From f6dfce2f37bfef2f9a934ecd94d03cd92f688994 Mon Sep 17 00:00:00 2001
From: Itai Smith <itaismith@gmail.com>
Date: Mon, 16 Dec 2024 13:55:00 -0800
Subject: [PATCH] rename tabs

---
 docs/docs.trychroma.com/README.md             |   2 +-
 .../components/markdoc/tabbed-code-block.tsx  |   2 +-
 .../markdoc/tabbed-use-case-code-block.tsx    |   2 +-
 .../markdoc/{markdoc-tabs.tsx => tabs.tsx}    |  12 ++-------
 .../components/sidebar/menu-item.tsx          |  24 ++++++++++--------
 .../components/sidebar/page-index.tsx         |   4 ++-
 .../components/sidebar/sidebar.tsx            |   2 +-
 docs/docs.trychroma.com/markdoc/config.ts     |   4 +--
 .../docs/collections/create-get-delete.md     |  16 +++++++-----
 .../content/docs/overview/getting-started.md  |  14 +++++-----
 .../markdoc/content/docs/overview/roadmap.md  |   5 ----
 .../content/docs/overview/telemetry.md        |   4 +--
 .../content/docs/run-chroma/client-server.md  |   4 +--
 .../docs/run-chroma/ephemeral-client.md       |   4 ++-
 .../docs/run-chroma/persistent-client.md      |  19 ++++++++------
 .../docs/run-chroma/python-http-client.md     |  16 +++++++++++-
 .../integrations/embedding-models/cohere.md   |   4 +--
 .../embedding-models/google-gemini.md         |   4 +--
 .../integrations/embedding-models/openai.md   |   4 +--
 .../content/production/administration/auth.md |   8 +++---
 .../chroma-server/client-server-mode.md       |   4 +--
 .../content/production/cloud-providers/aws.md |   4 +--
 .../production/cloud-providers/azure.md       |   4 +--
 .../content/production/cloud-providers/gcp.md |   4 +--
 .../content/production/containers/docker.md   |   8 +++---
 .../markdoc/content/sidebar-config.ts         |   4 +--
 docs/docs.trychroma.com/public/favicon.ico    | Bin 285478 -> 0 bytes
 27 files changed, 99 insertions(+), 83 deletions(-)
 rename docs/docs.trychroma.com/components/markdoc/{markdoc-tabs.tsx => tabs.tsx} (82%)
 delete mode 100644 docs/docs.trychroma.com/public/favicon.ico

diff --git a/docs/docs.trychroma.com/README.md b/docs/docs.trychroma.com/README.md
index e8a6ac1d73d..846120bc35e 100644
--- a/docs/docs.trychroma.com/README.md
+++ b/docs/docs.trychroma.com/README.md
@@ -28,7 +28,7 @@ It also incldues [Shadcn](https://ui.shadcn.com/) with [Tailwind](https://tailwi
 - Dark/Light Mode
 - Responsive
 - Global and Local state management with localstorage persistence
-- MarkdocTabs
+- Tabs
 - Code styling with Prism
 - Toasts
 
diff --git a/docs/docs.trychroma.com/components/markdoc/tabbed-code-block.tsx b/docs/docs.trychroma.com/components/markdoc/tabbed-code-block.tsx
index 5a4c1119959..2aa58fa5586 100644
--- a/docs/docs.trychroma.com/components/markdoc/tabbed-code-block.tsx
+++ b/docs/docs.trychroma.com/components/markdoc/tabbed-code-block.tsx
@@ -4,7 +4,7 @@ import { TabsContent, TabsList } from "@/components/ui/tabs";
 import { tabLabelStyle } from "@/components/markdoc/code-block-header";
 import { capitalize, cn } from "@/lib/utils";
 import CodeBlock from "@/components/markdoc/code-block";
-import { TabProps, TabsTrigger } from "@/components/markdoc/markdoc-tabs";
+import { TabProps, TabsTrigger } from "@/components/markdoc/tabs";
 import CodeTabs from "@/components/markdoc/code-tab";
 
