpenRAG host machine.
+If you don't have GPU capabilities, OpenRAG provides an alternate CPU-only deployment that is suitable for most use cases.
+The default CPU-only deployment doesn't prevent you from using GPU acceleration in external services, such as Ollama servers.
--- a/docs/docs/get-started/docker.mdx
+++ b/docs/docs/get-started/docker.mdx
@ -12,6 +12,7 @@ import PartialPrereqWindows from '@site/docs/_partial-prereq-windows.mdx';
 import PartialPrereqPython from '@site/docs/_partial-prereq-python.mdx';
 import PartialInstallNextSteps from '@site/docs/_partial-install-next-steps.mdx';
 import PartialOllamaModels from '@site/docs/_partial-ollama-models.mdx';
+import PartialGpuModeTip from '@site/docs/_partial-gpu-mode-tip.mdx';

 To manage your own OpenRAG services, deploy OpenRAG with Docker or Podman.

@ -116,7 +117,17 @@ The following variables are required or recommended:

 3. Deploy the OpenRAG containers locally using the appropriate Docker Compose configuration for your environment:

-   * **GPU-accelerated deployment**: If your host machine has an NVIDIA GPU with CUDA support and compatible NVIDIA drivers, use the base `docker-compose.yml` file with the `docker-compose.gpu.yml` override.
+   * **CPU-only deployment** (default, recommended): If your host machine doesn't have NVIDIA GPU support, use the base `docker-compose.yml` file:
+
+      ```bash title="Docker"
+      docker compose up -d
+      ```
+
+      ```bash title="Podman"
+      podman compose up -d
+      ```
+
+   * **GPU-accelerated deployment**: If your host machine has an NVIDIA GPU with CUDA support and compatible NVIDIA drivers, use the base `docker-compose.yml` file with the `docker-compose.gpu.yml` override:

      ```bash title="Docker"
      docker compose -f docker-compose.yml -f docker-compose.gpu.yml up -d
@ -126,15 +137,9 @@ The following variables are required or recommended:
      podman compose -f docker-compose.yml -f docker-compose.gpu.yml up -d
      ```

-   * **CPU-only deployment** (default): If your host machine doesn't have NVIDIA GPU support, use the base `docker-compose.yml` file.
-
-      ```bash title="Docker"
-      docker compose up -d
-      ```
-
-      ```bash title="Podman"
-      podman compose up -d
-      ```
+   :::tip
+   <PartialGpuModeTip />
+   :::

 4. Wait for the OpenRAG containers to start, and then confirm that all containers are running:

--- a/docs/docs/get-started/tui.mdx
+++ b/docs/docs/get-started/tui.mdx
@ -3,6 +3,8 @@ title: Use the TUI
 slug: /tui
 ---

+import PartialGpuModeTip from '@site/docs/_partial-gpu-mode-tip.mdx';
+
 The OpenRAG Terminal User Interface (TUI) provides a simplified and guided experience for configuring, managing, and monitoring your OpenRAG deployment directly from the terminal.

 ![OpenRAG TUI Interface](@site/static/img/openrag_tui_dec_2025.png)
@ -36,6 +38,10 @@ In the TUI, click **Status**, and then click **Switch to GPU Mode** or **Switch

 This change requires restarting all OpenRAG services because each mode has its own `docker-compose` file.

