diff --git a/apps/kimi-code/src/utils/usage/debug-timing.ts b/apps/kimi-code/src/utils/usage/debug-timing.ts
index 457b686a3..ab87ebdd8 100644
--- a/apps/kimi-code/src/utils/usage/debug-timing.ts
+++ b/apps/kimi-code/src/utils/usage/debug-timing.ts
@@ -1,7 +1,16 @@
+import { formatTokenCount } from './usage-format';
+
+interface DebugTokenUsage {
+  readonly inputOther?: number;
+  readonly inputCacheRead?: number;
+  readonly inputCacheCreation?: number;
+  readonly output?: number;
+}
+
 export interface StepTimingInput {
-  readonly llmFirstTokenLatencyMs?: number | undefined;
-  readonly llmStreamDurationMs?: number | undefined;
-  readonly usage?: { readonly output: number } | undefined;
+  readonly llmFirstTokenLatencyMs?: number;
+  readonly llmStreamDurationMs?: number;
+  readonly usage?: DebugTokenUsage;
 }
 
 // Decode TPS is only meaningful when the output actually streamed over a
@@ -29,9 +38,33 @@ export function formatStepDebugTiming(input: StepTimingInput): string | undefine
       );
     }
   }
+
+  const inputTokens = usageInputTotal(input.usage);
+  const hasInputUsage =
+    input.usage !== undefined &&
+    (input.usage.inputOther !== undefined ||
+      input.usage.inputCacheRead !== undefined ||
+      input.usage.inputCacheCreation !== undefined);
+  if (hasInputUsage && (inputTokens > 0 || (outputTokens ?? 0) > 0)) {
+    const cacheReadTokens = input.usage.inputCacheRead ?? 0;
+    const cacheCreationTokens = input.usage.inputCacheCreation ?? 0;
+    const cacheHitRate = inputTokens > 0 ? Math.round((cacheReadTokens / inputTokens) * 100) : 0;
+    const cacheParts = [`cache read ${formatTokenCount(cacheReadTokens)} (${cacheHitRate}%)`];
+    if (cacheCreationTokens > 0) {
+      cacheParts.push(`write ${formatTokenCount(cacheCreationTokens)}`);
+    }
+    parts.push(`tokens in ${formatTokenCount(inputTokens)}`);
+    parts.push(cacheParts.join(' / '));
+  }
+
   return `[Debug] ${parts.join(' | ')}`;
 }
 
+function usageInputTotal(usage: DebugTokenUsage | undefined): number {
+  if (usage === undefined) return 0;
+  return (usage.inputOther ?? 0) + (usage.inputCacheRead ?? 0) + (usage.inputCacheCreation ?? 0);
+}
+
 function formatDuration(ms: number): string {
   if (ms < 1000) return `${Math.round(ms)}ms`;
   return `${(ms / 1000).toFixed(1)}s`;
diff --git a/apps/kimi-code/test/utils/usage/debug-timing.test.ts b/apps/kimi-code/test/utils/usage/debug-timing.test.ts
index be871f3c1..feb857204 100644
--- a/apps/kimi-code/test/utils/usage/debug-timing.test.ts
+++ b/apps/kimi-code/test/utils/usage/debug-timing.test.ts
@@ -27,6 +27,38 @@ describe('formatStepDebugTiming', () => {
     expect(result).toBe('[Debug] TTFT: 800ms | TPS: 40.0 tok/s (200 tokens in 5.0s)');
   });
 
+  it('formats input tokens and cache read/write counts', () => {
+    const result = formatStepDebugTiming({
+      llmFirstTokenLatencyMs: 800,
+      llmStreamDurationMs: 5000,
+      usage: {
+        inputOther: 700,
+        inputCacheRead: 1200,
+        inputCacheCreation: 100,
+        output: 200,
+      },
+    });
+    expect(result).toBe(
+      '[Debug] TTFT: 800ms | TPS: 40.0 tok/s (200 tokens in 5.0s) | tokens in 2.0k | cache read 1.2k (60%) / write 100',
+    );
+  });
+
+  it('omits cache write count when it is zero', () => {
+    const result = formatStepDebugTiming({
+      llmFirstTokenLatencyMs: 800,
+      llmStreamDurationMs: 5000,
+      usage: {
+        inputOther: 1000,
+        inputCacheRead: 0,
+        inputCacheCreation: 0,
+        output: 200,
+      },
+    });
+    expect(result).toContain('tokens in 1.0k');
+    expect(result).toContain('cache read 0 (0%)');
+    expect(result).not.toContain('/ write 0');
+  });
+
   it('omits TPS when the streamed window is too short to measure', () => {
     const result = formatStepDebugTiming({
       llmFirstTokenLatencyMs: 1200,