diff --git a/apps/desktop/src/screens/Repl.tsx b/apps/desktop/src/screens/Repl.tsx
index a833980..69ae1bb 100644
--- a/apps/desktop/src/screens/Repl.tsx
+++ b/apps/desktop/src/screens/Repl.tsx
@@ -25,6 +25,7 @@ import {
   type VimMode,
 } from '@deepcode/core/dist/keybindings/vim.js';
 import { contextWindowFor } from '@deepcode/core/dist/providers/deepseek.js';
+import { estimateCost } from '@deepcode/core/dist/providers/pricing.js';
 import { Dropdown, type DropdownOption } from '../components/Dropdown.js';
 import { Pill } from '../components/Pill.js';
 import { PlusMenu } from '../components/PlusMenu.js';
@@ -177,6 +178,7 @@ interface AgentEvt {
   inputTokens?: number;
   outputTokens?: number;
   reasoningTokens?: number;
+  cacheReadTokens?: number;
   // permission_request fields
   requestId?: string;
   toolName?: string;
@@ -236,6 +238,11 @@ export function ReplScreen({
   // Overridden by a persisted effortLevel in settings on mount.
   const [effort, setEffort] = useState<Effort>('high');
   const [model, setModel] = useState<string>('deepseek-chat');
+  // The agent.onEvent subscription below is created once on mount, so it would
+  // close over a stale `model`. A ref keeps the per-turn cost calc on the
+  // current model (deepseek-reasoner output is ¥16/M vs chat's ¥2/M).
+  const modelRef = useRef(model);
+  modelRef.current = model;
   const [mode, setMode] = useState<
     'default' | 'acceptEdits' | 'plan' | 'dontAsk' | 'bypassPermissions'
   >('default');
@@ -349,7 +356,18 @@ export function ReplScreen({
           // drives the context bar (overwrite, not accumulate).
           setUsage({ inputTokens: inTok, outputTokens: outTok });
           // Cost bills every turn, so it accrues across the whole conversation.
-          setCostYuan((c) => c + (inTok / 1_000_000) * 1.0 + (outTok / 1_000_000) * 2.0);
+          // estimateCost credits cheaper cache-hit input tokens (¥0.1/M vs ¥1/M)
+          // and applies the right per-model output + reasoning rates.
+          const turnCost = estimateCost(
+            {
+              inputTokens: inTok,
+              outputTokens: outTok,
+              reasoningTokens: e.reasoningTokens ?? 0,
+              cacheReadTokens: e.cacheReadTokens ?? 0,
+            },
+            modelRef.current,
+          ).totalYuan;
+          setCostYuan((c) => c + turnCost);
           break;
         }
         case 'error':
diff --git a/packages/core/package.json b/packages/core/package.json
index 3be4117..6d5a1e1 100644
--- a/packages/core/package.json
+++ b/packages/core/package.json
@@ -20,6 +20,10 @@
       "types": "./dist/providers/deepseek.d.ts",
       "import": "./dist/providers/deepseek.js"
     },
+    "./dist/providers/pricing.js": {
+      "types": "./dist/providers/pricing.d.ts",
+      "import": "./dist/providers/pricing.js"
+    },
     "./dist/types.js": {
       "types": "./dist/types.d.ts",
       "import": "./dist/types.js"
diff --git a/packages/core/src/agent.ts b/packages/core/src/agent.ts
index bc1b02b..324102a 100644
--- a/packages/core/src/agent.ts
+++ b/packages/core/src/agent.ts
@@ -448,6 +448,7 @@ export async function runAgent(opts: RunAgentOptions): Promise<RunAgentResult> {
       inputTokens: result.usage.inputTokens,
       outputTokens: result.usage.outputTokens,
       reasoningTokens: result.usage.reasoningTokens,
+      cacheReadTokens: result.usage.cacheReadTokens,
     });
 
     const assistantMsg: StoredMessage = {
@@ -685,6 +686,7 @@ export async function runAgent(opts: RunAgentOptions): Promise<RunAgentResult> {
           inputTokens: compactResult.usage.inputTokens,
           outputTokens: compactResult.usage.outputTokens,
           reasoningTokens: 0,
+          cacheReadTokens: 0,
         });
         if (opts.hooks) {
           await opts.hooks.dispatch({
diff --git a/packages/core/src/types.ts b/packages/core/src/types.ts
index 13c2b75..f49507d 100644
--- a/packages/core/src/types.ts
+++ b/packages/core/src/types.ts
@@ -182,7 +182,13 @@ export type AgentEvent =
   | { type: 'tool_use'; id: string; name: string; input: Record<string, unknown> }
   | { type: 'tool_result'; id: string; result: ToolResult }
   | { type: 'turn_complete'; message: StoredMessage }
-  | { type: 'usage'; inputTokens: number; outputTokens: number; reasoningTokens: number }
+  | {
+      type: 'usage';
+      inputTokens: number;
+      outputTokens: number;
+      reasoningTokens: number;
+      cacheReadTokens: number;
+    }
   | { type: 'error'; error: string };
 
 /**