+:::tip
+<PartialGpuModeTip />
+:::
+
 ## Exit the OpenRAG TUI

 To exit the OpenRAG TUI, press <kbd>q</kbd> on the TUI main page.
--- a/docs/docusaurus.config.js
+++ b/docs/docusaurus.config.js
@ -236,6 +236,15 @@ const config = {
          },
        ],
      },
+      algolia: {
+        appId: "SMEA51Q5OL",
+        // public key, safe to commit
+        apiKey: "b2ec302e9880e8979ad6a68f0c36271e",
+        indexName: "openrag-algolia",
+        contextualSearch: true,
+        searchParameters: {},
+        searchPagePath: "search",
+      },
      prism: {
        theme: prismThemes.github,
        darkTheme: prismThemes.dracula,
--- a/docs/package-lock.json
+++ b/docs/package-lock.json
@ -26,7 +26,7 @@
        "typescript": "~5.9.3"
      },
      "engines": {
-        "node": ">=18.0"
+        "node": ">=20.20.0"
      }
    },
    "node_modules/@ai-sdk/gateway": {
--- a/docs/package.json
+++ b/docs/package.json
@ -46,6 +46,6 @@
    ]
  },
  "engines": {
-    "node": ">=18.0"
+    "node": ">=20.20.0"
  }
 }
--- a/frontend/package.json
+++ b/frontend/package.json
@ -2,6 +2,9 @@
  "name": "frontend",
  "version": "0.1.0",
  "private": true,
+  "engines": {
+    "node": ">=20.20.0"
+  },
  "scripts": {
    "dev": "next dev",
    "build": "next build",
--- a/helm/openrag/Chart.yaml
+++ b/helm/openrag/Chart.yaml
@ -0,0 +1,18 @@
+apiVersion: v2
+name: openrag
+description: A Helm chart for deploying OpenRAG - an open-source agentic RAG platform
+type: application
+version: 0.1.0
+appVersion: "0.1.52"
+keywords:
+  - openrag
+  - rag
+  - langflow
+  - opensearch
+  - ai
+  - llm
+home: https://github.com/langflow-ai/openrag
+sources:
+  - https://github.com/langflow-ai/openrag
+maintainers:
+  - name: OpenRAG Team
--- a/helm/openrag/templates/NOTES.txt
+++ b/helm/openrag/templates/NOTES.txt
@ -0,0 +1,80 @@
+OpenRAG has been deployed successfully!
+
+{{- if .Values.global.tenant.name }}
+Tenant: {{ .Values.global.tenant.name }}
+Namespace: {{ include "openrag.namespace" . }}
+{{- end }}
+
+=== Services Deployed ===
+
+{{- if .Values.langflow.enabled }}
+Langflow:
+  - Internal URL: http://{{ include "openrag.fullname" . }}-langflow:{{ .Values.langflow.service.port }}
+  {{- if and .Values.ingress.enabled .Values.ingress.hosts.langflow.enabled .Values.ingress.hosts.langflow.host }}
+  - External URL: http{{ if .Values.ingress.tls.enabled }}s{{ end }}://{{ .Values.ingress.hosts.langflow.host }}
+  {{- end }}
+{{- end }}
+
+{{- if .Values.backend.enabled }}
+Backend API:
+  - Internal URL: http://{{ include "openrag.fullname" . }}-backend:{{ .Values.backend.service.port }}
+  {{- if and .Values.ingress.enabled .Values.ingress.hosts.backend.host }}
+  - External URL: http{{ if .Values.ingress.tls.enabled }}s{{ end }}://{{ .Values.ingress.hosts.backend.host }}
+  {{- end }}
+{{- end }}
+
+{{- if .Values.frontend.enabled }}
+Frontend UI:
+  - Internal URL: http://{{ include "openrag.fullname" . }}-frontend:{{ .Values.frontend.service.port }}
+  {{- if and .Values.ingress.enabled .Values.ingress.hosts.frontend.host }}
+  - External URL: http{{ if .Values.ingress.tls.enabled }}s{{ end }}://{{ .Values.ingress.hosts.frontend.host }}
+  {{- end }}
+{{- end }}
+
+{{- if .Values.dashboards.enabled }}
+OpenSearch Dashboards:
+  - Internal URL: http://{{ include "openrag.fullname" . }}-dashboards:{{ .Values.dashboards.service.port }}
+  {{- if and .Values.ingress.enabled .Values.ingress.hosts.dashboards.enabled .Values.ingress.hosts.dashboards.host }}
+  - External URL: http{{ if .Values.ingress.tls.enabled }}s{{ end }}://{{ .Values.ingress.hosts.dashboards.host }}
+  {{- end }}
+{{- end }}
+
+=== External Dependencies ===
+
+OpenSearch (External SaaS):
+  - Host: {{ .Values.global.opensearch.host }}
+  - Port: {{ .Values.global.opensearch.port }}
+  - Scheme: {{ .Values.global.opensearch.scheme }}
+
+=== Credentials ===
+
+To retrieve the Langflow superuser credentials:
+
+  kubectl get secret {{ include "openrag.fullname" . }}-langflow -n {{ include "openrag.namespace" . }} -o jsonpath='{.data.superuser}' | base64 -d
+  kubectl get secret {{ include "openrag.fullname" . }}-langflow -n {{ include "openrag.namespace" . }} -o jsonpath='{.data.superuser-password}' | base64 -d
+
+=== Quick Start ===
+
+{{- if and .Values.ingress.enabled .Values.ingress.hosts.frontend.host }}
+1. Access the OpenRAG UI at: http{{ if .Values.ingress.tls.enabled }}s{{ end }}://{{ .Values.ingress.hosts.frontend.host }}
+{{- else }}
+1. Port-forward the frontend service:
+   kubectl port-forward svc/{{ include "openrag.fullname" . }}-frontend {{ .Values.frontend.service.port }}:{{ .Values.frontend.service.port }} -n {{ include "openrag.namespace" . }}
+   Then access: http://localhost:{{ .Values.frontend.service.port }}
+{{- end }}
+
+2. Upload documents to your knowledge base
+
+3. Start chatting with your documents using the AI-powered chat interface
+
+=== Troubleshooting ===
+
+Check pod status:
+  kubectl get pods -n {{ include "openrag.namespace" . }} -l app.kubernetes.io/instance={{ .Release.Name }}
+
+Check pod logs:
+  kubectl logs -n {{ include "openrag.namespace" . }} -l app.kubernetes.io/component=langflow
+  kubectl logs -n {{ include "openrag.namespace" . }} -l app.kubernetes.io/component=backend
+  kubectl logs -n {{ include "openrag.namespace" . }} -l app.kubernetes.io/component=frontend
+
+For more information, visit: https://github.com/langflow-ai/openrag
--- a/helm/openrag/templates/_helpers.tpl
+++ b/helm/openrag/templates/_helpers.tpl
@ -0,0 +1,163 @@
+{{/*
+Expand the name of the chart.
+*/}}
+{{- define "openrag.name" -}}
+{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" }}
+{{- end }}
+
+{{/*
+Create a default fully qualified app name.
+If tenant name is provided, prefix with tenant name.
+*/}}
+{{- define "openrag.fullname" -}}
+{{- if .Values.fullnameOverride }}
+{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" }}
+{{- else }}
+{{- $name := default .Chart.Name .Values.nameOverride }}
+{{- if .Values.global.tenant.name }}
+{{- printf "%s-%s" .Values.global.tenant.name $name | trunc 63 | trimSuffix "-" }}
+{{- else }}
+{{- printf "%s" $name | trunc 63 | trimSuffix "-" }}
+{{- end }}
+{{- end }}
+{{- end }}
+
+{{/*
+Create the namespace name.
+Uses tenant namespace if specified, otherwise tenant name, otherwise release namespace.
+*/}}
+{{- define "openrag.namespace" -}}
+{{- if .Values.global.tenant.namespace }}
+{{- .Values.global.tenant.namespace }}
+{{- else if .Values.global.tenant.name }}
+{{- .Values.global.tenant.name }}
+{{- else }}
+{{- .Release.Namespace }}
+{{- end }}
+{{- end }}
+
+{{/*
+Create chart name and version as used by the chart label.
+*/}}
+{{- define "openrag.chart" -}}
+{{- printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" | trunc 63 | trimSuffix "-" }}
+{{- end }}
+
+{{/*
+Common labels
+*/}}
+{{- define "openrag.labels" -}}
+helm.sh/chart: {{ include "openrag.chart" . }}
+{{ include "openrag.selectorLabels" . }}
+{{- if .Chart.AppVersion }}
+app.kubernetes.io/version: {{ .Chart.AppVersion | quote }}
+{{- end }}
+app.kubernetes.io/managed-by: {{ .Release.Service }}
+{{- if .Values.global.tenant.name }}
+openrag.io/tenant: {{ .Values.global.tenant.name }}
+{{- end }}
+{{- end }}
+
+{{/*
+Selector labels
+*/}}
+{{- define "openrag.selectorLabels" -}}
+app.kubernetes.io/name: {{ include "openrag.name" . }}
+app.kubernetes.io/instance: {{ .Release.Name }}
+{{- end }}
+
+{{/*
+Create the name of the service account to use
+*/}}
+{{- define "openrag.serviceAccountName" -}}
+{{- if .Values.serviceAccount.create }}
+{{- default (include "openrag.fullname" .) .Values.serviceAccount.name }}
+{{- else }}
+{{- default "default" .Values.serviceAccount.name }}
+{{- end }}
+{{- end }}
+
+{{/*
+Langflow component labels
+*/}}
+{{- define "openrag.langflow.labels" -}}
+{{ include "openrag.labels" . }}
+app.kubernetes.io/component: langflow
+{{- end }}
+
+{{/*
+Langflow selector labels
+*/}}
+{{- define "openrag.langflow.selectorLabels" -}}
+{{ include "openrag.selectorLabels" . }}
+app.kubernetes.io/component: langflow
+{{- end }}
+
+{{/*
+Backend component labels
+*/}}
+{{- define "openrag.backend.labels" -}}
+{{ include "openrag.labels" . }}
+app.kubernetes.io/component: backend
+{{- end }}
+
+{{/*
+Backend selector labels
+*/}}
+{{- define "openrag.backend.selectorLabels" -}}
+{{ include "openrag.selectorLabels" . }}
+app.kubernetes.io/component: backend
+{{- end }}
+
+{{/*
+Frontend component labels
+*/}}
+{{- define "openrag.frontend.labels" -}}
+{{ include "openrag.labels" . }}
+app.kubernetes.io/component: frontend
+{{- end }}
+
+{{/*
+Frontend selector labels
+*/}}
+{{- define "openrag.frontend.selectorLabels" -}}
+{{ include "openrag.selectorLabels" . }}
+app.kubernetes.io/component: frontend
+{{- end }}
+
+{{/*
+Dashboards component labels
+*/}}
+{{- define "openrag.dashboards.labels" -}}
+{{ include "openrag.labels" . }}
+app.kubernetes.io/component: dashboards
+{{- end }}
+
+{{/*
+Dashboards selector labels
+*/}}
+{{- define "openrag.dashboards.selectorLabels" -}}
+{{ include "openrag.selectorLabels" . }}
+app.kubernetes.io/component: dashboards
+{{- end }}
+
+{{/*
+Generate the Langflow service URL
+*/}}
+{{- define "openrag.langflow.url" -}}
+http://{{ include "openrag.fullname" . }}-langflow:{{ .Values.langflow.service.port }}
+{{- end }}
+
+{{/*
+Generate the Backend service URL
+*/}}
+{{- define "openrag.backend.url" -}}
+http://{{ include "openrag.fullname" . }}-backend:{{ .Values.backend.service.port }}
+{{- end }}
+
+{{/*
+Generate the OpenSearch URL
+*/}}
+{{- define "openrag.opensearch.url" -}}
+{{ .Values.global.opensearch.scheme }}://{{ .Values.global.opensearch.host }}:{{ .Values.global.opensearch.port }}
+{{- end }}
--- a/helm/openrag/templates/backend/deployment.yaml
+++ b/helm/openrag/templates/backend/deployment.yaml
@ -0,0 +1,273 @@
+{{- if .Values.backend.enabled }}
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: {{ include "openrag.fullname" . }}-backend
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.backend.labels" . | nindent 4 }}
+spec:
+  replicas: 1  # Single pod for vertical scaling
+  strategy:
+    type: Recreate  # Required for RWO PVCs
+  selector:
+    matchLabels:
+      {{- include "openrag.backend.selectorLabels" . | nindent 6 }}
+  template:
+    metadata:
+      labels:
+        {{- include "openrag.backend.selectorLabels" . | nindent 8 }}
+      annotations:
+        checksum/secret-opensearch: {{ include (print $.Template.BasePath "/secrets/opensearch-secret.yaml") . | sha256sum }}
+        checksum/secret-langflow: {{ include (print $.Template.BasePath "/secrets/langflow-secret.yaml") . | sha256sum }}
+        checksum/config-flows: {{ include (print $.Template.BasePath "/configmaps/flow-ids-configmap.yaml") . | sha256sum }}
+        checksum/config-app: {{ include (print $.Template.BasePath "/configmaps/app-config-configmap.yaml") . | sha256sum }}
+    spec:
+      serviceAccountName: {{ include "openrag.serviceAccountName" . }}
+      {{- with .Values.podSecurityContext }}
+      securityContext:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.global.imagePullSecrets }}
+      imagePullSecrets:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- if .Values.langflow.enabled }}