 const TabbedCodeBlock: React.FC<{
diff --git a/docs/docs.trychroma.com/components/markdoc/tabbed-use-case-code-block.tsx b/docs/docs.trychroma.com/components/markdoc/tabbed-use-case-code-block.tsx
index 87490ba6fdf..446d8b6486b 100644
--- a/docs/docs.trychroma.com/components/markdoc/tabbed-use-case-code-block.tsx
+++ b/docs/docs.trychroma.com/components/markdoc/tabbed-use-case-code-block.tsx
@@ -2,7 +2,7 @@ import React, { ReactElement } from "react";
 import { tabLabelStyle } from "@/components/markdoc/code-block-header";
 import { capitalize, cn } from "@/lib/utils";
 import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs";
-import { TabProps } from "@/components/markdoc/markdoc-tabs";
+import { TabProps } from "@/components/markdoc/tabs";
 import CodeBlock from "@/components/markdoc/code-block";
 import CopyButton from "@/components/markdoc/copy-button";
 
diff --git a/docs/docs.trychroma.com/components/markdoc/markdoc-tabs.tsx b/docs/docs.trychroma.com/components/markdoc/tabs.tsx
similarity index 82%
rename from docs/docs.trychroma.com/components/markdoc/markdoc-tabs.tsx
rename to docs/docs.trychroma.com/components/markdoc/tabs.tsx
index 32d794c421c..e6d1809ece8 100644
--- a/docs/docs.trychroma.com/components/markdoc/markdoc-tabs.tsx
+++ b/docs/docs.trychroma.com/components/markdoc/tabs.tsx
@@ -13,13 +13,6 @@ import AppContext from "@/context/app-context";
 import CodeBlock from "@/components/markdoc/code-block";
 import { Playfair_Display } from "next/font/google";
 
-export const playfairDisplay = Playfair_Display({
-  subsets: ["latin"],
-  display: "swap",
-  weight: "500",
-  variable: "--font-playfair-display",
-});
-
 export interface TabProps {
   label: string;
   children: React.ReactElement<{ content: string; showHeader: boolean }>;
@@ -49,7 +42,7 @@ const Tab: React.FC<TabProps> = ({ children }) => {
   return <div>{children}</div>;
 };
 
