diff --git a/website/package-lock.json b/website/package-lock.json
index 9eb1e93d3..aec38e02a 100644
--- a/website/package-lock.json
+++ b/website/package-lock.json
@@ -9,6 +9,7 @@
             "version": "0.1.0",
             "dependencies": {
                 "@codemirror/lang-python": "^6.1.0",
+                "@docsearch/react": "^3.3.0",
                 "@jupyterlab/services": "^3.2.1",
                 "@lezer/highlight": "^1.1.3",
                 "@mapbox/rehype-prism": "^0.8.0",
@@ -55,6 +56,146 @@
                 "ws": "^8.11.0"
             }
         },
+        "node_modules/@algolia/autocomplete-core": {
+            "version": "1.7.2",
+            "resolved": "https://registry.npmjs.org/@algolia/autocomplete-core/-/autocomplete-core-1.7.2.tgz",
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+            "dependencies": {
+                "@algolia/autocomplete-shared": "1.7.2"
+            }
+        },
+        "node_modules/@algolia/autocomplete-preset-algolia": {
+            "version": "1.7.2",
+            "resolved": "https://registry.npmjs.org/@algolia/autocomplete-preset-algolia/-/autocomplete-preset-algolia-1.7.2.tgz",
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+            "dependencies": {
+                "@algolia/autocomplete-shared": "1.7.2"
+            },
+            "peerDependencies": {
+                "@algolia/client-search": ">= 4.9.1 < 6",
+                "algoliasearch": ">= 4.9.1 < 6"
+            }
+        },
+        "node_modules/@algolia/autocomplete-shared": {
+            "version": "1.7.2",
+            "resolved": "https://registry.npmjs.org/@algolia/autocomplete-shared/-/autocomplete-shared-1.7.2.tgz",
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+        },
+        "node_modules/@algolia/cache-browser-local-storage": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/cache-browser-local-storage/-/cache-browser-local-storage-4.14.2.tgz",
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+            "dependencies": {
+                "@algolia/cache-common": "4.14.2"
+            }
+        },
+        "node_modules/@algolia/cache-common": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/cache-common/-/cache-common-4.14.2.tgz",
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+        },
+        "node_modules/@algolia/cache-in-memory": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/cache-in-memory/-/cache-in-memory-4.14.2.tgz",
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+            "dependencies": {
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+            }
+        },
+        "node_modules/@algolia/client-account": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/client-account/-/client-account-4.14.2.tgz",
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+            "dependencies": {
+                "@algolia/client-common": "4.14.2",
+                "@algolia/client-search": "4.14.2",
+                "@algolia/transporter": "4.14.2"
+            }
+        },
+        "node_modules/@algolia/client-analytics": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/client-analytics/-/client-analytics-4.14.2.tgz",
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+                "@algolia/client-common": "4.14.2",
+                "@algolia/client-search": "4.14.2",
+                "@algolia/requester-common": "4.14.2",
+                "@algolia/transporter": "4.14.2"
+            }
+        },
+        "node_modules/@algolia/client-common": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/client-common/-/client-common-4.14.2.tgz",
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+            "dependencies": {
+                "@algolia/requester-common": "4.14.2",
+                "@algolia/transporter": "4.14.2"
+            }
+        },
+        "node_modules/@algolia/client-personalization": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/client-personalization/-/client-personalization-4.14.2.tgz",