+      initContainers:
+        - name: wait-for-langflow
+          image: busybox:1.36
+          command:
+            - sh
+            - -c
+            - |
+              echo "Waiting for Langflow to be ready..."
+              until nc -z {{ include "openrag.fullname" . }}-langflow {{ .Values.langflow.service.port }}; do
+                echo "Langflow not ready, sleeping 5s..."
+                sleep 5
+              done
+              echo "Langflow is ready!"
+      {{- end }}
+      containers:
+        - name: backend
+          image: "{{ .Values.backend.image.repository }}:{{ .Values.backend.image.tag | default .Values.global.imageTag }}"
+          imagePullPolicy: {{ .Values.global.imagePullPolicy }}
+          {{- with .Values.securityContext }}
+          securityContext:
+            {{- toYaml . | nindent 12 }}
+          {{- end }}
+          ports:
+            - name: http
+              containerPort: 8000
+              protocol: TCP
+          env:
+            # OpenSearch connection (external SaaS)
+            - name: OPENSEARCH_HOST
+              value: {{ .Values.global.opensearch.host | quote }}
+            - name: OPENSEARCH_PORT
+              value: {{ .Values.global.opensearch.port | quote }}
+            - name: OPENSEARCH_USERNAME
+              value: {{ .Values.global.opensearch.username | quote }}
+            {{- if .Values.global.opensearch.password }}
+            - name: OPENSEARCH_PASSWORD
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-opensearch
+                  key: password
+            {{- end }}
+            # Langflow connection
+            - name: LANGFLOW_URL
+              value: {{ include "openrag.langflow.url" . | quote }}
+            {{- if .Values.backend.langflowPublicUrl }}
+            - name: LANGFLOW_PUBLIC_URL
+              value: {{ .Values.backend.langflowPublicUrl | quote }}
+            {{- end }}
+            - name: LANGFLOW_AUTO_LOGIN
+              value: {{ .Values.langflow.auth.autoLogin | quote }}
+            - name: LANGFLOW_SUPERUSER
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-langflow
+                  key: superuser
+            - name: LANGFLOW_SUPERUSER_PASSWORD
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-langflow
+                  key: superuser-password
+            # Flow IDs from ConfigMap
+            - name: LANGFLOW_CHAT_FLOW_ID
+              valueFrom:
+                configMapKeyRef:
+                  name: {{ include "openrag.fullname" . }}-flow-ids
+                  key: chat-flow-id
+            - name: LANGFLOW_INGEST_FLOW_ID
+              valueFrom:
+                configMapKeyRef:
+                  name: {{ include "openrag.fullname" . }}-flow-ids
+                  key: ingest-flow-id
+            - name: LANGFLOW_URL_INGEST_FLOW_ID
+              valueFrom:
+                configMapKeyRef:
+                  name: {{ include "openrag.fullname" . }}-flow-ids
+                  key: url-ingest-flow-id
+            - name: NUDGES_FLOW_ID
+              valueFrom:
+                configMapKeyRef:
+                  name: {{ include "openrag.fullname" . }}-flow-ids
+                  key: nudges-flow-id
+            # Feature flags
+            - name: DISABLE_INGEST_WITH_LANGFLOW
+              value: {{ .Values.backend.features.disableIngestWithLangflow | quote }}
+            # LLM Provider keys
+            {{- if .Values.llmProviders.openai.enabled }}
+            - name: OPENAI_API_KEY
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-llm-providers
+                  key: openai-api-key
+            {{- end }}
+            {{- if .Values.llmProviders.anthropic.enabled }}
+            - name: ANTHROPIC_API_KEY
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-llm-providers
+                  key: anthropic-api-key
+            {{- end }}
+            {{- if .Values.llmProviders.watsonx.enabled }}
+            - name: WATSONX_API_KEY
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-llm-providers
+                  key: watsonx-api-key
+            - name: WATSONX_ENDPOINT
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-llm-providers
+                  key: watsonx-endpoint
+            - name: WATSONX_PROJECT_ID
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-llm-providers
+                  key: watsonx-project-id
+            {{- end }}
+            {{- if .Values.llmProviders.ollama.enabled }}
+            - name: OLLAMA_ENDPOINT
+              value: {{ .Values.llmProviders.ollama.endpoint | quote }}
+            {{- end }}
+            # OAuth credentials
+            {{- if .Values.global.oauth.google.enabled }}
+            - name: GOOGLE_OAUTH_CLIENT_ID
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-oauth
+                  key: google-client-id
+            - name: GOOGLE_OAUTH_CLIENT_SECRET
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-oauth
+                  key: google-client-secret
+            {{- end }}
+            {{- if .Values.global.oauth.microsoft.enabled }}
+            - name: MICROSOFT_GRAPH_OAUTH_CLIENT_ID
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-oauth
+                  key: microsoft-client-id
+            - name: MICROSOFT_GRAPH_OAUTH_CLIENT_SECRET
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-oauth
+                  key: microsoft-client-secret
+            {{- end }}
+            # AWS credentials
+            {{- if .Values.backend.aws.enabled }}
+            - name: AWS_ACCESS_KEY_ID
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-aws
+                  key: access-key-id
+            - name: AWS_SECRET_ACCESS_KEY
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-aws
+                  key: secret-access-key
+            {{- end }}
+            # Webhook configuration
+            {{- if .Values.backend.webhook.enabled }}
+            - name: WEBHOOK_BASE_URL
+              value: {{ .Values.backend.webhook.baseUrl | quote }}
+            {{- end }}
+          volumeMounts:
+            {{- if .Values.backend.persistence.documents.enabled }}
+            - name: documents
+              mountPath: {{ .Values.backend.persistence.documents.mountPath }}
+            {{- end }}
+            {{- if .Values.backend.persistence.keys.enabled }}
+            - name: keys
+              mountPath: {{ .Values.backend.persistence.keys.mountPath }}
+            {{- end }}
+            {{- if .Values.backend.persistence.config.enabled }}
+            - name: config
+              mountPath: {{ .Values.backend.persistence.config.mountPath }}
+            {{- end }}
+            {{- if .Values.langflow.persistence.enabled }}
+            - name: flows
+              mountPath: /app/flows
+              subPath: {{ .Values.langflow.persistence.flowsSubPath }}
+              readOnly: true
+            {{- end }}
+          resources:
+            {{- toYaml .Values.backend.resources | nindent 12 }}
+          {{- if .Values.backend.livenessProbe.enabled }}
+          livenessProbe:
+            httpGet:
+              path: /health
+              port: http
+            initialDelaySeconds: {{ .Values.backend.livenessProbe.initialDelaySeconds }}
+            periodSeconds: {{ .Values.backend.livenessProbe.periodSeconds }}
+            timeoutSeconds: {{ .Values.backend.livenessProbe.timeoutSeconds }}
+            failureThreshold: {{ .Values.backend.livenessProbe.failureThreshold }}
+          {{- end }}
+          {{- if .Values.backend.readinessProbe.enabled }}
+          readinessProbe:
+            httpGet:
+              path: /health
+              port: http
+            initialDelaySeconds: {{ .Values.backend.readinessProbe.initialDelaySeconds }}
+            periodSeconds: {{ .Values.backend.readinessProbe.periodSeconds }}
+            timeoutSeconds: {{ .Values.backend.readinessProbe.timeoutSeconds }}
+            failureThreshold: {{ .Values.backend.readinessProbe.failureThreshold }}
+          {{- end }}
+      volumes:
+        {{- if .Values.backend.persistence.documents.enabled }}
+        - name: documents
+          persistentVolumeClaim:
+            claimName: {{ include "openrag.fullname" . }}-documents
+        {{- end }}
+        {{- if .Values.backend.persistence.keys.enabled }}
+        - name: keys
+          persistentVolumeClaim:
+            claimName: {{ include "openrag.fullname" . }}-keys
+        {{- end }}
+        {{- if .Values.backend.persistence.config.enabled }}
+        - name: config
+          persistentVolumeClaim:
+            claimName: {{ include "openrag.fullname" . }}-config
+        {{- end }}
+        {{- if .Values.langflow.persistence.enabled }}
+        - name: flows
+          persistentVolumeClaim:
+            claimName: {{ include "openrag.fullname" . }}-langflow
+        {{- end }}
+      {{- with .Values.nodeSelector }}
+      nodeSelector:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.affinity }}
+      affinity:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.tolerations }}
+      tolerations:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+{{- end }}
--- a/helm/openrag/templates/backend/service.yaml
+++ b/helm/openrag/templates/backend/service.yaml
@ -0,0 +1,18 @@
+{{- if .Values.backend.enabled }}
+apiVersion: v1
+kind: Service
+metadata:
+  name: {{ include "openrag.fullname" . }}-backend
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.backend.labels" . | nindent 4 }}
+spec:
+  type: {{ .Values.backend.service.type }}
+  ports:
+    - port: {{ .Values.backend.service.port }}
+      targetPort: http
+      protocol: TCP
+      name: http
+  selector:
+    {{- include "openrag.backend.selectorLabels" . | nindent 4 }}
+{{- end }}
--- a/helm/openrag/templates/configmaps/app-config-configmap.yaml
+++ b/helm/openrag/templates/configmaps/app-config-configmap.yaml
@ -0,0 +1,39 @@
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: {{ include "openrag.fullname" . }}-app-config
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+data:
+  config.yaml: |
+    agent:
+      llm_model: {{ .Values.appConfig.agent.llmModel | quote }}
+      llm_provider: {{ .Values.appConfig.agent.llmProvider | quote }}
+      {{- if .Values.appConfig.agent.systemPrompt }}
+      system_prompt: {{ .Values.appConfig.agent.systemPrompt | quote }}
+      {{- end }}
+    edited: false
+    knowledge:
+      chunk_overlap: {{ .Values.appConfig.knowledge.chunkOverlap }}
+      chunk_size: {{ .Values.appConfig.knowledge.chunkSize }}
+      embedding_model: {{ .Values.appConfig.knowledge.embeddingModel | quote }}
+      embedding_provider: {{ .Values.appConfig.knowledge.embeddingProvider | quote }}
+      ocr: {{ .Values.appConfig.knowledge.ocr }}
+      picture_descriptions: {{ .Values.appConfig.knowledge.pictureDescriptions }}
+      table_structure: {{ .Values.appConfig.knowledge.tableStructure }}
+    providers:
+      anthropic:
+        configured: {{ .Values.llmProviders.anthropic.enabled }}
+      ollama:
+        configured: {{ .Values.llmProviders.ollama.enabled }}
+        {{- if .Values.llmProviders.ollama.endpoint }}
+        endpoint: {{ .Values.llmProviders.ollama.endpoint | quote }}
+        {{- end }}
+      openai:
+        configured: {{ .Values.llmProviders.openai.enabled }}
+      watsonx:
+        configured: {{ .Values.llmProviders.watsonx.enabled }}
+        {{- if .Values.llmProviders.watsonx.endpoint }}
+        endpoint: {{ .Values.llmProviders.watsonx.endpoint | quote }}
+        {{- end }}
--- a/helm/openrag/templates/configmaps/flow-ids-configmap.yaml
+++ b/helm/openrag/templates/configmaps/flow-ids-configmap.yaml
@ -0,0 +1,14 @@
+{{- if .Values.langflow.enabled }}
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: {{ include "openrag.fullname" . }}-flow-ids
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+data:
+  chat-flow-id: {{ .Values.langflow.flows.chatFlowId | quote }}
+  ingest-flow-id: {{ .Values.langflow.flows.ingestFlowId | quote }}
+  url-ingest-flow-id: {{ .Values.langflow.flows.urlIngestFlowId | quote }}
+  nudges-flow-id: {{ .Values.langflow.flows.nudgesFlowId | quote }}
+{{- end }}
--- a/helm/openrag/templates/configmaps/flows/agent-flow-configmap.yaml
+++ b/helm/openrag/templates/configmaps/flows/agent-flow-configmap.yaml
@ -0,0 +1,12 @@
+{{- if .Values.langflow.flows.loadDefaults }}
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: {{ include "openrag.fullname" . }}-flow-agent
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+data:
+  openrag_agent.json: |-
+{{ .Files.Get "flows/openrag_agent.json" | indent 4 }}
+{{- end }}
--- a/helm/openrag/templates/configmaps/flows/ingestion-flow-configmap.yaml
+++ b/helm/openrag/templates/configmaps/flows/ingestion-flow-configmap.yaml
@ -0,0 +1,12 @@
+{{- if .Values.langflow.flows.loadDefaults }}
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: {{ include "openrag.fullname" . }}-flow-ingestion
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+data:
+  ingestion_flow.json: |-
+{{ .Files.Get "flows/ingestion_flow.json" | indent 4 }}
+{{- end }}
--- a/helm/openrag/templates/configmaps/flows/nudges-flow-configmap.yaml
+++ b/helm/openrag/templates/configmaps/flows/nudges-flow-configmap.yaml
@ -0,0 +1,12 @@
+{{- if .Values.langflow.flows.loadDefaults }}
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: {{ include "openrag.fullname" . }}-flow-nudges
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+data:
+  openrag_nudges.json: |-
+{{ .Files.Get "flows/openrag_nudges.json" | indent 4 }}
+{{- end }}
--- a/helm/openrag/templates/configmaps/flows/url-flow-configmap.yaml
+++ b/helm/openrag/templates/configmaps/flows/url-flow-configmap.yaml
@ -0,0 +1,12 @@
+{{- if .Values.langflow.flows.loadDefaults }}
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: {{ include "openrag.fullname" . }}-flow-url
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+data:
+  openrag_url_mcp.json: |-
+{{ .Files.Get "flows/openrag_url_mcp.json" | indent 4 }}
+{{- end }}
--- a/helm/openrag/templates/dashboards/deployment.yaml
+++ b/helm/openrag/templates/dashboards/deployment.yaml
@ -0,0 +1,81 @@
+{{- if .Values.dashboards.enabled }}
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: {{ include "openrag.fullname" . }}-dashboards
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.dashboards.labels" . | nindent 4 }}
+spec:
+  replicas: {{ .Values.dashboards.replicaCount }}
+  selector:
+    matchLabels:
+      {{- include "openrag.dashboards.selectorLabels" . | nindent 6 }}
+  template:
+    metadata:
+      labels:
+        {{- include "openrag.dashboards.selectorLabels" . | nindent 8 }}
+      annotations:
+        checksum/secret: {{ include (print $.Template.BasePath "/secrets/opensearch-secret.yaml") . | sha256sum }}
+    spec:
+      serviceAccountName: {{ include "openrag.serviceAccountName" . }}
+      {{- with .Values.podSecurityContext }}
+      securityContext:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.global.imagePullSecrets }}
+      imagePullSecrets:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      containers:
+        - name: dashboards
+          image: "{{ .Values.dashboards.image.repository }}:{{ .Values.dashboards.image.tag }}"
+          imagePullPolicy: {{ .Values.global.imagePullPolicy }}
+          ports:
+            - name: http
+              containerPort: 5601
+              protocol: TCP
+          env:
+            # OpenSearch connection (external SaaS)
+            - name: OPENSEARCH_HOSTS
+              value: '["{{ include "openrag.opensearch.url" . }}"]'
+            - name: OPENSEARCH_USERNAME
+              value: {{ .Values.global.opensearch.username | quote }}
+            {{- if .Values.global.opensearch.password }}
+            - name: OPENSEARCH_PASSWORD
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-opensearch
+                  key: password
+            {{- end }}
+          resources:
+            {{- toYaml .Values.dashboards.resources | nindent 12 }}
+          {{- if .Values.dashboards.livenessProbe.enabled }}
+          livenessProbe:
+            httpGet:
+              path: /api/status
+              port: http
+            initialDelaySeconds: {{ .Values.dashboards.livenessProbe.initialDelaySeconds }}
+            periodSeconds: {{ .Values.dashboards.livenessProbe.periodSeconds }}
+          {{- end }}
+          {{- if .Values.dashboards.readinessProbe.enabled }}
+          readinessProbe:
+            httpGet:
+              path: /api/status
+              port: http
+            initialDelaySeconds: {{ .Values.dashboards.readinessProbe.initialDelaySeconds }}
+            periodSeconds: {{ .Values.dashboards.readinessProbe.periodSeconds }}
+          {{- end }}
+      {{- with .Values.nodeSelector }}
+      nodeSelector:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.affinity }}
+      affinity:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.tolerations }}
+      tolerations:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+{{- end }}
--- a/helm/openrag/templates/dashboards/service.yaml
+++ b/helm/openrag/templates/dashboards/service.yaml
@ -0,0 +1,18 @@
+{{- if .Values.dashboards.enabled }}
+apiVersion: v1
+kind: Service
+metadata:
+  name: {{ include "openrag.fullname" . }}-dashboards
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.dashboards.labels" . | nindent 4 }}
+spec:
+  type: {{ .Values.dashboards.service.type }}
+  ports:
+    - port: {{ .Values.dashboards.service.port }}
+      targetPort: http
+      protocol: TCP
+      name: http
+  selector:
+    {{- include "openrag.dashboards.selectorLabels" . | nindent 4 }}
+{{- end }}
--- a/helm/openrag/templates/frontend/deployment.yaml
+++ b/helm/openrag/templates/frontend/deployment.yaml
@ -0,0 +1,80 @@
+{{- if .Values.frontend.enabled }}
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: {{ include "openrag.fullname" . }}-frontend
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.frontend.labels" . | nindent 4 }}
+spec:
+  {{- if not .Values.frontend.autoscaling.enabled }}
+  replicas: {{ .Values.frontend.replicaCount }}
+  {{- end }}
+  selector:
+    matchLabels:
+      {{- include "openrag.frontend.selectorLabels" . | nindent 6 }}
+  template:
+    metadata:
+      labels:
+        {{- include "openrag.frontend.selectorLabels" . | nindent 8 }}
+    spec:
+      serviceAccountName: {{ include "openrag.serviceAccountName" . }}
+      {{- with .Values.podSecurityContext }}
+      securityContext:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.global.imagePullSecrets }}
+      imagePullSecrets:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      containers:
+        - name: frontend
+          image: "{{ .Values.frontend.image.repository }}:{{ .Values.frontend.image.tag | default .Values.global.imageTag }}"
+          imagePullPolicy: {{ .Values.global.imagePullPolicy }}
+          {{- with .Values.securityContext }}
+          securityContext:
+            {{- toYaml . | nindent 12 }}
+          {{- end }}
+          ports:
+            - name: http
+              containerPort: 3000
+              protocol: TCP
+          env:
+            # Backend connection (uses internal service name)
+            - name: OPENRAG_BACKEND_HOST
+              value: "{{ include "openrag.fullname" . }}-backend"
+          resources:
+            {{- toYaml .Values.frontend.resources | nindent 12 }}
+          {{- if .Values.frontend.livenessProbe.enabled }}
+          livenessProbe:
+            httpGet:
+              path: /
+              port: http
+            initialDelaySeconds: {{ .Values.frontend.livenessProbe.initialDelaySeconds }}
+            periodSeconds: {{ .Values.frontend.livenessProbe.periodSeconds }}
+            timeoutSeconds: {{ .Values.frontend.livenessProbe.timeoutSeconds }}
+            failureThreshold: {{ .Values.frontend.livenessProbe.failureThreshold }}
+          {{- end }}
+          {{- if .Values.frontend.readinessProbe.enabled }}
+          readinessProbe:
+            httpGet:
+              path: /
+              port: http
+            initialDelaySeconds: {{ .Values.frontend.readinessProbe.initialDelaySeconds }}
+            periodSeconds: {{ .Values.frontend.readinessProbe.periodSeconds }}
+            timeoutSeconds: {{ .Values.frontend.readinessProbe.timeoutSeconds }}
+            failureThreshold: {{ .Values.frontend.readinessProbe.failureThreshold }}
+          {{- end }}
+      {{- with .Values.nodeSelector }}
+      nodeSelector:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.affinity }}
+      affinity:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.tolerations }}
+      tolerations:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+{{- end }}
--- a/helm/openrag/templates/frontend/hpa.yaml
+++ b/helm/openrag/templates/frontend/hpa.yaml
@ -0,0 +1,33 @@
+{{- if and .Values.frontend.enabled .Values.frontend.autoscaling.enabled }}
+apiVersion: autoscaling/v2
+kind: HorizontalPodAutoscaler
+metadata:
+  name: {{ include "openrag.fullname" . }}-frontend
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.frontend.labels" . | nindent 4 }}
+spec:
+  scaleTargetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: {{ include "openrag.fullname" . }}-frontend
+  minReplicas: {{ .Values.frontend.autoscaling.minReplicas }}
+  maxReplicas: {{ .Values.frontend.autoscaling.maxReplicas }}
+  metrics:
+    {{- if .Values.frontend.autoscaling.targetCPUUtilizationPercentage }}
+    - type: Resource
+      resource:
+        name: cpu
+        target:
+          type: Utilization
+          averageUtilization: {{ .Values.frontend.autoscaling.targetCPUUtilizationPercentage }}
+    {{- end }}
+    {{- if .Values.frontend.autoscaling.targetMemoryUtilizationPercentage }}
+    - type: Resource
+      resource:
+        name: memory
+        target:
+          type: Utilization
+          averageUtilization: {{ .Values.frontend.autoscaling.targetMemoryUtilizationPercentage }}
+    {{- end }}
+{{- end }}
--- a/helm/openrag/templates/frontend/service.yaml
+++ b/helm/openrag/templates/frontend/service.yaml
@ -0,0 +1,18 @@
+{{- if .Values.frontend.enabled }}
+apiVersion: v1
+kind: Service
+metadata:
+  name: {{ include "openrag.fullname" . }}-frontend
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.frontend.labels" . | nindent 4 }}
+spec:
+  type: {{ .Values.frontend.service.type }}
+  ports:
+    - port: {{ .Values.frontend.service.port }}
+      targetPort: http
