diff --git a/src/routes/(console)/project-[region]-[project]/overview/assets/dark/openai.svg b/src/routes/(console)/project-[region]-[project]/overview/assets/dark/openai.svg
new file mode 100644
index 0000000000..87661dc136
--- /dev/null
+++ b/src/routes/(console)/project-[region]-[project]/overview/assets/dark/openai.svg
@@ -0,0 +1,3 @@
+<svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg">
+<path d="M6.89 8.385V6.55C6.89 6.385 6.945 6.25 7.075 6.18L10.515 4.255C10.955 4.05 11.485 3.93 12.035 3.93C14.24 3.93 15.595 5.625 15.595 7.4C15.595 7.52 15.595 7.655 15.575 7.79L12.015 5.79C11.815 5.685 11.615 5.685 11.415 5.79L6.89 8.385ZM14.86 14.03V10.095C14.86 9.86 14.745 9.685 14.545 9.58L10.205 7.195L11.685 6.3C11.785 6.235 11.87 6.235 11.97 6.3L15.275 8.21C16.185 8.66 16.815 9.86 16.815 11C16.815 12.255 16.04 13.36 14.86 14.03ZM5.965 10.64L4.64 9.86C4.54 9.795 4.485 9.7 4.485 9.57V5.79C4.485 3.815 5.785 2.495 7.695 2.495C8.435 2.495 9.12 2.73 9.705 3.145L6.35 5.12C6.15 5.22 6.055 5.405 6.055 5.64V10.64ZM8.885 12.41L6.59 11.36V8.825L8.885 7.775L11.18 8.825V11.36L8.885 12.41ZM10.115 17.315C9.395 17.315 8.725 17.105 8.155 16.74L11.46 14.76C11.66 14.66 11.765 14.49 11.765 14.265V9.28L13.155 10.115C13.255 10.18 13.295 10.27 13.295 10.385V14.265C13.295 16.165 11.885 17.315 10.115 17.315ZM6.14 13.96L2.745 12.02C1.9 11.565 1.285 10.295 1.285 9.03C1.285 7.48 2.065 6.38 3.275 5.835V9.7C3.275 9.935 3.39 10.095 3.59 10.195L7.765 12.42L6.38 13.96C6.26 14.025 6.155 14.025 6.04 13.96H6.14ZM5.955 16.33C4.065 16.33 2.615 14.91 2.615 13.13C2.615 12.985 2.635 12.84 2.65 12.695L5.975 14.575C6.175 14.675 6.375 14.675 6.575 14.575L11.18 12.41V14.095C11.18 14.245 11.125 14.35 10.995 14.415L7.505 16.27C7.125 16.49 6.565 16.655 5.955 16.655V16.33ZM10.115 18.315C12.2 18.315 13.885 16.875 14.285 14.86C16.115 14.365 17.365 12.605 17.365 11C17.365 9.825 16.875 8.69 15.95 7.925C16.035 7.545 16.09 7.165 16.09 6.785C16.09 4.32 14.12 2.405 11.755 2.405C11.375 2.405 10.995 2.46 10.64 2.575C9.775 1.98 8.715 1.625 7.6 1.625C5.515 1.625 3.83 3.065 3.43 5.08C1.6 5.58 0.365 7.165 0.365 9.03C0.365 10.23 0.86 11.405 1.785 12.27C1.695 12.635 1.64 13 1.64 13.435C1.64 15.87 3.61 17.785 6.0 17.785C6.38 17.785 6.76 17.73 7.115 17.595C8.0 18.19 9.08 18.545 10.175 18.545L10.115 18.315Z" fill="#EDEDF0"/>
+</svg>
\ No newline at end of file
diff --git a/src/routes/(console)/project-[region]-[project]/overview/assets/dark/windsurf.svg b/src/routes/(console)/project-[region]-[project]/overview/assets/dark/windsurf.svg
deleted file mode 100644
index d6bdbe5fc1..0000000000
--- a/src/routes/(console)/project-[region]-[project]/overview/assets/dark/windsurf.svg
+++ /dev/null
@@ -1,5 +0,0 @@
-<svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg">
-<path d="M6.38283 10.7525L5.39611 7.99401C5.22398 7.51281 5.57208 7.00214 6.06732 7.02528C11.5964 7.2832 14.4331 9.29146 14.1687 15.0827C13.2071 11.0382 8.5951 10.7525 6.38283 10.7525Z" fill="#EDEDF0"/>