-export const MarkdocTabs: React.FC<{ children: ReactElement<TabProps>[] }> = ({
+export const Tabs: React.FC<{ children: ReactElement<TabProps>[] }> = ({
   children,
 }) => {
   const { language } = useContext(AppContext);
@@ -67,8 +60,7 @@ export const MarkdocTabs: React.FC<{ children: ReactElement<TabProps>[] }> = ({
               value={tab.props.label}
               className={cn(
                 tabLabelStyle,
-                playfairDisplay.className,
-                "text-sm tracking-normal dark:data-[state=active]:bg-transparent data-[state=active]:border-b data-[state=active]:text-gray-900 dark:data-[state=active]:text-gray-200 data-[state=active]:border-gray-900 dark:data-[state=active]:border-gray-200",
+                "text-sm font-mono tracking-normal dark:data-[state=active]:bg-transparent data-[state=active]:border-b data-[state=active]:text-gray-900 dark:data-[state=active]:text-gray-200 data-[state=active]:border-gray-900 dark:data-[state=active]:border-gray-200",
               )}
             >
               {capitalize(tab.props.label)}
diff --git a/docs/docs.trychroma.com/components/sidebar/menu-item.tsx b/docs/docs.trychroma.com/components/sidebar/menu-item.tsx
index 174487a192d..aeaa02ec685 100644
--- a/docs/docs.trychroma.com/components/sidebar/menu-item.tsx
+++ b/docs/docs.trychroma.com/components/sidebar/menu-item.tsx
@@ -20,20 +20,22 @@ const MenuItem: React.FC<{ section: AppSection; active: boolean }> = ({
         className={`flex items-center gap-2 text-gray-700/80 cursor-pointer ${!section.comingSoon && "hover:text-gray-800"} dark:text-gray-400/80 dark:hover:text-gray-300`}
       >
         <div
-          className={`flex items-center justify-center p-1.5 rounded-lg ${active && "border border-chroma-orange bg-chroma-orange/10 text-chroma-orange"}`}
+          className={`flex items-center justify-center p-1.5 rounded-lg ${active && "ring-[1px] ring-chroma-orange bg-chroma-orange/10 text-chroma-orange"}`}
         >
           <Icon className="w-5 h-5" />
         </div>
-        <p
-          className={`font-semibold select-none ${active && "text-chroma-orange"}`}
-        >
-          {section.name}
-        </p>
-        {section.comingSoon && (
-          <div className="inline-flex text-xs px-2 py-0.5 bg-gray-800 rounded-md text-gray-200">
-            Coming Soon
-          </div>
-        )}
+        <div className="relative">
+          <p
+            className={`font-semibold select-none ${active && "text-chroma-orange"}`}
+          >
+            {section.name}
+          </p>
+          {section.comingSoon && (
+            <div className="absolute text-xs px-2 py-0.5 bg-gray-800 rounded-md text-gray-200">
+              Coming Soon
+            </div>
+          )}
+        </div>
       </div>
     </Link>
   );