+      protocol: TCP
+      name: http
+  selector:
+    {{- include "openrag.frontend.selectorLabels" . | nindent 4 }}
+{{- end }}
--- a/helm/openrag/templates/ingress/ingress.yaml
+++ b/helm/openrag/templates/ingress/ingress.yaml
@ -0,0 +1,104 @@
+{{- if .Values.ingress.enabled }}
+apiVersion: networking.k8s.io/v1
+kind: Ingress
+metadata:
+  name: {{ include "openrag.fullname" . }}
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+  {{- with .Values.ingress.annotations }}
+  annotations:
+    {{- toYaml . | nindent 4 }}
+  {{- end }}
+  {{- if .Values.ingress.tls.certManager.enabled }}
+    cert-manager.io/cluster-issuer: {{ .Values.ingress.tls.certManager.issuerRef.name }}
+  {{- end }}
+spec:
+  {{- if .Values.ingress.className }}
+  ingressClassName: {{ .Values.ingress.className }}
+  {{- end }}
+  {{- if .Values.ingress.tls.enabled }}
+  tls:
+    {{- if .Values.ingress.hosts.frontend.host }}
+    - hosts:
+        - {{ .Values.ingress.hosts.frontend.host }}
+      secretName: {{ .Values.ingress.tls.secretName | default (printf "%s-frontend-tls" (include "openrag.fullname" .)) }}
+    {{- end }}
+    {{- if .Values.ingress.hosts.backend.host }}
+    - hosts:
+        - {{ .Values.ingress.hosts.backend.host }}
+      secretName: {{ .Values.ingress.tls.secretName | default (printf "%s-backend-tls" (include "openrag.fullname" .)) }}
+    {{- end }}
+    {{- if and .Values.ingress.hosts.langflow.enabled .Values.ingress.hosts.langflow.host }}
+    - hosts:
+        - {{ .Values.ingress.hosts.langflow.host }}
+      secretName: {{ .Values.ingress.tls.secretName | default (printf "%s-langflow-tls" (include "openrag.fullname" .)) }}
+    {{- end }}
+    {{- if and .Values.dashboards.enabled .Values.ingress.hosts.dashboards.enabled .Values.ingress.hosts.dashboards.host }}
+    - hosts:
+        - {{ .Values.ingress.hosts.dashboards.host }}
+      secretName: {{ .Values.ingress.tls.secretName | default (printf "%s-dashboards-tls" (include "openrag.fullname" .)) }}
+    {{- end }}
+  {{- end }}
+  rules:
+    {{- if .Values.ingress.hosts.frontend.host }}
+    # Frontend ingress rule
+    - host: {{ .Values.ingress.hosts.frontend.host }}
+      http:
+        paths:
+          {{- range .Values.ingress.hosts.frontend.paths }}
+          - path: {{ .path }}
+            pathType: {{ .pathType }}
+            backend:
+              service:
+                name: {{ include "openrag.fullname" $ }}-frontend
+                port:
+                  number: {{ $.Values.frontend.service.port }}
+          {{- end }}
+    {{- end }}
+    {{- if .Values.ingress.hosts.backend.host }}
+    # Backend API ingress rule
+    - host: {{ .Values.ingress.hosts.backend.host }}
+      http:
+        paths:
+          {{- range .Values.ingress.hosts.backend.paths }}
+          - path: {{ .path }}
+            pathType: {{ .pathType }}
+            backend:
+              service:
+                name: {{ include "openrag.fullname" $ }}-backend
+                port:
+                  number: {{ $.Values.backend.service.port }}
+          {{- end }}
+    {{- end }}
+    {{- if and .Values.ingress.hosts.langflow.enabled .Values.ingress.hosts.langflow.host }}
+    # Optional Langflow direct access
+    - host: {{ .Values.ingress.hosts.langflow.host }}
+      http:
+        paths:
+          {{- range .Values.ingress.hosts.langflow.paths }}
+          - path: {{ .path }}
+            pathType: {{ .pathType }}
+            backend:
+              service:
+                name: {{ include "openrag.fullname" $ }}-langflow
+                port:
+                  number: {{ $.Values.langflow.service.port }}
+          {{- end }}
+    {{- end }}
+    {{- if and .Values.dashboards.enabled .Values.ingress.hosts.dashboards.enabled .Values.ingress.hosts.dashboards.host }}
+    # Optional Dashboards access
+    - host: {{ .Values.ingress.hosts.dashboards.host }}
+      http:
+        paths:
+          {{- range .Values.ingress.hosts.dashboards.paths }}
+          - path: {{ .path }}
+            pathType: {{ .pathType }}
+            backend:
+              service:
+                name: {{ include "openrag.fullname" $ }}-dashboards
+                port:
+                  number: {{ $.Values.dashboards.service.port }}
+          {{- end }}
+    {{- end }}
+{{- end }}
--- a/helm/openrag/templates/langflow/deployment.yaml
+++ b/helm/openrag/templates/langflow/deployment.yaml
@ -0,0 +1,247 @@
+{{- if .Values.langflow.enabled }}
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: {{ include "openrag.fullname" . }}-langflow
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.langflow.labels" . | nindent 4 }}
+spec:
+  replicas: 1  # Always 1 for SQLite-based Langflow
+  strategy:
+    type: Recreate  # Required for RWO PVC
+  selector:
+    matchLabels:
+      {{- include "openrag.langflow.selectorLabels" . | nindent 6 }}
+  template:
+    metadata:
+      labels:
+        {{- include "openrag.langflow.selectorLabels" . | nindent 8 }}
+      annotations:
+        checksum/secret: {{ include (print $.Template.BasePath "/secrets/langflow-secret.yaml") . | sha256sum }}
+        checksum/config: {{ include (print $.Template.BasePath "/configmaps/flow-ids-configmap.yaml") . | sha256sum }}
+    spec:
+      serviceAccountName: {{ include "openrag.serviceAccountName" . }}
+      {{- with .Values.podSecurityContext }}
+      securityContext:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.global.imagePullSecrets }}
+      imagePullSecrets:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- if .Values.langflow.flows.loadDefaults }}
+      initContainers:
+        - name: load-default-flows
+          image: busybox:1.36
+          command:
+            - /bin/sh
+            - -c
+            - |
+              FLOWS_DIR="{{ .Values.langflow.persistence.mountPath }}/{{ .Values.langflow.persistence.flowsSubPath }}"
+              mkdir -p "$FLOWS_DIR"
+              if [ -z "$(ls -A $FLOWS_DIR 2>/dev/null)" ]; then
+                echo "Loading default flows..."
+                cp /default-flows/*.json "$FLOWS_DIR/"
+                echo "Flows loaded: $(ls $FLOWS_DIR)"
+              else
+                echo "Flows already exist, skipping."
+              fi
+          volumeMounts:
+            - name: langflow-data
+              mountPath: {{ .Values.langflow.persistence.mountPath }}
+            - name: default-flows
+              mountPath: /default-flows
+      {{- end }}
+      containers:
+        - name: langflow
+          image: "{{ .Values.langflow.image.repository }}:{{ .Values.langflow.image.tag | default .Values.global.imageTag }}"
+          imagePullPolicy: {{ .Values.global.imagePullPolicy }}
+          {{- with .Values.securityContext }}
+          securityContext:
+            {{- toYaml . | nindent 12 }}
+          {{- end }}
+          ports:
+            - name: http
+              containerPort: 7860
+              protocol: TCP
+          env:
+            # Langflow core settings
+            - name: LANGFLOW_LOAD_FLOWS_PATH
+              value: {{ .Values.langflow.persistence.mountPath }}/{{ .Values.langflow.persistence.flowsSubPath }}
+            - name: LANGFLOW_DATABASE_URL
+              value: "sqlite:///{{ .Values.langflow.persistence.mountPath }}/{{ .Values.langflow.persistence.dbSubPath }}"
+            - name: LANGFLOW_DEACTIVATE_TRACING
+              value: {{ .Values.langflow.deactivateTracing | quote }}
+            - name: LANGFLOW_LOG_LEVEL
+              value: {{ .Values.langflow.logLevel | quote }}
+            - name: HIDE_GETTING_STARTED_PROGRESS
+              value: "true"
+            # Auth settings
+            - name: LANGFLOW_AUTO_LOGIN
+              value: {{ .Values.langflow.auth.autoLogin | quote }}
+            - name: LANGFLOW_NEW_USER_IS_ACTIVE
+              value: {{ .Values.langflow.auth.newUserIsActive | quote }}
+            - name: LANGFLOW_ENABLE_SUPERUSER_CLI
+              value: {{ .Values.langflow.auth.enableSuperuserCli | quote }}
+            # Variables to expose to flows
+            - name: LANGFLOW_VARIABLES_TO_GET_FROM_ENVIRONMENT
+              value: {{ .Values.langflow.variablesToGetFromEnvironment | quote }}
+            # Flow context variables (defaults for flow execution)
+            - name: JWT
+              value: "None"
+            - name: OWNER
+              value: "None"
+            - name: OWNER_NAME
+              value: "None"
+            - name: OWNER_EMAIL
+              value: "None"
+            - name: CONNECTOR_TYPE
+              value: "system"
+            - name: CONNECTOR_TYPE_URL
+              value: "url"
+            - name: OPENRAG-QUERY-FILTER
+              value: "{}"
+            - name: FILENAME
+              value: "None"
+            - name: MIMETYPE
+              value: "None"
+            - name: FILESIZE
+              value: "0"
+            - name: SELECTED_EMBEDDING_MODEL
+              value: ""
+            # Secrets from langflow secret
+            - name: LANGFLOW_SECRET_KEY
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-langflow
+                  key: secret-key
+            - name: LANGFLOW_SUPERUSER
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-langflow
+                  key: superuser
+            - name: LANGFLOW_SUPERUSER_PASSWORD
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-langflow
+                  key: superuser-password
+            # OpenSearch password (for flows)
+            {{- if .Values.global.opensearch.password }}
+            - name: OPENSEARCH_PASSWORD
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-opensearch
+                  key: password
+            {{- end }}
+            # LLM Provider keys
+            {{- if .Values.llmProviders.openai.enabled }}
+            - name: OPENAI_API_KEY
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-llm-providers
+                  key: openai-api-key
+            {{- else }}
+            - name: OPENAI_API_KEY
+              value: "None"
+            {{- end }}
+            {{- if .Values.llmProviders.anthropic.enabled }}
+            - name: ANTHROPIC_API_KEY
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-llm-providers
+                  key: anthropic-api-key
+            {{- else }}
+            - name: ANTHROPIC_API_KEY
+              value: "None"
+            {{- end }}
+            {{- if .Values.llmProviders.watsonx.enabled }}
+            - name: WATSONX_API_KEY
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-llm-providers
+                  key: watsonx-api-key
+            - name: WATSONX_ENDPOINT
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-llm-providers
+                  key: watsonx-endpoint
+            - name: WATSONX_PROJECT_ID
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "openrag.fullname" . }}-llm-providers
+                  key: watsonx-project-id
+            {{- else }}
+            - name: WATSONX_API_KEY
+              value: "None"
+            - name: WATSONX_ENDPOINT
+              value: "None"
+            - name: WATSONX_PROJECT_ID
+              value: "None"
+            {{- end }}
+            {{- if .Values.llmProviders.ollama.enabled }}
+            - name: OLLAMA_BASE_URL