-<path d="M4.89231 5.67595L3.86522 3.00302C3.67933 2.51927 4.02719 1.99404 4.53013 2.00005C10.1767 2.06749 14.1193 2.44873 14.1193 9.95706C13.1577 5.91252 7.10459 5.67595 4.89231 5.67595Z" fill="#EDEDF0"/>
-<path d="M7.91135 15.9917L6.85283 13.0398C6.68118 12.5612 7.02451 12.0516 7.51714 12.0777C12.0282 12.3168 14.2845 14.2758 14.0232 20C13.0616 15.9555 10.1396 15.9917 7.91135 15.9917Z" fill="#EDEDF0"/>
-</svg>
diff --git a/src/routes/(console)/project-[region]-[project]/overview/assets/openai.svg b/src/routes/(console)/project-[region]-[project]/overview/assets/openai.svg
new file mode 100644
index 0000000000..2e73c79958
--- /dev/null
+++ b/src/routes/(console)/project-[region]-[project]/overview/assets/openai.svg
@@ -0,0 +1,3 @@
+<svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg">
+<path d="M6.89 8.385V6.55C6.89 6.385 6.945 6.25 7.075 6.18L10.515 4.255C10.955 4.05 11.485 3.93 12.035 3.93C14.24 3.93 15.595 5.625 15.595 7.4C15.595 7.52 15.595 7.655 15.575 7.79L12.015 5.79C11.815 5.685 11.615 5.685 11.415 5.79L6.89 8.385ZM14.86 14.03V10.095C14.86 9.86 14.745 9.685 14.545 9.58L10.205 7.195L11.685 6.3C11.785 6.235 11.87 6.235 11.97 6.3L15.275 8.21C16.185 8.66 16.815 9.86 16.815 11C16.815 12.255 16.04 13.36 14.86 14.03ZM5.965 10.64L4.64 9.86C4.54 9.795 4.485 9.7 4.485 9.57V5.79C4.485 3.815 5.785 2.495 7.695 2.495C8.435 2.495 9.12 2.73 9.705 3.145L6.35 5.12C6.15 5.22 6.055 5.405 6.055 5.64V10.64ZM8.885 12.41L6.59 11.36V8.825L8.885 7.775L11.18 8.825V11.36L8.885 12.41ZM10.115 17.315C9.395 17.315 8.725 17.105 8.155 16.74L11.46 14.76C11.66 14.66 11.765 14.49 11.765 14.265V9.28L13.155 10.115C13.255 10.18 13.295 10.27 13.295 10.385V14.265C13.295 16.165 11.885 17.315 10.115 17.315ZM6.14 13.96L2.745 12.02C1.9 11.565 1.285 10.295 1.285 9.03C1.285 7.48 2.065 6.38 3.275 5.835V9.7C3.275 9.935 3.39 10.095 3.59 10.195L7.765 12.42L6.38 13.96C6.26 14.025 6.155 14.025 6.04 13.96H6.14ZM5.955 16.33C4.065 16.33 2.615 14.91 2.615 13.13C2.615 12.985 2.635 12.84 2.65 12.695L5.975 14.575C6.175 14.675 6.375 14.675 6.575 14.575L11.18 12.41V14.095C11.18 14.245 11.125 14.35 10.995 14.415L7.505 16.27C7.125 16.49 6.565 16.655 5.955 16.655V16.33ZM10.115 18.315C12.2 18.315 13.885 16.875 14.285 14.86C16.115 14.365 17.365 12.605 17.365 11C17.365 9.825 16.875 8.69 15.95 7.925C16.035 7.545 16.09 7.165 16.09 6.785C16.09 4.32 14.12 2.405 11.755 2.405C11.375 2.405 10.995 2.46 10.64 2.575C9.775 1.98 8.715 1.625 7.6 1.625C5.515 1.625 3.83 3.065 3.43 5.08C1.6 5.58 0.365 7.165 0.365 9.03C0.365 10.23 0.86 11.405 1.785 12.27C1.695 12.635 1.64 13 1.64 13.435C1.64 15.87 3.61 17.785 6.0 17.785C6.38 17.785 6.76 17.73 7.115 17.595C8.0 18.19 9.08 18.545 10.175 18.545L10.115 18.315Z" fill="#2D2D31"/>
+</svg>
\ No newline at end of file
diff --git a/src/routes/(console)/project-[region]-[project]/overview/assets/windsurf.svg b/src/routes/(console)/project-[region]-[project]/overview/assets/windsurf.svg
