diff --git a/flake.nix b/flake.nix
index 723de98..9c04922 100644
--- a/flake.nix
+++ b/flake.nix
@@ -32,7 +32,7 @@
                 agilebits-op = import ./packages/agilebits-op.nix { inherit pkgs lib; };
                 cliclick = import ./packages/cliclick.nix { inherit pkgs lib; };
                 phantomjs = import ./packages/phantomjs.nix { inherit pkgs lib; };
-                tabnine = import ./packages/tabnine.nix { inherit pkgs lib; };
+                tabnine = import ./packages/tabnine { inherit pkgs lib; };
               } else { };
           in
           {
diff --git a/packages/tabnine.nix b/packages/tabnine.nix
deleted file mode 100644
index fbb9195..0000000
--- a/packages/tabnine.nix
+++ /dev/null
@@ -1,20 +0,0 @@
-{ pkgs, lib, ... }:
-
-pkgs.tabnine.overrideAttrs (
-  oa: rec {
-    # https://update.tabnine.com/bundles/version
-    version = "4.53.0";
-
-    src = pkgs.fetchurl {
-      url = "https://update.tabnine.com/bundles/${version}/aarch64-apple-darwin/TabNine.zip";
-      sha256 = "01c1rxf6k5wv4758g9m8n6mngp07kr8xbskb5liz1x8cljcs6f72";
-    };
-
-    meta = with lib; {
-      homepage = "https://tabnine.com";
-      description = "Smart Compose for code that uses deep learning to help you write code faster";
-      license = licenses.unfree;
-      platforms = [ "aarch64-darwin" ];
-    };
-  }
-)
diff --git a/packages/tabnine/default.nix b/packages/tabnine/default.nix
new file mode 100644
index 0000000..4326994
--- /dev/null
+++ b/packages/tabnine/default.nix
@@ -0,0 +1,55 @@
+{ pkgs, lib, ... }:
+
+# Based on: https://github.com/NixOS/nixpkgs/blob/91a00709aebb3602f172a0bf47ba1ef013e34835/pkgs/development/tools/tabnine/default.nix
+
+let
+  stdenv = pkgs.stdenv;
+
+  sources = lib.importJSON ./sources.json;
+
+  platform =
+    if (builtins.hasAttr stdenv.hostPlatform.system sources.platforms) then
+      builtins.getAttr (stdenv.hostPlatform.system) sources.platforms
+    else
+      throw "Not supported on ${stdenv.hostPlatform.system}";
+in
+stdenv.mkDerivation {
+  pname = "tabnine";
+  inherit (sources) version;
+
+  src = pkgs.fetchurl {
+    url = "https://update.tabnine.com/bundles/${sources.version}/${platform.name}/TabNine.zip";
+    inherit (platform) hash;
+  };
+
+  dontBuild = true;
+
+  # Work around the "unpacker appears to have produced no directories"
+  # case that happens when the archive doesn't have a subdirectory.
+  sourceRoot = ".";
+
+  nativeBuildInputs = [ pkgs.unzip ];
+
+  installPhase = ''
+    runHook preInstall
+
+    install -Dm755 TabNine $out/bin/TabNine
+    install -Dm755 TabNine-deep-cloud $out/bin/TabNine-deep-cloud
+    install -Dm755 TabNine-deep-local $out/bin/TabNine-deep-local
+    install -Dm755 WD-TabNine $out/bin/WD-TabNine
+
+    runHook postInstall
+  '';
+
+  passthru = {
+    platform = platform.name;
+    updateScript = ./update.sh;
+  };
+
+  meta = with lib; {
+    homepage = "https://tabnine.com";
+    description = "Smart Compose for code that uses deep learning to help you write code faster";
+    license = licenses.unfree;
+    platforms = builtins.attrNames sources.platforms;
+  };
+}
diff --git a/packages/tabnine/sources.json b/packages/tabnine/sources.json
new file mode 100644
index 0000000..190c5a9
--- /dev/null
+++ b/packages/tabnine/sources.json
@@ -0,0 +1,17 @@
+{
+  "version": "4.64.0",
+  "platforms": {
+    "x86_64-linux": {
+      "name": "x86_64-unknown-linux-musl",
+      "hash": "sha256-AruVHP8UweT2zyOHphanvLFwOAsHiK/u98jL9axeQTI="
+    },
+    "aarch64-darwin": {
+      "name": "aarch64-apple-darwin",
+      "hash": "sha256-p06j62PaypAyeQEoFwntKQ6qSRT8Gi4NZ/Tqw+V4Ms4="
+    },
+    "x86_64-darwin": {
+      "name": "x86_64-apple-darwin",
+      "hash": "sha256-7wFdY0AzaHNLxlrQxfl55BWVcvGeqCa0dTM2zMgCK8Y="
+    }
+  }
+}
diff --git a/packages/tabnine/update.sh b/packages/tabnine/update.sh
new file mode 100755
index 0000000..285ec8c
--- /dev/null
+++ b/packages/tabnine/update.sh
@@ -0,0 +1,44 @@
+#!/usr/bin/env nix-shell
+#!nix-shell -i bash -p curlMinimal jq
+#shellcheck shell=bash
+
+# Based on: https://github.com/NixOS/nixpkgs/blob/91a00709aebb3602f172a0bf47ba1ef013e34835/pkgs/development/tools/tabnine/update.sh
+
+set -euo pipefail
+
+SCRIPT_DIR=$(cd -- "$(dirname -- "${BASH_SOURCE[0]}")" &>/dev/null && pwd)
+
+function prefetch-sri() {
+    nix-prefetch-url "$1" 2>/dev/null |
+        xargs nix --experimental-features nix-command hash to-sri --type sha256
+}
+
+declare -A platforms=(
+    [x86_64-unknown-linux-musl]="x86_64-linux"
+    [x86_64-apple-darwin]="x86_64-darwin"
+    [aarch64-apple-darwin]="aarch64-darwin"
+)
+
+old_version="$(jq -r '.version' "$SCRIPT_DIR/sources.json")"
+new_version="$(curl -sS https://update.tabnine.com/bundles/version)"
+
+echo "Updating $old_version -> $new_version"
+
+sources_tmp="$(mktemp)"
+trap 'rm -f "$sources_tmp"' EXIT
+
+cat <<EOF >"$sources_tmp"
+{
+  "version": "$new_version",
+  "platforms": {}
+}
+EOF
+
+for platform in "${!platforms[@]}"; do
+    url="https://update.tabnine.com/bundles/${new_version}/${platform}/TabNine.zip"
+    hash="$(prefetch-sri "$url")"
+    nix_platform="${platforms[$platform]}"
+    cat <<<"$(jq --arg nix_platform "$nix_platform" --arg platform "$platform" --arg hash "$hash" '.platforms += {($nix_platform): {name: $platform, hash: $hash}}' "$sources_tmp")" >"$sources_tmp"
+done
+
+cp "$sources_tmp" "$SCRIPT_DIR/sources.json"