+              value: {{ .Values.llmProviders.ollama.endpoint | quote }}
+            {{- else }}
+            - name: OLLAMA_BASE_URL
+              value: "None"
+            {{- end }}
+          volumeMounts:
+            - name: langflow-data
+              mountPath: {{ .Values.langflow.persistence.mountPath }}
+          resources:
+            {{- toYaml .Values.langflow.resources | nindent 12 }}
+          {{- if .Values.langflow.livenessProbe.enabled }}
+          livenessProbe:
+            httpGet:
+              path: /health
+              port: http
+            initialDelaySeconds: {{ .Values.langflow.livenessProbe.initialDelaySeconds }}
+            periodSeconds: {{ .Values.langflow.livenessProbe.periodSeconds }}
+            timeoutSeconds: {{ .Values.langflow.livenessProbe.timeoutSeconds }}
+            failureThreshold: {{ .Values.langflow.livenessProbe.failureThreshold }}
+          {{- end }}
+          {{- if .Values.langflow.readinessProbe.enabled }}
+          readinessProbe:
+            httpGet:
+              path: /health
+              port: http
+            initialDelaySeconds: {{ .Values.langflow.readinessProbe.initialDelaySeconds }}
+            periodSeconds: {{ .Values.langflow.readinessProbe.periodSeconds }}
+            timeoutSeconds: {{ .Values.langflow.readinessProbe.timeoutSeconds }}
+            failureThreshold: {{ .Values.langflow.readinessProbe.failureThreshold }}
+          {{- end }}
+      volumes:
+        - name: langflow-data
+          {{- if .Values.langflow.persistence.enabled }}
+          persistentVolumeClaim:
+            claimName: {{ include "openrag.fullname" . }}-langflow
+          {{- else }}
+          emptyDir: {}
+          {{- end }}
+        {{- if .Values.langflow.flows.loadDefaults }}
+        - name: default-flows
+          projected:
+            sources:
+              - configMap:
+                  name: {{ include "openrag.fullname" . }}-flow-ingestion
+              - configMap:
+                  name: {{ include "openrag.fullname" . }}-flow-agent
+              - configMap:
+                  name: {{ include "openrag.fullname" . }}-flow-nudges
+              - configMap:
+                  name: {{ include "openrag.fullname" . }}-flow-url
+        {{- end }}
+      {{- with .Values.nodeSelector }}
+      nodeSelector:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.affinity }}
+      affinity:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- with .Values.tolerations }}
+      tolerations:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+{{- end }}
--- a/helm/openrag/templates/langflow/service.yaml
+++ b/helm/openrag/templates/langflow/service.yaml
@ -0,0 +1,18 @@
+{{- if .Values.langflow.enabled }}
+apiVersion: v1
+kind: Service
+metadata:
+  name: {{ include "openrag.fullname" . }}-langflow
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.langflow.labels" . | nindent 4 }}
+spec:
+  type: {{ .Values.langflow.service.type }}
+  ports:
+    - port: {{ .Values.langflow.service.port }}
+      targetPort: http
+      protocol: TCP
+      name: http
+  selector:
+    {{- include "openrag.langflow.selectorLabels" . | nindent 4 }}
+{{- end }}
--- a/helm/openrag/templates/secrets/aws-secret.yaml
+++ b/helm/openrag/templates/secrets/aws-secret.yaml
@ -0,0 +1,13 @@
+{{- if .Values.backend.aws.enabled }}
+apiVersion: v1
+kind: Secret
+metadata:
+  name: {{ include "openrag.fullname" . }}-aws
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+type: Opaque
+stringData:
+  access-key-id: {{ .Values.backend.aws.accessKeyId | quote }}
+  secret-access-key: {{ .Values.backend.aws.secretAccessKey | quote }}
+{{- end }}
--- a/helm/openrag/templates/secrets/langflow-secret.yaml
+++ b/helm/openrag/templates/secrets/langflow-secret.yaml
@ -0,0 +1,14 @@
+{{- if .Values.langflow.enabled }}
+apiVersion: v1
+kind: Secret
+metadata:
+  name: {{ include "openrag.fullname" . }}-langflow
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+type: Opaque
+stringData:
+  secret-key: {{ .Values.langflow.auth.secretKey | default (randAlphaNum 32) | quote }}
+  superuser: {{ .Values.langflow.auth.superuser | quote }}
+  superuser-password: {{ .Values.langflow.auth.superuserPassword | default (randAlphaNum 16) | quote }}
+{{- end }}
--- a/helm/openrag/templates/secrets/llm-providers-secret.yaml
+++ b/helm/openrag/templates/secrets/llm-providers-secret.yaml
@ -0,0 +1,22 @@
+{{- if or .Values.llmProviders.openai.enabled .Values.llmProviders.anthropic.enabled .Values.llmProviders.watsonx.enabled }}
+apiVersion: v1
+kind: Secret
+metadata:
+  name: {{ include "openrag.fullname" . }}-llm-providers
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+type: Opaque
+stringData:
+  {{- if .Values.llmProviders.openai.enabled }}
+  openai-api-key: {{ .Values.llmProviders.openai.apiKey | quote }}
+  {{- end }}
+  {{- if .Values.llmProviders.anthropic.enabled }}
+  anthropic-api-key: {{ .Values.llmProviders.anthropic.apiKey | quote }}
+  {{- end }}
+  {{- if .Values.llmProviders.watsonx.enabled }}
+  watsonx-api-key: {{ .Values.llmProviders.watsonx.apiKey | quote }}
+  watsonx-endpoint: {{ .Values.llmProviders.watsonx.endpoint | quote }}
+  watsonx-project-id: {{ .Values.llmProviders.watsonx.projectId | quote }}
+  {{- end }}
+{{- end }}
--- a/helm/openrag/templates/secrets/oauth-secret.yaml
+++ b/helm/openrag/templates/secrets/oauth-secret.yaml
@ -0,0 +1,19 @@
+{{- if or .Values.global.oauth.google.enabled .Values.global.oauth.microsoft.enabled }}
+apiVersion: v1
+kind: Secret
+metadata:
+  name: {{ include "openrag.fullname" . }}-oauth
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+type: Opaque
+stringData:
+  {{- if .Values.global.oauth.google.enabled }}
+  google-client-id: {{ .Values.global.oauth.google.clientId | quote }}
+  google-client-secret: {{ .Values.global.oauth.google.clientSecret | quote }}
+  {{- end }}
+  {{- if .Values.global.oauth.microsoft.enabled }}
+  microsoft-client-id: {{ .Values.global.oauth.microsoft.clientId | quote }}
+  microsoft-client-secret: {{ .Values.global.oauth.microsoft.clientSecret | quote }}
+  {{- end }}
+{{- end }}
--- a/helm/openrag/templates/secrets/opensearch-secret.yaml
+++ b/helm/openrag/templates/secrets/opensearch-secret.yaml
@ -0,0 +1,13 @@
+{{- if .Values.global.opensearch.password }}
+apiVersion: v1
+kind: Secret
+metadata:
+  name: {{ include "openrag.fullname" . }}-opensearch
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+type: Opaque
+stringData:
+  password: {{ .Values.global.opensearch.password | quote }}
+  username: {{ .Values.global.opensearch.username | quote }}
+{{- end }}
--- a/helm/openrag/templates/serviceaccount.yaml
+++ b/helm/openrag/templates/serviceaccount.yaml
@ -0,0 +1,13 @@
+{{- if .Values.serviceAccount.create }}
+apiVersion: v1
+kind: ServiceAccount
+metadata:
+  name: {{ include "openrag.serviceAccountName" . }}
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.labels" . | nindent 4 }}
+  {{- with .Values.serviceAccount.annotations }}
+  annotations:
+    {{- toYaml . | nindent 4 }}
+  {{- end }}
+{{- end }}
--- a/helm/openrag/templates/storage/config-pvc.yaml
+++ b/helm/openrag/templates/storage/config-pvc.yaml
@ -0,0 +1,18 @@
+{{- if and .Values.backend.enabled .Values.backend.persistence.config.enabled }}
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: {{ include "openrag.fullname" . }}-config
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.backend.labels" . | nindent 4 }}
+spec:
+  accessModes:
+    - {{ .Values.backend.persistence.config.accessMode }}
+  {{- if .Values.backend.persistence.config.storageClass }}
+  storageClassName: {{ .Values.backend.persistence.config.storageClass | quote }}
+  {{- end }}
+  resources:
+    requests:
+      storage: {{ .Values.backend.persistence.config.size }}
+{{- end }}
--- a/helm/openrag/templates/storage/documents-pvc.yaml
+++ b/helm/openrag/templates/storage/documents-pvc.yaml
@ -0,0 +1,18 @@
+{{- if and .Values.backend.enabled .Values.backend.persistence.documents.enabled }}
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: {{ include "openrag.fullname" . }}-documents
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.backend.labels" . | nindent 4 }}
+spec:
+  accessModes:
+    - {{ .Values.backend.persistence.documents.accessMode }}
+  {{- if .Values.backend.persistence.documents.storageClass }}
+  storageClassName: {{ .Values.backend.persistence.documents.storageClass | quote }}
+  {{- end }}
+  resources:
+    requests:
+      storage: {{ .Values.backend.persistence.documents.size }}
+{{- end }}
--- a/helm/openrag/templates/storage/keys-pvc.yaml
+++ b/helm/openrag/templates/storage/keys-pvc.yaml
@ -0,0 +1,18 @@
+{{- if and .Values.backend.enabled .Values.backend.persistence.keys.enabled }}
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: {{ include "openrag.fullname" . }}-keys
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.backend.labels" . | nindent 4 }}
+spec:
+  accessModes:
+    - {{ .Values.backend.persistence.keys.accessMode }}
+  {{- if .Values.backend.persistence.keys.storageClass }}
+  storageClassName: {{ .Values.backend.persistence.keys.storageClass | quote }}
+  {{- end }}
+  resources:
+    requests:
+      storage: {{ .Values.backend.persistence.keys.size }}
+{{- end }}
--- a/helm/openrag/templates/storage/langflow-pvc.yaml
+++ b/helm/openrag/templates/storage/langflow-pvc.yaml
@ -0,0 +1,18 @@
+{{- if and .Values.langflow.enabled .Values.langflow.persistence.enabled }}
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: {{ include "openrag.fullname" . }}-langflow
+  namespace: {{ include "openrag.namespace" . }}
+  labels:
+    {{- include "openrag.langflow.labels" . | nindent 4 }}
+spec:
+  accessModes:
+    - {{ .Values.langflow.persistence.accessMode }}
+  {{- if .Values.langflow.persistence.storageClass }}
+  storageClassName: {{ .Values.langflow.persistence.storageClass | quote }}
+  {{- end }}
+  resources:
+    requests:
+      storage: {{ .Values.langflow.persistence.size }}
+{{- end }}
--- a/helm/openrag/values.yaml
+++ b/helm/openrag/values.yaml
@ -0,0 +1,408 @@
+# OpenRAG Helm Chart Values
+# This chart deploys OpenRAG with external OpenSearch SaaS connection
+
+# Override names
+nameOverride: ""
+fullnameOverride: ""
+
+# Global settings
+global:
+  # Tenant identification - used for resource naming and namespace
+  tenant:
+    name: ""                              # Required for multi-tenant: tenant identifier (e.g., "acme")
+    namespace: ""                         # Optional: override namespace (defaults to tenant name or release namespace)
+
+  # Image settings
+  imageRegistry: "langflowai"
+  imagePullPolicy: IfNotPresent
+  imageTag: "latest"                      # Override with specific version in production
+  imagePullSecrets: []
+
+  # External OpenSearch SaaS connection (OpenSearch is NOT deployed by this chart)
+  opensearch:
+    host: ""                              # Required: OpenSearch SaaS endpoint (e.g., "my-cluster.us-east-1.es.amazonaws.com")
+    port: 443                             # Default HTTPS port for managed OpenSearch
+    scheme: "https"                       # https for production SaaS
+    username: "admin"                     # OpenSearch username