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+            "dependencies": {
+                "@algolia/client-common": "4.14.2",
+                "@algolia/requester-common": "4.14.2",
+                "@algolia/transporter": "4.14.2"
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+        "node_modules/@algolia/client-search": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/client-search/-/client-search-4.14.2.tgz",
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+            "dependencies": {
+                "@algolia/client-common": "4.14.2",
+                "@algolia/requester-common": "4.14.2",
+                "@algolia/transporter": "4.14.2"
+            }
+        },
+        "node_modules/@algolia/logger-common": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/logger-common/-/logger-common-4.14.2.tgz",
+            "integrity": "sha512-/JGlYvdV++IcMHBnVFsqEisTiOeEr6cUJtpjz8zc0A9c31JrtLm318Njc72p14Pnkw3A/5lHHh+QxpJ6WFTmsA=="
+        },
+        "node_modules/@algolia/logger-console": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/logger-console/-/logger-console-4.14.2.tgz",
+            "integrity": "sha512-8S2PlpdshbkwlLCSAB5f8c91xyc84VM9Ar9EdfE9UmX+NrKNYnWR1maXXVDQQoto07G1Ol/tYFnFVhUZq0xV/g==",
+            "dependencies": {
+                "@algolia/logger-common": "4.14.2"
+            }
+        },
+        "node_modules/@algolia/requester-browser-xhr": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/requester-browser-xhr/-/requester-browser-xhr-4.14.2.tgz",
+            "integrity": "sha512-CEh//xYz/WfxHFh7pcMjQNWgpl4wFB85lUMRyVwaDPibNzQRVcV33YS+63fShFWc2+42YEipFGH2iPzlpszmDw==",
+            "dependencies": {
+                "@algolia/requester-common": "4.14.2"
+            }
+        },
+        "node_modules/@algolia/requester-common": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/requester-common/-/requester-common-4.14.2.tgz",
+            "integrity": "sha512-73YQsBOKa5fvVV3My7iZHu1sUqmjjfs9TteFWwPwDmnad7T0VTCopttcsM3OjLxZFtBnX61Xxl2T2gmG2O4ehg=="
+        },
+        "node_modules/@algolia/requester-node-http": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/requester-node-http/-/requester-node-http-4.14.2.tgz",
+            "integrity": "sha512-oDbb02kd1o5GTEld4pETlPZLY0e+gOSWjWMJHWTgDXbv9rm/o2cF7japO6Vj1ENnrqWvLBmW1OzV9g6FUFhFXg==",
+            "dependencies": {
+                "@algolia/requester-common": "4.14.2"
+            }
+        },
+        "node_modules/@algolia/transporter": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/transporter/-/transporter-4.14.2.tgz",
+            "integrity": "sha512-t89dfQb2T9MFQHidjHcfhh6iGMNwvuKUvojAj+JsrHAGbuSy7yE4BylhLX6R0Q1xYRoC4Vvv+O5qIw/LdnQfsQ==",
+            "dependencies": {
+                "@algolia/cache-common": "4.14.2",
+                "@algolia/logger-common": "4.14.2",
+                "@algolia/requester-common": "4.14.2"
+            }
+        },
         "node_modules/@ampproject/remapping": {
             "version": "2.2.0",
             "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.2.0.tgz",
@@ -1784,6 +1925,38 @@
             "resolved": "https://registry.npmjs.org/@corex/deepmerge/-/deepmerge-4.0.29.tgz",
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         },
+        "node_modules/@docsearch/css": {
+            "version": "3.3.0",
+            "resolved": "https://registry.npmjs.org/@docsearch/css/-/css-3.3.0.tgz",
+            "integrity": "sha512-rODCdDtGyudLj+Va8b6w6Y85KE85bXRsps/R4Yjwt5vueXKXZQKYw0aA9knxLBT6a/bI/GMrAcmCR75KYOM6hg=="
+        },
+        "node_modules/@docsearch/react": {
+            "version": "3.3.0",
+            "resolved": "https://registry.npmjs.org/@docsearch/react/-/react-3.3.0.tgz",
+            "integrity": "sha512-fhS5adZkae2SSdMYEMVg6pxI5a/cE+tW16ki1V0/ur4Fdok3hBRkmN/H8VvlXnxzggkQIIRIVvYPn00JPjen3A==",
+            "dependencies": {
+                "@algolia/autocomplete-core": "1.7.2",