deleted file mode 100644
index 85097f1a34..0000000000
--- a/src/routes/(console)/project-[region]-[project]/overview/assets/windsurf.svg
+++ /dev/null
@@ -1,5 +0,0 @@
-<svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg">
-<path d="M6.38283 10.7525L5.39611 7.99401C5.22398 7.51281 5.57208 7.00214 6.06732 7.02528C11.5964 7.2832 14.4331 9.29146 14.1687 15.0827C13.2071 11.0382 8.5951 10.7525 6.38283 10.7525Z" fill="#2D2D31"/>
-<path d="M4.89231 5.67595L3.86522 3.00302C3.67933 2.51927 4.02719 1.99404 4.53013 2.00005C10.1767 2.06749 14.1193 2.44873 14.1193 9.95706C13.1577 5.91252 7.10459 5.67595 4.89231 5.67595Z" fill="#2D2D31"/>
-<path d="M7.91135 15.9917L6.85283 13.0398C6.68118 12.5612 7.02451 12.0516 7.51714 12.0777C12.0282 12.3168 14.2845 14.2758 14.0232 20C13.0616 15.9555 10.1396 15.9917 7.91135 15.9917Z" fill="#2D2D31"/>
-</svg>
diff --git a/src/routes/(console)/project-[region]-[project]/overview/components/WindsurfIcon.svelte b/src/routes/(console)/project-[region]-[project]/overview/components/CodexIcon.svelte
similarity index 61%
rename from src/routes/(console)/project-[region]-[project]/overview/components/WindsurfIcon.svelte
rename to src/routes/(console)/project-[region]-[project]/overview/components/CodexIcon.svelte
index 3a29428e4f..6357aab4c9 100644
--- a/src/routes/(console)/project-[region]-[project]/overview/components/WindsurfIcon.svelte
+++ b/src/routes/(console)/project-[region]-[project]/overview/components/CodexIcon.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
     import { app } from '$lib/stores/app';
-    import Light from '../assets/windsurf.svg';
-    import Dark from '../assets/dark/windsurf.svg';
+    import Light from '../assets/openai.svg';
+    import Dark from '../assets/dark/openai.svg';
 </script>
 
 <img src={$app.themeInUse === 'dark' ? Dark : Light} width="16" height="16" alt="" />
diff --git a/src/routes/(console)/project-[region]-[project]/overview/onboard.svelte b/src/routes/(console)/project-[region]-[project]/overview/onboard.svelte
index e90d7e6ecb..93bd3a3d37 100644
--- a/src/routes/(console)/project-[region]-[project]/overview/onboard.svelte
+++ b/src/routes/(console)/project-[region]-[project]/overview/onboard.svelte
@@ -584,14 +584,14 @@
                                                         color="--fgcolor-neutral-secondary">
                                                         Deploy the Appwrite MCP server with a single
                                                         click, or view the <Link.Anchor
-                                                            href="https://appwrite.io/docs"
+                                                            href="https://appwrite.io/docs/tooling/ai/mcp-servers"
                                                             target="_blank">docs</Link.Anchor> for instructions.