+    password: ""                          # OpenSearch password (stored in secret)
+
+  # Shared OAuth credentials (same across all tenants)
+  oauth:
+    google:
+      enabled: false
+      clientId: ""                        # Google OAuth client ID
+      clientSecret: ""                    # Google OAuth client secret
+    microsoft:
+      enabled: false
+      clientId: ""                        # Microsoft Graph OAuth client ID
+      clientSecret: ""                    # Microsoft Graph OAuth client secret
+
+# ============================================================================
+# Langflow Configuration
+# ============================================================================
+langflow:
+  enabled: true
+
+  image:
+    repository: langflowai/openrag-langflow
+    tag: ""                               # Uses global.imageTag if empty
+
+  # Single pod - vertical scaling only (SQLite requires single writer)
+  replicaCount: 1
+
+  # Resource requests/limits for vertical scaling
+  resources:
+    requests:
+      cpu: "500m"
+      memory: "1Gi"
+    limits:
+      cpu: "4"
+      memory: "8Gi"
+
+  # Persistence for SQLite DB and flows
+  persistence:
+    enabled: true
+    storageClass: ""                      # Empty uses cluster default
+    accessMode: ReadWriteOnce
+    size: 10Gi
+    mountPath: /app/data
+    flowsSubPath: flows
+    dbSubPath: langflow.db
+
+  # Flow configuration (UUIDs for Langflow workflows)
+  flows:
+    loadDefaults: true                        # Load default OpenRAG flows on first deployment
+    chatFlowId: "1098eea1-6649-4e1d-aed1-b77249fb8dd0"
+    ingestFlowId: "5488df7c-b93f-4f87-a446-b67028bc0813"
+    urlIngestFlowId: "72c3d17c-2dac-4a73-b48a-6518473d7830"
+    nudgesFlowId: "ebc01d31-1976-46ce-a385-b0240327226c"
+    loadPath: /app/flows
+
+  # Authentication settings
+  auth:
+    autoLogin: false
+    superuser: "admin"                    # Langflow superuser username
+    superuserPassword: ""                 # Langflow superuser password (stored in secret)
+    secretKey: ""                         # Langflow secret key for JWT (stored in secret)
+    newUserIsActive: false
+    enableSuperuserCli: false
+
+  # Runtime settings
+  deactivateTracing: true
+  logLevel: "INFO"                        # DEBUG, INFO, WARNING, ERROR
+
+  # Variables to expose to flows
+  variablesToGetFromEnvironment: "JWT,OPENRAG-QUERY-FILTER,OPENSEARCH_PASSWORD,OWNER,OWNER_NAME,OWNER_EMAIL,CONNECTOR_TYPE,FILENAME,MIMETYPE,FILESIZE,SELECTED_EMBEDDING_MODEL,OPENAI_API_KEY,ANTHROPIC_API_KEY,WATSONX_API_KEY,WATSONX_ENDPOINT,WATSONX_PROJECT_ID,OLLAMA_BASE_URL"
+
+  # Probes
+  livenessProbe:
+    enabled: true
+    initialDelaySeconds: 60
+    periodSeconds: 30
+    timeoutSeconds: 10
+    failureThreshold: 3
+  readinessProbe:
+    enabled: true
+    initialDelaySeconds: 30
+    periodSeconds: 10
+    timeoutSeconds: 5
+    failureThreshold: 3
+
+  # Service configuration
+  service:
+    type: ClusterIP
+    port: 7860
+
+# ============================================================================
+# OpenRAG Backend Configuration
+# ============================================================================
+backend:
+  enabled: true
+
+  image:
+    repository: langflowai/openrag-backend
+    tag: ""                               # Uses global.imageTag if empty
+
+  # Single pod for vertical scaling
+  replicaCount: 1
+
+  # Resource requests/limits
+  resources:
+    requests:
+      cpu: "500m"
+      memory: "2Gi"
+    limits:
+      cpu: "4"
+      memory: "16Gi"
+
+  # Persistence for documents, keys, and config
+  persistence:
+    documents:
+      enabled: true
+      storageClass: ""
+      accessMode: ReadWriteOnce
+      size: 50Gi
+      mountPath: /app/openrag-documents
+    keys:
+      enabled: true
+      storageClass: ""
+      accessMode: ReadWriteOnce
+      size: 1Gi
+      mountPath: /app/keys
+    config:
+      enabled: true
+      storageClass: ""
+      accessMode: ReadWriteOnce
+      size: 1Gi
+      mountPath: /app/config
+
+  # Feature flags
+  features:
+    disableIngestWithLangflow: false      # Set true to use traditional processor instead of Langflow
+
+  # Langflow public URL (for UI links to Langflow)
+  langflowPublicUrl: ""                   # e.g., "https://langflow.example.com"
+
+  # Webhook configuration for continuous ingestion
+  webhook:
+    enabled: false
+    baseUrl: ""                           # DNS routable URL for webhooks (e.g., ngrok URL)
+
+  # AWS credentials for S3 integration
+  aws:
+    enabled: false
+    accessKeyId: ""
+    secretAccessKey: ""
+
+  # Probes
+  livenessProbe:
+    enabled: true
+    initialDelaySeconds: 30
+    periodSeconds: 30
+    timeoutSeconds: 10
+    failureThreshold: 3
+  readinessProbe:
+    enabled: true
+    initialDelaySeconds: 15
+    periodSeconds: 10
+    timeoutSeconds: 5
+    failureThreshold: 3
+
+  # Service configuration
+  service:
+    type: ClusterIP
+    port: 8000
+
+# ============================================================================
+# OpenRAG Frontend Configuration
+# ============================================================================
+frontend:
+  enabled: true
+
+  image:
+    repository: langflowai/openrag-frontend
+    tag: ""                               # Uses global.imageTag if empty
+
+  # Can be multiple replicas (stateless)
+  replicaCount: 2
+
+  # Resource requests/limits
+  resources:
+    requests:
+      cpu: "100m"
+      memory: "256Mi"
+    limits:
+      cpu: "1"
+      memory: "1Gi"
+
+  # Horizontal Pod Autoscaler
+  autoscaling:
+    enabled: false
+    minReplicas: 2
+    maxReplicas: 10
+    targetCPUUtilizationPercentage: 70
+    targetMemoryUtilizationPercentage: 80
+
+  # Probes
+  livenessProbe:
+    enabled: true
+    initialDelaySeconds: 30
+    periodSeconds: 10
+    timeoutSeconds: 5
+    failureThreshold: 3
+  readinessProbe:
+    enabled: true
+    initialDelaySeconds: 10
+    periodSeconds: 5
+    timeoutSeconds: 3
+    failureThreshold: 3
+
+  # Service configuration
+  service:
+    type: ClusterIP
+    port: 3000
+
+# ============================================================================
+# OpenSearch Dashboards Configuration (Optional)
+# ============================================================================
+dashboards:
+  enabled: false                          # Enable only if dashboards available in OS SaaS
+
+  image:
+    repository: opensearchproject/opensearch-dashboards
+    tag: "3.0.0"
+
+  replicaCount: 1
+
+  # Resource requests/limits
+  resources:
+    requests:
+      cpu: "100m"
+      memory: "512Mi"
+    limits:
+      cpu: "1"
+      memory: "2Gi"
+
+  # Probes
+  livenessProbe:
+    enabled: true
+    initialDelaySeconds: 60
+    periodSeconds: 30
+  readinessProbe:
+    enabled: true
+    initialDelaySeconds: 30
+    periodSeconds: 10
+
+  # Service configuration
+  service:
+    type: ClusterIP
+    port: 5601
+
+# ============================================================================
+# Ingress Configuration
+# ============================================================================
+ingress:
+  enabled: true
+  className: "nginx"                      # nginx, alb, traefik, etc.
+
+  # Annotations for ingress controller
+  annotations: {}
+    # For nginx:
+    # nginx.ingress.kubernetes.io/proxy-body-size: "100m"
+    # nginx.ingress.kubernetes.io/proxy-read-timeout: "300"
+    # For AWS ALB:
+    # alb.ingress.kubernetes.io/scheme: internet-facing
+    # alb.ingress.kubernetes.io/target-type: ip
+
+  # Host configuration
+  hosts:
+    frontend:
+      host: ""                            # e.g., "openrag.example.com"
+      paths:
+        - path: /
+          pathType: Prefix
+    backend:
+      host: ""                            # e.g., "api.openrag.example.com"
+      paths:
+        - path: /
+          pathType: Prefix
+    langflow:
+      enabled: false                      # Optional: expose Langflow directly
+      host: ""                            # e.g., "langflow.openrag.example.com"
+      paths:
+        - path: /
+          pathType: Prefix
+    dashboards:
+      enabled: false                      # Only if dashboards.enabled is true
+      host: ""
+      paths:
+        - path: /
+          pathType: Prefix
+
+  # TLS configuration
+  tls:
+    enabled: false
+    # Use existing secret:
+    # secretName: "openrag-tls"
+
+    # Or use cert-manager:
+    certManager:
+      enabled: false
+      issuerRef:
+        name: "letsencrypt-prod"
+        kind: "ClusterIssuer"
+
+# ============================================================================
+# LLM Provider API Keys
+# ============================================================================
+llmProviders:
+  openai:
+    enabled: false
+    apiKey: ""                            # OpenAI API key (stored in secret)
+  anthropic:
+    enabled: false
+    apiKey: ""                            # Anthropic API key (stored in secret)
+  watsonx:
+    enabled: false
+    apiKey: ""                            # WatsonX API key (stored in secret)
+    endpoint: "https://us-south.ml.cloud.ibm.com"
+    projectId: ""                         # WatsonX project ID
+  ollama:
+    enabled: false
+    endpoint: ""                          # Ollama endpoint URL (e.g., "http://ollama:11434")
+
+# ============================================================================
+# Application Config (config.yaml contents)
+# ============================================================================
+appConfig:
+  agent:
+    llmModel: "claude-sonnet-4-5-20250929"
+    llmProvider: "anthropic"
+    # System prompt can be customized here
+    systemPrompt: ""                      # Leave empty to use default
+  knowledge:
+    chunkOverlap: 200
+    chunkSize: 1000
+    embeddingModel: "text-embedding-3-large"
+    embeddingProvider: "openai"
+    ocr: false
+    pictureDescriptions: false
+    tableStructure: true
+
+# ============================================================================
+# Service Account
+# ============================================================================
+serviceAccount:
+  create: true
+  name: ""
+  annotations: {}
+
+# ============================================================================
+# Pod Security
+# ============================================================================
+podSecurityContext:
+  fsGroup: 1000
+  runAsNonRoot: true
+
+securityContext:
+  allowPrivilegeEscalation: false
+  readOnlyRootFilesystem: false
+  runAsUser: 1000
+  runAsGroup: 1000
+
+# ============================================================================
+# Node Placement
+# ============================================================================
+nodeSelector: {}
+
+tolerations: []
+
+affinity: {}
+
+# ============================================================================
+# Pod Disruption Budgets
+# ============================================================================
+podDisruptionBudget:
+  enabled: false
+  minAvailable: 1
+  # maxUnavailable: 1
--- a/src/api/docling.py
+++ b/src/api/docling.py
@ -1,5 +1,6 @@
 """Docling service proxy endpoints."""