+                "@algolia/autocomplete-preset-algolia": "1.7.2",
+                "@docsearch/css": "3.3.0",
+                "algoliasearch": "^4.0.0"
+            },
+            "peerDependencies": {
+                "@types/react": ">= 16.8.0 < 19.0.0",
+                "react": ">= 16.8.0 < 19.0.0",
+                "react-dom": ">= 16.8.0 < 19.0.0"
+            },
+            "peerDependenciesMeta": {
+                "@types/react": {
+                    "optional": true
+                },
+                "react": {
+                    "optional": true
+                },
+                "react-dom": {
+                    "optional": true
+                }
+            }
+        },
         "node_modules/@eslint/eslintrc": {
             "version": "1.3.3",
             "resolved": "https://registry.npmjs.org/@eslint/eslintrc/-/eslintrc-1.3.3.tgz",
@@ -2915,6 +3088,27 @@
                 "ajv": "^6.9.1"
             }
         },
+        "node_modules/algoliasearch": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/algoliasearch/-/algoliasearch-4.14.2.tgz",
+            "integrity": "sha512-ngbEQonGEmf8dyEh5f+uOIihv4176dgbuOZspiuhmTTBRBuzWu3KCGHre6uHj5YyuC7pNvQGzB6ZNJyZi0z+Sg==",
+            "dependencies": {
+                "@algolia/cache-browser-local-storage": "4.14.2",
+                "@algolia/cache-common": "4.14.2",
+                "@algolia/cache-in-memory": "4.14.2",
+                "@algolia/client-account": "4.14.2",
+                "@algolia/client-analytics": "4.14.2",
+                "@algolia/client-common": "4.14.2",
+                "@algolia/client-personalization": "4.14.2",
+                "@algolia/client-search": "4.14.2",
+                "@algolia/logger-common": "4.14.2",
+                "@algolia/logger-console": "4.14.2",
+                "@algolia/requester-browser-xhr": "4.14.2",
+                "@algolia/requester-common": "4.14.2",
+                "@algolia/requester-node-http": "4.14.2",
+                "@algolia/transporter": "4.14.2"
+            }
+        },
         "node_modules/ansi-align": {
             "version": "3.0.1",
             "resolved": "https://registry.npmjs.org/ansi-align/-/ansi-align-3.0.1.tgz",
@@ -12047,6 +12241,142 @@
         }
     },
     "dependencies": {
+        "@algolia/autocomplete-core": {
+            "version": "1.7.2",
+            "resolved": "https://registry.npmjs.org/@algolia/autocomplete-core/-/autocomplete-core-1.7.2.tgz",
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+            "requires": {
+                "@algolia/autocomplete-shared": "1.7.2"
+            }
+        },
+        "@algolia/autocomplete-preset-algolia": {
+            "version": "1.7.2",
+            "resolved": "https://registry.npmjs.org/@algolia/autocomplete-preset-algolia/-/autocomplete-preset-algolia-1.7.2.tgz",
+            "integrity": "sha512-+RYEG6B0QiGGfRb2G3MtPfyrl0dALF3cQNTWBzBX6p5o01vCCGTTinAm2UKG3tfc2CnOMAtnPLkzNZyJUpnVJw==",
+            "requires": {
+                "@algolia/autocomplete-shared": "1.7.2"
+            }
+        },
+        "@algolia/autocomplete-shared": {
+            "version": "1.7.2",
+            "resolved": "https://registry.npmjs.org/@algolia/autocomplete-shared/-/autocomplete-shared-1.7.2.tgz",
+            "integrity": "sha512-QCckjiC7xXHIUaIL3ektBtjJ0w7tTA3iqKcAE/Hjn1lZ5omp7i3Y4e09rAr9ZybqirL7AbxCLLq0Ra5DDPKeug=="
+        },
+        "@algolia/cache-browser-local-storage": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/cache-browser-local-storage/-/cache-browser-local-storage-4.14.2.tgz",
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+            "requires": {
+                "@algolia/cache-common": "4.14.2"
+            }
+        },
+        "@algolia/cache-common": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/cache-common/-/cache-common-4.14.2.tgz",
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+        },
