diff --git a/frontend/src/pages/Admin/Agents/WebSearchSelection/SearchProviderOptions/index.jsx b/frontend/src/pages/Admin/Agents/WebSearchSelection/SearchProviderOptions/index.jsx
index 956d167ec1d2fb0bcbc10b46f05731551572d1ed..645bfc1ec1e34af04ece5ccaf8bf5d9baeb7cd02 100644
--- a/frontend/src/pages/Admin/Agents/WebSearchSelection/SearchProviderOptions/index.jsx
+++ b/frontend/src/pages/Admin/Agents/WebSearchSelection/SearchProviderOptions/index.jsx
@@ -265,13 +265,13 @@ export function SearXNGOptions({ settings }) {
     <div className="flex gap-x-4">
       <div className="flex flex-col w-60">
         <label className="text-white text-sm font-semibold block mb-3">
-          SearXNG API base URL
+          SearXNG API Base URL
         </label>
         <input
           type="url"
           name="env::AgentSearXNGApiUrl"
           className="border-none bg-theme-settings-input-bg text-white placeholder:text-theme-settings-input-placeholder text-sm rounded-lg focus:outline-primary-button active:outline-primary-button outline-none block w-full p-2.5"
-          placeholder="SearXNG API Key"
+          placeholder="SearXNG API Base URL"
           defaultValue={settings?.AgentSearXNGApiUrl}
           required={true}
           autoComplete="off"
diff --git a/server/storage/vector-cache/VECTOR_CACHE.md b/server/storage/vector-cache/VECTOR_CACHE.md
deleted file mode 100644
index 9a33a713cc9950b1797840937d8fa3eb32ae267e..0000000000000000000000000000000000000000
--- a/server/storage/vector-cache/VECTOR_CACHE.md
+++ /dev/null
@@ -1,5 +0,0 @@
-### What is this folder?
-
-`vector-cache` is a running storage of JSON documents that you have already run embeddings on. This allows you to use the same large documents for multiple workspaces without having to pay to re-embed them each time you want to reference them across workspaces.
-
-This also allows you to reset entire workspaces back to their original state without having to pay for the embeddings again. Saving you tons of money for large documents that take a while to embed.