+import os
 import socket
 import struct
 from pathlib import Path
@ -73,9 +74,15 @@ def determine_docling_host() -> str:
    return "localhost"


-# Detect the host IP once at startup
-HOST_IP = determine_docling_host()
-DOCLING_SERVICE_URL = f"http://{HOST_IP}:5001"
+# Use explicit URL if provided, otherwise auto-detect host
+_docling_url_override = os.getenv("DOCLING_SERVE_URL")
+if _docling_url_override:
+    DOCLING_SERVICE_URL = _docling_url_override.rstrip("/")
+    HOST_IP = _docling_url_override  # For display in health responses
+    logger.info("Using DOCLING_SERVE_URL override: %s", DOCLING_SERVICE_URL)
+else:
+    HOST_IP = determine_docling_host()
+    DOCLING_SERVICE_URL = f"http://{HOST_IP}:5001"


 async def health(request: Request) -> JSONResponse:
--- a/src/main.py
+++ b/src/main.py
@ -21,6 +21,7 @@ from functools import partial

 from starlette.applications import Starlette
 from starlette.routing import Route
+from starlette.responses import JSONResponse

 # Set multiprocessing start method to 'spawn' for CUDA compatibility
 multiprocessing.set_start_method("spawn", force=True)
@ -456,6 +457,24 @@ async def _ingest_default_documents_langflow(services, file_paths):
        file_count=len(file_paths),
    )

+async def opensearch_health_ready(request):
+    """Readiness probe: verifies OpenSearch dependency is reachable."""
+    try:
+        # Fast check that the cluster is reachable/auth works
+        await asyncio.wait_for(clients.opensearch.info(), timeout=5.0)
+        return JSONResponse(
+            {"status": "ready", "dependencies": {"opensearch": "up"}},
+            status_code=200,
+        )
+    except Exception as e:
+        return JSONResponse(
+            {
+                "status": "not_ready",
+                "dependencies": {"opensearch": "down"},
+                "error": str(e),
+            },
+            status_code=503,
+        )

 async def _ingest_default_documents_openrag(services, file_paths):
    """Ingest default documents using traditional OpenRAG processor."""
@ -1148,6 +1167,11 @@ async def create_app():
            ),
            methods=["GET"],
        ),
+        Route(
+            "/search/health",
+            opensearch_health_ready,
+            methods=["GET"],
+        ),
        # Models endpoints
        Route(
            "/models/openai",