diff --git a/public/index.html b/public/index.html
index 471f207c5..e74848ecc 100644
--- a/public/index.html
+++ b/public/index.html
@@ -369,15 +369,6 @@
                                         <input id="openai_reverse_proxy" type="text" class="text_pole" placeholder="https://api.openai.com/v1" maxlength="100" />
                                     </div>
                                 </div>
-                                <div class="range-block">
-                                    <label for="oai_breakdown" class="checkbox_label widthFreeExpand">
-                                        <input id="oai_breakdown" type="checkbox" />
-                                        Token Breakdown
-                                    </label>
-                                    <div class="toggle-description justifyLeft">
-                                        Display a breakdown of the tokens used in the request.
-                                    </div>
-                                </div>
                                 <div class="range-block">
                                     <div class="range-block-title">
                                         Context Size (tokens)
@@ -2507,11 +2498,6 @@
         <div id="chat">
         </div>
         <div id="form_sheld">
-            <div id="token_breakdown" style="display:none;">
-                <div>
-                    <!-- Token Breakdown Goes Here -->
-                </div>
-            </div>
             <div id="dialogue_del_mes">
                 <div id="dialogue_del_mes_ok" class="menu_button">Delete</div>
                 <div id="dialogue_del_mes_cancel" class="menu_button">Cancel</div>
diff --git a/public/script.js b/public/script.js
index e189331de..c8f3c08bd 100644
--- a/public/script.js
+++ b/public/script.js
@@ -2432,9 +2432,6 @@ function getMaxContextSize() {
 }
 
 function parseTokenCounts(counts, thisPromptBits) {
-    const breakdown_bar = $('#token_breakdown div:first-child');
-    breakdown_bar.empty();
-
     const total = Object.values(counts).filter(x => !Number.isNaN(x)).reduce((acc, val) => acc + val, 0);
 
     thisPromptBits.push({
@@ -2448,22 +2445,6 @@ function parseTokenCounts(counts, thisPromptBits) {
         oaiConversationTokens: Object.entries(counts)[7][1],
         oaiTotalTokens: total,
     });
-
-    Object.entries(counts).forEach(([type, value]) => {
-        if (value === 0) {
-            return;
-        }
-        const percent_value = (value / total) * 100;
-        const color = uniqolor(type, { saturation: 50, lightness: 75, }).color;
-        const bar = document.createElement('div');
-        bar.style.width = `${percent_value}%`;
-        bar.classList.add('token_breakdown_segment');
-        bar.style.backgroundColor = color + 'AA';
-        bar.style.borderColor = color + 'FF';
-        bar.innerText = value;
-        bar.title = `${type}: ${percent_value.toFixed(2)}%`;
-        breakdown_bar.append(bar);
-    });
 }
 
 function adjustChatsSeparator(mesSendString) {
@@ -3582,10 +3563,8 @@ function changeMainAPI() {
         // Hide common settings for OpenAI
         if (selectedVal == "openai") {
             $("#common-gen-settings-block").css("display", "none");
-            //$("#token_breakdown").css("display", "flex");
         } else {
             $("#common-gen-settings-block").css("display", "block");
-            //$("#token_breakdown").css("display", "none");
         }
         // Hide amount gen for poe
         if (selectedVal == "poe") {
diff --git a/public/scripts/openai.js b/public/scripts/openai.js
index 19ee009ed..2b80dd64a 100644
--- a/public/scripts/openai.js
+++ b/public/scripts/openai.js
@@ -102,7 +102,6 @@ const default_settings = {
     openai_model: 'gpt-3.5-turbo',
     jailbreak_system: false,
     reverse_proxy: '',
-    oai_breakdown: false,
 };
 
 const oai_settings = {
@@ -127,7 +126,6 @@ const oai_settings = {
     openai_model: 'gpt-3.5-turbo',
     jailbreak_system: false,
     reverse_proxy: '',
-    oai_breakdown: false,
 };
 
 let openai_setting_names;
@@ -460,7 +458,7 @@ async function prepareOpenAIMessages(name2, storyString, worldInfoBefore, worldI
     handler_instance.log();
     return [
         openai_msgs_tosend,
-        oai_settings.oai_breakdown ? handler_instance.counts : false,
+        handler_instance.counts,
     ];
 }
 