diff --git a/docs/docs.trychroma.com/components/sidebar/page-index.tsx b/docs/docs.trychroma.com/components/sidebar/page-index.tsx
index 9fd582eaa37..1a30aaa5e15 100644
--- a/docs/docs.trychroma.com/components/sidebar/page-index.tsx
+++ b/docs/docs.trychroma.com/components/sidebar/page-index.tsx
@@ -17,7 +17,9 @@ const PageIndex: React.FC<{
   return (
     <div className="select-none cursor-pointer">
       {name && (
-        <p className={`${playfairDisplay.className} mb-2 tracking-wide`}>
+        <p
+          className={`${playfairDisplay.className} mb-2 tracking-wide cursor-default`}
+        >
           {name}
         </p>
       )}
diff --git a/docs/docs.trychroma.com/components/sidebar/sidebar.tsx b/docs/docs.trychroma.com/components/sidebar/sidebar.tsx
index 3e17910ef9d..2dea9c0274f 100644
--- a/docs/docs.trychroma.com/components/sidebar/sidebar.tsx
+++ b/docs/docs.trychroma.com/components/sidebar/sidebar.tsx
@@ -52,7 +52,7 @@ const Sidebar: React.FC<{ path: string[]; mobile?: boolean }> = ({
       className={`h-full xl:ml-[calc((100vw-1256px)/2)] ${!mobile && "hidden md:block"}`}
     >
       <div className="flex flex-col h-full w-64 p-5 border-r-[1px] flex-shrink-0 dark:border-gray-700">
-        <div className="flex flex-col gap-1 pb-10">
+        <div className="flex flex-col gap-y-1.5 pb-10">
           {sidebarConfig.map((section) => (
             <MenuItem
               key={section.id}
diff --git a/docs/docs.trychroma.com/markdoc/config.ts b/docs/docs.trychroma.com/markdoc/config.ts
index acc0398b83a..7eddc716ad8 100644
--- a/docs/docs.trychroma.com/markdoc/config.ts
+++ b/docs/docs.trychroma.com/markdoc/config.ts
@@ -3,7 +3,7 @@ import React from "react";
 import InlineCode from "@/components/markdoc/inline-code";
 import CodeBlock from "@/components/markdoc/code-block";
 import TabbedUseCaseCodeBlock from "@/components/markdoc/tabbed-use-case-code-block";
-import Tab, { MarkdocTabs } from "@/components/markdoc/markdoc-tabs";
+import Tab, { Tabs } from "@/components/markdoc/tabs";
 import {
   Table,
   TableHeader,
@@ -117,7 +117,7 @@ const markdocConfig: MarkDocConfig = {
     TabbedCodeBlock,
     TabbedUseCaseCodeBlock,
     Tab,
-    Tabs: MarkdocTabs,
+    Tabs: Tabs,
     Table,
     TableHeader,
     TableBody,
diff --git a/docs/docs.trychroma.com/markdoc/content/docs/collections/create-get-delete.md b/docs/docs.trychroma.com/markdoc/content/docs/collections/create-get-delete.md
index 7930f437a89..e626426ee8d 100644
--- a/docs/docs.trychroma.com/markdoc/content/docs/collections/create-get-delete.md
+++ b/docs/docs.trychroma.com/markdoc/content/docs/collections/create-get-delete.md
@@ -102,21 +102,25 @@ await client.deleteCollection(collection); // Delete a collection and all associ
 
 Collections have a few useful convenience methods.
 