+        "@algolia/cache-in-memory": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/cache-in-memory/-/cache-in-memory-4.14.2.tgz",
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+            "requires": {
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+            }
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+        "@algolia/client-account": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/@algolia/client-account/-/client-account-4.14.2.tgz",
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+                "@algolia/client-search": "4.14.2",
+                "@algolia/transporter": "4.14.2"
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+        "@algolia/client-analytics": {
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+                "@algolia/requester-common": "4.14.2"
+            }
+        },
         "@ampproject/remapping": {
             "version": "2.2.0",
             "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.2.0.tgz",
@@ -13254,6 +13584,22 @@
             "resolved": "https://registry.npmjs.org/@corex/deepmerge/-/deepmerge-4.0.29.tgz",
             "integrity": "sha512-q/yVUnqckA8Do+EvAfpy7RLdumnBy9ZsducMUtZTvpdbJC7azEf1hGtnYYxm0QfphYxjwggv6XtH64prvS1W+A=="
         },
+        "@docsearch/css": {
+            "version": "3.3.0",
+            "resolved": "https://registry.npmjs.org/@docsearch/css/-/css-3.3.0.tgz",
+            "integrity": "sha512-rODCdDtGyudLj+Va8b6w6Y85KE85bXRsps/R4Yjwt5vueXKXZQKYw0aA9knxLBT6a/bI/GMrAcmCR75KYOM6hg=="
+        },
+        "@docsearch/react": {
+            "version": "3.3.0",
+            "resolved": "https://registry.npmjs.org/@docsearch/react/-/react-3.3.0.tgz",
+            "integrity": "sha512-fhS5adZkae2SSdMYEMVg6pxI5a/cE+tW16ki1V0/ur4Fdok3hBRkmN/H8VvlXnxzggkQIIRIVvYPn00JPjen3A==",
+            "requires": {
+                "@algolia/autocomplete-core": "1.7.2",
+                "@algolia/autocomplete-preset-algolia": "1.7.2",
+                "@docsearch/css": "3.3.0",
+                "algoliasearch": "^4.0.0"
+            }
+        },
         "@eslint/eslintrc": {
             "version": "1.3.3",
             "resolved": "https://registry.npmjs.org/@eslint/eslintrc/-/eslintrc-1.3.3.tgz",
@@ -14182,6 +14528,27 @@
             "integrity": "sha512-5p6WTN0DdTGVQk6VjcEju19IgaHudalcfabD7yhDGeA6bcQnmL+CpveLJq/3hvfwd1aof6L386Ougkx6RfyMIQ==",
             "requires": {}
         },
+        "algoliasearch": {
+            "version": "4.14.2",
+            "resolved": "https://registry.npmjs.org/algoliasearch/-/algoliasearch-4.14.2.tgz",
+            "integrity": "sha512-ngbEQonGEmf8dyEh5f+uOIihv4176dgbuOZspiuhmTTBRBuzWu3KCGHre6uHj5YyuC7pNvQGzB6ZNJyZi0z+Sg==",
+            "requires": {
+                "@algolia/cache-browser-local-storage": "4.14.2",
+                "@algolia/cache-common": "4.14.2",
+                "@algolia/cache-in-memory": "4.14.2",
+                "@algolia/client-account": "4.14.2",
+                "@algolia/client-analytics": "4.14.2",
+                "@algolia/client-common": "4.14.2",
+                "@algolia/client-personalization": "4.14.2",
+                "@algolia/client-search": "4.14.2",
+                "@algolia/logger-common": "4.14.2",
+                "@algolia/logger-console": "4.14.2",
+                "@algolia/requester-browser-xhr": "4.14.2",
+                "@algolia/requester-common": "4.14.2",
+                "@algolia/requester-node-http": "4.14.2",
+                "@algolia/transporter": "4.14.2"
+            }
+        },
         "ansi-align": {
             "version": "3.0.1",
             "resolved": "https://registry.npmjs.org/ansi-align/-/ansi-align-3.0.1.tgz",
diff --git a/website/package.json b/website/package.json
index d2a2f8231..a2441e788 100644
--- a/website/package.json
+++ b/website/package.json
@@ -13,6 +13,7 @@
     },
     "dependencies": {
         "@codemirror/lang-python": "^6.1.0",
+        "@docsearch/react": "^3.3.0",
         "@jupyterlab/services": "^3.2.1",