@@ -751,7 +749,6 @@ function loadOpenAISettings(data, settings) {
     if (settings.nsfw_first !== undefined) oai_settings.nsfw_first = !!settings.nsfw_first;
     if (settings.openai_model !== undefined) oai_settings.openai_model = settings.openai_model;
     if (settings.jailbreak_system !== undefined) oai_settings.jailbreak_system = !!settings.jailbreak_system;
-    if (settings.oai_breakdown !== undefined) oai_settings.oai_breakdown = !!settings.oai_breakdown;
 
     $('#stream_toggle').prop('checked', oai_settings.stream_openai);
 
@@ -767,7 +764,6 @@ function loadOpenAISettings(data, settings) {
     $('#wrap_in_quotes').prop('checked', oai_settings.wrap_in_quotes);
     $('#nsfw_first').prop('checked', oai_settings.nsfw_first);
     $('#jailbreak_system').prop('checked', oai_settings.jailbreak_system);
-    $('#oai_breakdown').prop('checked', oai_settings.oai_breakdown);
 
     if (settings.main_prompt !== undefined) oai_settings.main_prompt = settings.main_prompt;
     if (settings.nsfw_prompt !== undefined) oai_settings.nsfw_prompt = settings.nsfw_prompt;
@@ -887,7 +883,7 @@ async function saveOpenAIPreset(name, settings) {
         jailbreak_system: settings.jailbreak_system,
         impersonation_prompt: settings.impersonation_prompt,
         bias_preset_selected: settings.bias_preset_selected,
-        oai_breakdown: settings.oai_breakdown,
+        reverse_proxy: settings.reverse_proxy,
     };
 
     const savePresetSettings = await fetch(`/savepreset_openai?name=${name}`, {
@@ -1146,12 +1142,12 @@ function onSettingsPresetChange() {
         wrap_in_quotes: ['#wrap_in_quotes', 'wrap_in_quotes', true],
         nsfw_first: ['#nsfw_first', 'nsfw_first', true],
         jailbreak_system: ['#jailbreak_system', 'jailbreak_system', true],
-        oai_breakdown: ['#oai_breakdown', 'oai_breakdown', true],
         main_prompt: ['#main_prompt_textarea', 'main_prompt', false],
         nsfw_prompt: ['#nsfw_prompt_textarea', 'nsfw_prompt', false],
         jailbreak_prompt: ['#jailbreak_prompt_textarea', 'jailbreak_prompt', false],
         impersonation_prompt: ['#impersonation_prompt_textarea', 'impersonation_prompt', false],
         bias_preset_selected: ['#openai_logit_bias_preset', 'bias_preset_selected', false],
+        reverse_proxy: ['#openai_reverse_proxy', 'reverse_proxy', false],
     };
 
     for (const [key, [selector, setting, isCheckbox]] of Object.entries(settingsToUpdate)) {
@@ -1319,16 +1315,6 @@ $(document).ready(function () {
         saveSettingsDebounced();
     });
 
-    $("#oai_breakdown").on('change', function () {
-        oai_settings.oai_breakdown = !!$(this).prop("checked");
-        if (!oai_settings.oai_breakdown) {
-            $("#token_breakdown").css('display', 'none');
-        } else {
-            $("#token_breakdown").css('display', 'flex');
-        }
-        saveSettingsDebounced();
-    });
-
     // auto-select a preset based on character/group name
     $(document).on("click", ".character_select", function () {
         const chid = $(this).attr('chid');
diff --git a/public/style.css b/public/style.css
index d5bc238d0..7ddd0b5bf 100644
--- a/public/style.css
+++ b/public/style.css
@@ -427,19 +427,6 @@ code {
     justify-content: center;
 }
 
-#token_breakdown div {
-    display: flex;
-    width: 100%;
-    justify-content: center;
-}
-
-.token_breakdown_segment {
-    min-width: 40px !important;
-    border: solid 2px;
-    border-radius: 5px;
-}
-
-
 #loading_mes {
     display: none;
     width: 40px;