+* `peek()` - returns a list of the first 10 items in the collection.
+* `count()` - returns the number of items in the collection.
+* `modify()` - rename the collection
+
 {% TabbedCodeBlock %}
 
 {% Tab label="python" %}
 ```python
-collection.peek() # returns a list of the first 10 items in the collection
-collection.count() # returns the number of items in the collection
-collection.modify(name="new_name") # Rename the collection
+collection.peek() 
+collection.count() 
+collection.modify(name="new_name")
 ```
 {% /Tab %}
 
 {% Tab label="typescript" %}
 ```typescript
-await collection.peek(); // returns a list of the first 10 items in the collection
-await collection.count(); // returns the number of items in the collection
-await collection.modify({ name: "new_name" }) // Rename the collection
+await collection.peek();
+await collection.count();
+await collection.modify({ name: "new_name" })
 ```
 {% /Tab %}
 
diff --git a/docs/docs.trychroma.com/markdoc/content/docs/overview/getting-started.md b/docs/docs.trychroma.com/markdoc/content/docs/overview/getting-started.md
index 5ff535a6598..1885977df38 100644
--- a/docs/docs.trychroma.com/markdoc/content/docs/overview/getting-started.md
+++ b/docs/docs.trychroma.com/markdoc/content/docs/overview/getting-started.md
@@ -13,7 +13,7 @@ Chroma is an AI-native open-source vector database. It comes with everything you
 
 ### 1. Install
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -47,7 +47,7 @@ pnpm install chromadb chromadb-default-embed
 
 {% /TabbedUseCaseCodeBlock %}
 
-Install chroma via `pip` to easily run the backend server. ([Docker](../../production/containers/docker) also available)
+Install chroma via `pip` to easily run the backend server. Here are [instructions](https://pip.pypa.io/en/stable/installation/) for installing and running `pip`. Alternatively, you can also run Chroma in a [Docker](../../production/containers/docker) container.
 
 ```terminal
 pip install chromadb
@@ -55,11 +55,11 @@ pip install chromadb
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 ### 2. Create a Chroma Client
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 ```python
@@ -110,7 +110,7 @@ const client = new ChromaClient();
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 ### 3. Create a collection
 
@@ -136,7 +136,7 @@ const collection = await client.createCollection({
 
 ### 4. Add some text documents to the collection
 
-Chroma will store your text and handle embedding and indexing automatically. You can also customize the embedding model.
+Chroma will store your text and handle embedding and indexing automatically. You can also customize the embedding model. You must provide unique string IDs for your documents.
 
 {% TabbedCodeBlock %}
 
@@ -308,6 +308,8 @@ console.log(results);
 
 ## Next steps
 
+In this guide we used Chroma's [ephemeral client](../run-chroma/ephemeral-client) for simplicity. It starts a Chroma server in-memory, so any data you ingest will be lost when your program terminates. You can use the [persistent client](../run-chroma/persistent-client) or run Chroma in [client-server mode](../run-chroma/client-server) if you need data persistence.
+
 - Learn how to [Deploy Chroma](../../production/deployment) to a server
 - Join Chroma's [Discord Community](https://discord.com/invite/MMeYNTmh3x) to ask questions and get help
 - Follow Chroma on [Twitter (@trychroma)](https://twitter.com/trychroma) for updates
diff --git a/docs/docs.trychroma.com/markdoc/content/docs/overview/roadmap.md b/docs/docs.trychroma.com/markdoc/content/docs/overview/roadmap.md
index b7cf56dc6be..2bfbba8b1a5 100644
--- a/docs/docs.trychroma.com/markdoc/content/docs/overview/roadmap.md
+++ b/docs/docs.trychroma.com/markdoc/content/docs/overview/roadmap.md
@@ -10,11 +10,6 @@
 
 # Roadmap
 
-
-{% note type="default" title="Last Updated" %}
-`May 20, 2024`
-{% /note %}
-
 The goal of this doc is to align *core* and *community* efforts for the project and to share what's in store for this year!
 
 **Sections**
diff --git a/docs/docs.trychroma.com/markdoc/content/docs/overview/telemetry.md b/docs/docs.trychroma.com/markdoc/content/docs/overview/telemetry.md
index c69cfae9d53..b7f7e12d1b3 100644
--- a/docs/docs.trychroma.com/markdoc/content/docs/overview/telemetry.md
+++ b/docs/docs.trychroma.com/markdoc/content/docs/overview/telemetry.md
@@ -12,7 +12,7 @@ If you prefer to opt out of telemetry, you can do this in two ways.
 
 #### In Client Code
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -33,7 +33,7 @@ Disable telemetry on you Chroma server (see next section).
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 #### In Chroma's Backend Using Environment Variables
 
diff --git a/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/client-server.md b/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/client-server.md
index b13d55aaff3..a7bb3d77738 100644
--- a/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/client-server.md
+++ b/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/client-server.md
@@ -8,7 +8,7 @@ To start the Chroma server, run the following command:
 chroma run --path /db_path
 ```
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -56,4 +56,4 @@ const client = new ChromaClient();
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
diff --git a/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/ephemeral-client.md b/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/ephemeral-client.md
index 5e5f9ed07ea..2def4b8127d 100644
--- a/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/ephemeral-client.md
+++ b/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/ephemeral-client.md
@@ -8,4 +8,6 @@ import chromadb
 client = chromadb.Client()
 ```
 
-This is a great tool for experimenting with different embedding functions and retrieval techniques in a Python notebook, for example. 
\ No newline at end of file
+The `Client()` method starts a Chroma server in-memory and also returns a client with which you can connect to it.
+
+This is a great tool for experimenting with different embedding functions and retrieval techniques in a Python notebook, for example. If you don't need data persistence, the ephemeral client is a good choice for getting up and running with Chroma.
\ No newline at end of file
diff --git a/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/persistent-client.md b/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/persistent-client.md
index 109b021c248..9aee0a9fc2a 100644
--- a/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/persistent-client.md
+++ b/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/persistent-client.md
@@ -1,6 +1,6 @@
 # Persistent Client
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -14,7 +14,7 @@ import chromadb
 client = chromadb.PersistentClient(path="/path/to/save/to")
 ```
 