         "@lezer/highlight": "^1.1.3",
         "@mapbox/rehype-prism": "^0.8.0",
diff --git a/website/pages/_app.tsx b/website/pages/_app.tsx
index c0cf383ed..8db80a672 100644
--- a/website/pages/_app.tsx
+++ b/website/pages/_app.tsx
@@ -1,4 +1,6 @@
 import '../src/styles/layout.sass'
+import '../src/styles/search.sass'
+
 import type { AppProps } from 'next/app'
 import Head from 'next/head'
 import PlausibleProvider from 'next-plausible'
diff --git a/website/pages/_document.tsx b/website/pages/_document.tsx
index 138cd8d10..718fb43a5 100644
--- a/website/pages/_document.tsx
+++ b/website/pages/_document.tsx
@@ -4,7 +4,7 @@ export default function Document() {
     return (
         <Html lang="en">
             <Head />
-            <body>
+            <body className="theme-blue">
                 <Main />
                 <NextScript />
             </body>
diff --git a/website/src/components/search.js b/website/src/components/search.js
index 65d6f235a..f80d9cd9f 100644
--- a/website/src/components/search.js
+++ b/website/src/components/search.js
@@ -1,47 +1,18 @@
 import React, { useEffect, useState } from 'react'
 import PropTypes from 'prop-types'
-import { window } from 'browser-monads'
+import { DocSearch } from '@docsearch/react'
+import '@docsearch/css'
 
-import Icon from './icon'
-import classes from '../styles/search.module.sass'
+import siteMetadata from '../../meta/site.json'
 
-export default function Search({ id = 'docsearch', placeholder = 'Search docs', settings = {} }) {
-    const { apiKey, indexName, appId } = settings
-    if (!apiKey && !indexName) return null
-    const [initialized, setInitialized] = useState(false)
-    useEffect(() => {
-        if (!initialized) {
-            setInitialized(true)
-            window.docsearch({
-                appId,
-                apiKey,
-                indexName,
-                inputSelector: `#${id}`,
-                debug: false,
-            })
-        }
-    }, [initialized, apiKey, indexName, id])
+export default function Search({ placeholder = 'Search docs' }) {
+    const { apiKey, indexName, appId } = siteMetadata.docSearch
     return (
-        <form className={classes.root}>
-            <label htmlFor={id} className={classes.icon}>
-                <Icon name="search" width={20} />
-            </label>
-            <input
-                id={id}
-                className={classes.input}
-                type="search"
-                placeholder={placeholder}
-                aria-label={placeholder}
-            />
-        </form>
+        <DocSearch appId={appId} indexName={indexName} apiKey={apiKey} placeholder={placeholder} />
     )
 }
 
 Search.propTypes = {
-    settings: PropTypes.shape({
-        apiKey: PropTypes.string.isRequired,
-        indexName: PropTypes.string.isRequired,
-    }).isRequired,
     id: PropTypes.string,
     placeholder: PropTypes.string,
 }
diff --git a/website/src/html.js b/website/src/html.js
deleted file mode 100644
index 17d0b6cbe..000000000
--- a/website/src/html.js
+++ /dev/null
@@ -1,43 +0,0 @@
-import React from 'react'
-import PropTypes from 'prop-types'
-
-export default function HTML(props) {
-    return (
-        <html {...props.htmlAttributes}>
-            <head>
-                <meta charSet="utf-8" />
-                <meta httpEquiv="x-ua-compatible" content="ie=edge" />
-                <meta
-                    name="viewport"
-                    content="width=device-width, initial-scale=1, shrink-to-fit=no"
-                />
-                <link
-                    rel="stylesheet"
-                    href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css"
-                />
-                {props.headComponents}
-            </head>
-            <body id="_top" {...props.bodyAttributes}>
-                {props.preBodyComponents}
-                <noscript key="noscript" id="gatsby-noscript">
-                    This app works best with JavaScript enabled.
