diff --git a/charts/immich/Chart.yaml b/charts/immich/Chart.yaml
index 7605f499..687411d9 100644
--- a/charts/immich/Chart.yaml
+++ b/charts/immich/Chart.yaml
@@ -2,8 +2,8 @@
 apiVersion: v2
 description: A chart to power Immich (immich.app) running on kubernetes
 name: immich
-version: 0.2.0
-appVersion: v1.88.0
+version: 0.3.0
+appVersion: v1.91.0
 home: https://immich.app/
 icon: https://raw.githubusercontent.com/immich-app/immich/main/design/immich-logo.svg
 sources:
@@ -21,13 +21,13 @@ dependencies:
   - name: postgresql
     condition: postgresql.enabled
     repository: https://charts.bitnami.com/bitnami
-    version: 11.8.1
+    version: 13.2.24
   - name: redis
     condition: redis.enabled
     repository: https://charts.bitnami.com/bitnami
-    version: 17.11.6
+    version: 18.4.0
 annotations:
   artifacthub.io/category: storage
   artifacthub.io/changes: |-
     - kind: changed
-      description: Polish for better display on artifacthub
+      description: Remove typesense, add pgvecto.rs
diff --git a/charts/immich/templates/typesense.yaml b/charts/immich/templates/typesense.yaml
deleted file mode 100644
index 3db250ec..00000000
--- a/charts/immich/templates/typesense.yaml
+++ /dev/null
@@ -1,39 +0,0 @@
-{{- define "immich.typesense.hardcodedValues" -}}
-global:
-  nameOverride: typesense
-
-service:
-  main:
-    enabled: true
-    primary: true
-    type: ClusterIP
-    ports:
-      http:
-        enabled: true
-        primary: true
-        port: 8108
-        protocol: HTTP
-
-probes:
-  liveness: &probes
-    enabled: true
-    custom: true
-    spec:
-      httpGet:
-        path: /health
-        port: http
-      initialDelaySeconds: 0
-      periodSeconds: 10
-      timeoutSeconds: 1
-      failureThreshold: 3
-  readiness: *probes
-  startup:
-    enabled: false
-{{- end }}
-
-{{ if .Values.typesense.enabled }}
-{{- $ctx := deepCopy . -}}
-{{- $_ := get .Values "typesense" | mergeOverwrite $ctx.Values -}}
-{{- $_ = include "immich.typesense.hardcodedValues" . | fromYaml | merge $ctx.Values -}}
-{{- include "bjw-s.common.loader.all" $ctx }}
-{{ end }}
\ No newline at end of file
diff --git a/charts/immich/values.yaml b/charts/immich/values.yaml
index ec3fa56e..61ebf321 100644
--- a/charts/immich/values.yaml
+++ b/charts/immich/values.yaml
@@ -11,13 +11,10 @@ env:
   DB_DATABASE_NAME: "{{ .Values.postgresql.global.postgresql.auth.database }}"
   # -- You should provide your own secret outside of this helm-chart and use `postgresql.global.postgresql.auth.existingSecret` to provide credentials to the postgresql instance
   DB_PASSWORD: "{{ .Values.postgresql.global.postgresql.auth.password }}"
-  TYPESENSE_ENABLED: "{{ .Values.typesense.enabled }}"
-  TYPESENSE_API_KEY: "{{ .Values.typesense.env.TYPESENSE_API_KEY }}"
-  TYPESENSE_HOST: '{{ printf "%s-typesense" .Release.Name }}'
   IMMICH_MACHINE_LEARNING_URL: '{{ printf "http://%s-machine-learning:3003" .Release.Name }}'
 
 image:
-  tag: v1.88.0
+  tag: v1.91.0
 
 immich:
   persistence:
@@ -31,12 +28,22 @@ immich:
 
 postgresql:
   enabled: false
+  image:
+    repository: tensorchord/pgvecto-rs
+    tag: pg14-v0.1.11
   global:
     postgresql:
       auth:
         username: immich
         database: immich
         password: immich
+  primary:
+    initdb:
+      scripts:
+        create-extensions.sql: |
+          CREATE EXTENSION cube;
+          CREATE EXTENSION earthdistance;
+          CREATE EXTENSION vectors;
 
 redis:
   enabled: false
@@ -44,23 +51,6 @@ redis:
   auth:
     enabled: false
 
-typesense:
-  enabled: false
-  env:
-    TYPESENSE_DATA_DIR: /tsdata
-    TYPESENSE_API_KEY: typesense
-  persistence:
-    tsdata:
-      # Enabling typesense persistence is recommended to avoid slow reindexing
-      enabled: false
-      accessMode: ReadWriteOnce
-      size: 1Gi
-      # storageClass: storage-class
-  image:
-    repository: docker.io/typesense/typesense
-    tag: 0.24.0
-    pullPolicy: IfNotPresent
-
 # Immich components
 
 server:
@@ -83,16 +73,6 @@ server:
 
 microservices:
   enabled: true
-  env:
-    REVERSE_GEOCODING_DUMP_DIRECTORY: /geodata-cache
-  persistence:
-    geodata-cache:
-      enabled: true
-      size: 1Gi
-      # Optional: Set this to pvc to avoid downloading the geodata every start.
-      type: emptyDir
-      accessMode: ReadWriteMany
-      # storageClass: your-class
   image:
     repository: ghcr.io/immich-app/immich-server
     pullPolicy: IfNotPresent