-The `path` is where Chroma will store its database files on disk, and load them on start.
+The `path` is where Chroma will store its database files on disk, and load them on start. If you don't provide a path, the default is `.chroma`
 
 {% /Tab %}
 
@@ -34,7 +34,7 @@ And run the server using our CLI:
 chroma run --path ./getting-started 
 ```
 
-The `path` is where Chroma will store its database files on disk, and load them on start.
+The `path` is where Chroma will store its database files on disk, and load them on start. The default is `.chroma`.
 
 Alternatively, you can also use our official Docker image:
 
@@ -55,23 +55,26 @@ See [Running Chroma in client-server mode](../client-server-mode) for more.
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 The client object has a few useful convenience methods.
 
+* `hearthbeat()` - returns a nanosecond heartbeat. Useful for making sure the client remains connected.
+* `reset()` - empties and completely resets the database. ⚠️ This is destructive and not reversible.
+
 {% TabbedCodeBlock %}
 
 {% Tab label="python" %}
 ```python
-client.heartbeat() # returns a nanosecond heartbeat. Useful for making sure the client remains connected.
-client.reset() # Empties and completely resets the database. ⚠️ This is destructive and not reversible.
+client.heartbeat()
+client.reset()
 ```
 {% /Tab %}
 
 {% Tab label="typescript" %}
 ```typescript
-await client.heartbeat(); // returns a nanosecond heartbeat. Useful for making sure the client remains connected.
-await client.reset(); // Empties and completely resets the database. ⚠️ This is destructive and not reversible.
+await client.heartbeat();
+await client.reset();
 ```
 {% /Tab %}
 
diff --git a/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/python-http-client.md b/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/python-http-client.md
index 6a49c455605..5aa154053a8 100644
--- a/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/python-http-client.md
+++ b/docs/docs.trychroma.com/markdoc/content/docs/run-chroma/python-http-client.md
@@ -1,8 +1,22 @@
 # The Python HTTP-Only Client
 
-If you are running Chroma in client-server mode, you may not need the full Chroma library. Instead, you can use the lightweight client-only library.
+If you are running Chroma in client-server mode, where you run a Chroma server and client on separate machines, you may not need the full Chroma package where you run your client. Instead, you can use the lightweight client-only library.
 In this case, you can install the `chromadb-client` package. This package is a lightweight HTTP client for the server with a minimal dependency footprint.
 
+On your server, install chroma with
+
+```terminal
+pip install chromadb
+```
+
+And run a Chroma server:
+
+```terminal
+chroma run --path [path/to/persist/data]
+```
+
+Then, on your client side, install the HTTP-only client: 
+
 ```terminal
 pip install chromadb-client
 ```
diff --git a/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/cohere.md b/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/cohere.md
index f177d674c2f..2adbf9fa718 100644
--- a/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/cohere.md
+++ b/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/cohere.md
@@ -7,7 +7,7 @@ name: 'Cohere'
 
 Chroma also provides a convenient wrapper around Cohere's embedding API. This embedding function runs remotely on Cohere’s servers, and requires an API key. You can get an API key by signing up for an account at [Cohere](https://dashboard.cohere.ai/welcome/register).
 
-{% MarkdocTabs %}
+{% Tabs %}
 {% Tab label="python" %}
 
 This embedding function relies on the `cohere` python package, which you can install with `pip install cohere`.
@@ -37,7 +37,7 @@ const collectionGet = await client.getCollection({name:"name", embeddingFunction
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 You can pass in an optional `model_name` argument, which lets you choose which Cohere embeddings model to use. By default, Chroma uses `large` model. You can see the available models under `Get embeddings` section [here](https://docs.cohere.ai/reference/embed).
 
diff --git a/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/google-gemini.md b/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/google-gemini.md
index da73103ab89..68fda099833 100644
--- a/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/google-gemini.md
+++ b/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/google-gemini.md
@@ -9,7 +9,7 @@ Chroma provides a convenient wrapper around Google's Generative AI embedding API
 
 You can get an API key by signing up for an account at [Google MakerSuite](https://makersuite.google.com/).
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -64,4 +64,4 @@ For more info - please visit the [official Google JS docs](https://ai.google.dev
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
diff --git a/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/openai.md b/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/openai.md
index 183d0e618af..e119af989ac 100644
--- a/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/openai.md
+++ b/docs/docs.trychroma.com/markdoc/content/integrations/embedding-models/openai.md
@@ -17,7 +17,7 @@ The following OpenAI Embedding Models are supported:
 Visit OpenAI Embeddings [documentation](https://platform.openai.com/docs/guides/embeddings) for more information.
 {% /Banner %}
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -75,4 +75,4 @@ collection = await client.getCollection({
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
diff --git a/docs/docs.trychroma.com/markdoc/content/production/administration/auth.md b/docs/docs.trychroma.com/markdoc/content/production/administration/auth.md
index 00238e78163..07d1b31ab2d 100644
--- a/docs/docs.trychroma.com/markdoc/content/production/administration/auth.md
+++ b/docs/docs.trychroma.com/markdoc/content/production/administration/auth.md
@@ -66,7 +66,7 @@ chroma run --path <DB path>
 
 #### Client Set-Up
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -108,7 +108,7 @@ chromaClient.heartbeat()
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 We recommend setting the environment variable `CHROMA_CLIENT_AUTH_CREDENTIALS` instead of specifying the credentials in code.
 
@@ -156,7 +156,7 @@ export CHROMA_SERVER_AUTHZ_PROVIDER="chromadb.auth.simple_rbac_authz.SimpleRBACA
 
 #### Client Set-Up
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -204,6 +204,6 @@ chromaClient.heartbeat()
 ```
 