-                </noscript>
-                <div key={`body`} id="___gatsby" dangerouslySetInnerHTML={{ __html: props.body }} />
-                {props.postBodyComponents}
-            </body>
-            <script
-                type="text/javascript"
-                src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"
-            />
-        </html>
-    )
-}
-
-HTML.propTypes = {
-    htmlAttributes: PropTypes.object,
-    headComponents: PropTypes.array,
-    bodyAttributes: PropTypes.object,
-    preBodyComponents: PropTypes.array,
-    body: PropTypes.string,
-    postBodyComponents: PropTypes.array,
-}
diff --git a/website/src/styles/search.module.sass b/website/src/styles/search.module.sass
deleted file mode 100644
index 8ac4d0b0e..000000000
--- a/website/src/styles/search.module.sass
+++ /dev/null
@@ -1,28 +0,0 @@
-@import base
-
-.root
-    font: var(--font-size-sm)/var(--line-height-md) var(--font-primary)
-    border: 1px solid var(--color-subtle)
-    border-radius: 2em
-    max-width: 100%
-    display: flex
-    flex-flow: row nowrap
-
-    &:focus-within
-        border-color: var(--color-theme)
-        box-shadow: 0 0 0 1px var(--color-theme)
-
-.input
-    width: 100%
-    max-width: 100%
-    font: inherit
-    padding: 0.5rem 1rem 0.5rem 0.5rem
-
-.icon
-    display: inline-block
-    color: var(--color-subtle-dark)
-    padding-left: 0.5rem
-    position: relative
-    top: 0.25rem
-    left: 0.15rem
-    cursor: pointer
diff --git a/website/src/styles/search.sass b/website/src/styles/search.sass
new file mode 100644
index 000000000..5e81bd963
--- /dev/null
+++ b/website/src/styles/search.sass
@@ -0,0 +1,27 @@
+@import base
+
+.DocSearch-Modal
+    --docsearch-primary-color: var(--color-theme)
+    --docsearch-searchbox-background: var(--color-back)
+    --docsearch-searchbox-shadow: inset 0 0 0 2px var(--docsearch-primary-color)
+    --docsearch-highlight-color: var(--docsearch-primary-color)
+    --docsearch-logo-color: var(--docsearch-primary-color)
+
+    box-shadow: inset 0 0 0 1px var(--color-subtle)
+
+.DocSearch, .DocSearch-Modal, .DocSearch-Help, .DocSearch-Input, .DocSearch-Hit-title, .DocSearch-Hit-path
+    font-family: var(--font-primary)
+    font-size: var(--font-size-md) !important
+    font-weight: 400
+
+.DocSearch-Hits mark
+    background: var(--docsearch-highlight-color) !important
+    color: var(--color-back) !important
+
+.DocSearch-Hit-source
+    font-size: var(--font-size-lg) !important
+    font-family: var(--font-secondary)
+    text-transform: uppercase
+
+.cls-1, .cls-2
+    fill: var(--docsearch-primary-color) !important
diff --git a/website/src/templates/index.js b/website/src/templates/index.js
index 0b04f3cb5..aa7595ddc 100644
--- a/website/src/templates/index.js
+++ b/website/src/templates/index.js
@@ -115,7 +115,7 @@ class Layout extends React.Component {
                     title={siteMetadata.title}
                     items={siteMetadata.navigation}
                     section={section}
-                    search={<Search settings={siteMetadata.docSearch} />}
+                    search={<Search />}
                     alert={nightly ? null : navAlert}
                 >
                     <Progress />