                                                     </Typography.Text>
                                                 </Layout.Stack>
                                                 <Layout.Stack gap="s">
                                                     <Typography.Text
                                                         color="--fgcolor-neutral-tertiary"
-                                                        size="s">One-click install</Typography.Text>
+                                                        size="s">Quick install</Typography.Text>
                                                     <Layout.Stack
                                                         direction="row"
                                                         gap="s"
diff --git a/src/routes/(console)/project-[region]-[project]/settings/updateInstallations.svelte b/src/routes/(console)/project-[region]-[project]/settings/updateInstallations.svelte
index ca13336779..92af95da3a 100644
--- a/src/routes/(console)/project-[region]-[project]/settings/updateInstallations.svelte
+++ b/src/routes/(console)/project-[region]-[project]/settings/updateInstallations.svelte
@@ -217,7 +217,7 @@
             <Empty type="secondary" title="MCP installation">
                 <svelte:fragment slot="description">
                     Deploy the Appwrite MCP server with a single click, or view the <PinkLink.Anchor
-                        href="https://appwrite.io/docs"
+                        href="https://appwrite.io/docs/tooling/ai/mcp-servers"
                         target="_blank"
                         rel="noreferrer">docs</PinkLink.Anchor> for instructions.
                 </svelte:fragment>
diff --git a/src/routes/(console)/project-[region]-[project]/store.ts b/src/routes/(console)/project-[region]-[project]/store.ts
index 7ec5305b2d..6aa318a2ea 100644
--- a/src/routes/(console)/project-[region]-[project]/store.ts
+++ b/src/routes/(console)/project-[region]-[project]/store.ts
@@ -6,7 +6,7 @@ import { page } from '$app/stores';
 import CursorIcon from './overview/components/CursorIcon.svelte';
 import ClaudeIcon from './overview/components/ClaudeIcon.svelte';
 import VSCodeIcon from './overview/components/VSCodeIcon.svelte';
-import WindsurfIcon from './overview/components/WindsurfIcon.svelte';
+import CodexIcon from './overview/components/CodexIcon.svelte';
 
 export const project = derived(page, ($page) => $page.data.project as Models.Project);
 
@@ -80,23 +80,23 @@ export const stats = createStats();
 
 export const mcpTools = [
     {
-        href: 'https://apwr.dev/docs-mcp-cursor?ref=docs',
+        href: 'https://cursor.com/install-mcp?name=appwrite&config=eyJ1cmwiOiJodHRwczovL21jcC5hcHB3cml0ZS5pby8ifQ==',
         icon: CursorIcon,
         label: 'Cursor'
     },
     {
-        href: 'https://appwrite.io/docs/tooling/mcp/claude',
+        href: 'https://appwrite.io/docs/tooling/ai/agents/claude-code',
         icon: ClaudeIcon,
-        label: 'Claude Desktop'
+        label: 'Claude Code'
     },
     {
-        href: 'https://apwr.dev/docs-mcp-vscode?ref=docs',
+        href: 'vscode:mcp/install?%7B%22name%22%3A%22appwrite%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fmcp.appwrite.io%2F%22%7D',
         icon: VSCodeIcon,
-        label: 'VS code'
+        label: 'VS Code'
     },
     {
-        href: 'https://appwrite.io/docs/tooling/mcp/windsurf',
-        icon: WindsurfIcon,
-        label: 'Windsurf editor'
+        href: 'https://appwrite.io/docs/tooling/ai/agents/codex',
+        icon: CodexIcon,
+        label: 'Codex'
     }
 ];