 {% /Tab %}
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 We recommend setting the environment variable `CHROMA_CLIENT_AUTH_CREDENTIALS` instead of specifying the token in code. Similarly, you can read the value of `CHROMA_AUTH_TOKEN_TRANSPORT_HEADER` in the client construction.
\ No newline at end of file
diff --git a/docs/docs.trychroma.com/markdoc/content/production/chroma-server/client-server-mode.md b/docs/docs.trychroma.com/markdoc/content/production/chroma-server/client-server-mode.md
index 0d2795faa01..f4bab933f81 100644
--- a/docs/docs.trychroma.com/markdoc/content/production/chroma-server/client-server-mode.md
+++ b/docs/docs.trychroma.com/markdoc/content/production/chroma-server/client-server-mode.md
@@ -10,7 +10,7 @@ You can quickly experiment locally with Chroma in client/server mode by using ou
 chroma run --path /db_path
 ```
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -57,4 +57,4 @@ const client = new ChromaClient();
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
\ No newline at end of file
+{% /Tabs %}
\ No newline at end of file
diff --git a/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/aws.md b/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/aws.md
index b6ba86d550b..33ba16d1109 100644
--- a/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/aws.md
+++ b/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/aws.md
@@ -230,7 +230,7 @@ Add the `CHROMA_CLIENT_AUTH_CREDENTIALS` environment variable to your local envi
 export CHROMA_CLIENT_AUTH_CREDENTIALS="test-token"
 ```
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -283,7 +283,7 @@ chromaClient.heartbeat()
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 ## Observability with AWS
 
diff --git a/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/azure.md b/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/azure.md
index 16c6665aff5..4d9bc766ffc 100644
--- a/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/azure.md
+++ b/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/azure.md
@@ -189,7 +189,7 @@ Add the `CHROMA_CLIENT_AUTH_CREDENTIALS` environment variable to your local envi
 export CHROMA_CLIENT_AUTH_CREDENTIALS="test-token"
 ```
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -242,7 +242,7 @@ chromaClient.heartbeat()
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 ## Observability with Azure
 
diff --git a/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/gcp.md b/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/gcp.md
index 70832936c52..92cbe226b0f 100644
--- a/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/gcp.md
+++ b/docs/docs.trychroma.com/markdoc/content/production/cloud-providers/gcp.md
@@ -216,7 +216,7 @@ Add the `CHROMA_CLIENT_AUTH_CREDENTIALS` environment variable to your local envi
 export CHROMA_CLIENT_AUTH_CREDENTIALS="test-token"
 ```
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -269,7 +269,7 @@ chromaClient.heartbeat()
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 ## Observability with GCP
 
diff --git a/docs/docs.trychroma.com/markdoc/content/production/containers/docker.md b/docs/docs.trychroma.com/markdoc/content/production/containers/docker.md
index ed3b657674b..632f7c614fd 100644
--- a/docs/docs.trychroma.com/markdoc/content/production/containers/docker.md
+++ b/docs/docs.trychroma.com/markdoc/content/production/containers/docker.md
@@ -118,7 +118,7 @@ In your client environment, set the `CHROMA_CLIENT_AUTH_CREDENTIALS` variable to
 export CHROMA_CLIENT_AUTH_CREDENTIALS="admin:admin"
 ```
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -170,7 +170,7 @@ chromaClient.heartbeat()
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 ### Static API Token Authentication
 
@@ -222,7 +222,7 @@ docker run --env-file ./.chroma_env -v <path_to_authz.yaml>:/chroma/<authz.yaml>
 
 #### Client Set-Up
 
-{% MarkdocTabs %}
+{% Tabs %}
 
 {% Tab label="python" %}
 
@@ -281,7 +281,7 @@ chromaClient.heartbeat()
 
 {% /Tab %}
 
-{% /MarkdocTabs %}
+{% /Tabs %}
 
 ## Observability with Docker
 
diff --git a/docs/docs.trychroma.com/markdoc/content/sidebar-config.ts b/docs/docs.trychroma.com/markdoc/content/sidebar-config.ts
index afc0e330a8a..ea683869762 100644
--- a/docs/docs.trychroma.com/markdoc/content/sidebar-config.ts
+++ b/docs/docs.trychroma.com/markdoc/content/sidebar-config.ts
@@ -181,8 +181,8 @@ const sidebarConfig: AppSection[] = [
     ],
   },
   {
-    id: "learn",
-    name: "Learn",
+    id: "guides-and-examples",
+    name: "Guides & Examples",
     icon: GraduationCap,
     comingSoon: true,
   },
diff --git a/docs/docs.trychroma.com/public/favicon.ico b/docs/docs.trychroma.com/public/favicon.ico
deleted file mode 100644
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