diff --git a/src/CodexCommands.ts b/src/CodexCommands.ts
index 9ec78bb6..cf88ed51 100644
--- a/src/CodexCommands.ts
+++ b/src/CodexCommands.ts
@@ -245,8 +245,9 @@ export class CodexCommands {
         }
         const total = this.formatTokenCount(usage.totalTokens);
         const input = this.formatTokenCount(usage.inputTokens);
+        const cachedInput = this.formatTokenCount(usage.cachedInputTokens);
         const output = this.formatTokenCount(usage.outputTokens);
-        return `${total} total  (${input} input + ${output} output)`;
+        return `${total} total  (${input} input + ${cachedInput} cached input, ${output} output)`;
     }
 
     private formatContextWindow(usage: TokenCount | null, contextWindow: number | null): string {
diff --git a/src/TokenCount.ts b/src/TokenCount.ts
index 8332d675..38415aae 100644
--- a/src/TokenCount.ts
+++ b/src/TokenCount.ts
@@ -3,6 +3,12 @@ import type {TokenUsageBreakdown} from "./app-server/v2";
 /**
  * Token usage information for a turn.
  * This interface decouples our API from Codex's internal types.
+ *
+ * [totalTokens]: total number of tokens used (the sum of all other fields)
+ * [inputTokens]: number of non-cached input tokens
+ * [cachedInputTokens]: number of cached input tokens
+ * [outputTokens]: number of output tokens (including reasoning output tokens)
+ * [reasoningOutputTokens]: number of reasoning output tokens
  */
 export interface TokenCount {
     totalTokens: number;
@@ -15,11 +21,13 @@ export interface TokenCount {
 /**
  * Maps Codex's TokenUsageBreakdown to our TokenCount interface.
  * This explicit mapping ensures compile-time errors if Codex changes their types.
+ * Note: Codex includes cached input tokens in the input token count, so they are subtracted here.
  */
 export function toTokenCount(usage: TokenUsageBreakdown): TokenCount {
+
     return {
         totalTokens: usage.totalTokens,
-        inputTokens: usage.inputTokens,
+        inputTokens: usage.inputTokens - usage.cachedInputTokens,
         cachedInputTokens: usage.cachedInputTokens,
         outputTokens: usage.outputTokens,
         reasoningOutputTokens: usage.reasoningOutputTokens,
diff --git a/src/__tests__/CodexACPAgent/data/token-usage-end-turn.json b/src/__tests__/CodexACPAgent/data/token-usage-end-turn.json
index 7ce20fa8..765672df 100644
--- a/src/__tests__/CodexACPAgent/data/token-usage-end-turn.json
+++ b/src/__tests__/CodexACPAgent/data/token-usage-end-turn.json
@@ -4,7 +4,7 @@
     "quota": {
       "token_count": {
         "totalTokens": 2500,
-        "inputTokens": 2000,
+        "inputTokens": 1500,
         "cachedInputTokens": 500,
         "outputTokens": 450,
         "reasoningOutputTokens": 50
@@ -14,7 +14,7 @@
           "model": "model-id",
           "token_count": {
             "totalTokens": 2500,
-            "inputTokens": 2000,
+            "inputTokens": 1500,
             "cachedInputTokens": 500,
             "outputTokens": 450,
             "reasoningOutputTokens": 50
diff --git a/src/__tests__/CodexACPAgent/data/token-usage-multiple-updates.json b/src/__tests__/CodexACPAgent/data/token-usage-multiple-updates.json
index 369368b4..90ae01fa 100644
--- a/src/__tests__/CodexACPAgent/data/token-usage-multiple-updates.json
+++ b/src/__tests__/CodexACPAgent/data/token-usage-multiple-updates.json
@@ -4,7 +4,7 @@
     "quota": {
       "token_count": {
         "totalTokens": 1500,
-        "inputTokens": 1200,
+        "inputTokens": 700,
         "cachedInputTokens": 500,
         "outputTokens": 200,
         "reasoningOutputTokens": 100
@@ -14,7 +14,7 @@
           "model": "model-id",
           "token_count": {
             "totalTokens": 1500,
-            "inputTokens": 1200,
+            "inputTokens": 700,
             "cachedInputTokens": 500,
             "outputTokens": 200,
             "reasoningOutputTokens": 100