diff --git a/agent-run-gateway.mjs b/agent-run-gateway.mjs
index d681fd5..c2b9889 100644
--- a/agent-run-gateway.mjs
+++ b/agent-run-gateway.mjs
@@ -44,6 +44,7 @@ import {
 } from './executor-display-label.mjs';
 import { applyCursorFirstAgentExecution } from './cursor-page-routing.mjs';
 import { cursorDeepseekFallbackEnabled } from './cursor-agent-launch.mjs';
+import { buildCursorBillingTokenState } from './cursor-agent-usage.mjs';
 
 const DEFAULT_RUN_RETRY_DELAYS_MS = [1500, 5000, 15000];
 const TERMINAL_STATUSES = new Set(['succeeded', 'failed']);
@@ -369,13 +370,83 @@ function summarizeText(value, limit = TOOL_GATEWAY_SUMMARY_LIMIT) {
 
 export function buildCodeRunCompletionReply(result) {
   const executor = resolveExecutorDisplayLabel(result?.executor, result?.executorLabel);
-  const output = sanitizeUserFacingBrandText(summarizeText(result?.stdout, 2400).trim());
+  const rawOutput = result?.displayStdout ?? result?.stdout;
+  const output = sanitizeUserFacingBrandText(summarizeText(rawOutput, 2400).trim());
   return [
     `已由 ${executor} 完成执行，并通过平台文件验收。`,
     output ? `\n${output}` : '',
   ].join('').trim();
 }
 
+async function billCursorToolGatewayUsage({
+  userAuth,
+  userId,
+  sessionId,
+  requestId,
+  usage,
+}) {
+  if (!usage || !sessionId || !userAuth?.billSessionUsage) return null;
+  const prior = typeof userAuth.getBillingState === 'function'
+    ? await userAuth.getBillingState(sessionId).catch(() => null)
+    : null;
+  const tokenState = buildCursorBillingTokenState(usage, prior);
+  if (!tokenState) return null;
+  return userAuth.billSessionUsage(userId, sessionId, tokenState, requestId);
+}
+
+function resolveCursorBillingSessionId({ deliverySessionId, agentSessionId, runId }) {
+  const delivery = String(deliverySessionId ?? '').trim();
+  if (delivery) return delivery;
+  const session = String(agentSessionId ?? '').trim();
+  if (session) return session;
+  const run = String(runId ?? '').trim();
+  return run ? `h5run_${run}` : null;
+}
+
+async function recordCursorToolGatewayBilling({
+  appendEvent,
+  runId,
+  row,
+  result,
+  userAuth,
+  deliverySessionId = null,
+}) {
+  if (String(result?.executor ?? '').trim().toLowerCase() !== 'cursor' || !result?.usage) {
+    return null;
+  }
+  const billingSessionId = resolveCursorBillingSessionId({
+    deliverySessionId,
+    agentSessionId: row.agent_session_id,
+    runId,
+  });
+  try {
+    const billing = await billCursorToolGatewayUsage({
+      userAuth,
+      userId: row.user_id,
+      sessionId: billingSessionId,
+      requestId: row.request_id,
+      usage: result.usage,
+    });
+    await appendEvent(runId, 'tool_gateway_billed', {
+      sessionId: billingSessionId,
+      executor: result.executor ?? null,
+      usage: result.usage,
+      billed: Boolean(billing?.ok),
+      costCents: billing?.costCents ?? 0,
+      deltaInputTokens: billing?.deltaInputTokens ?? 0,
+      deltaOutputTokens: billing?.deltaOutputTokens ?? 0,
+    });
+    return billing;
+  } catch (err) {
+    await appendEvent(runId, 'tool_gateway_billing_failed', {
+      sessionId: billingSessionId,
+      executor: result.executor ?? null,
+      message: err instanceof Error ? err.message : String(err),
+    });
+    return null;
+  }
+}
+
 function normalizeExpectedFileCheck(value) {
   if (typeof value === 'string') {
     const expectedPath = value.trim();
@@ -1778,8 +1849,9 @@ export function createAgentRunGateway({
         executor: result.executor ?? null,
         dryRun: Boolean(result.dryRun),
         exitCode: result.exitCode ?? null,
-        stdoutTail: summarizeText(result.stdout),
+        stdoutTail: summarizeText(result.displayStdout ?? result.stdout),
         stderrTail: summarizeText(result.stderr),
+        usage: result.usage ?? null,
       });
       try {
         const validation = await validateToolGatewayResult({
@@ -1828,8 +1900,23 @@ export function createAgentRunGateway({
           sessionId: delivery.sessionId,
           executor: result.executor ?? null,
         });
+        await recordCursorToolGatewayBilling({
+          appendEvent,
+          runId,
+          row,
+          result,
+          userAuth,
+          deliverySessionId: delivery.sessionId,
+        });
         return { sessionId: delivery.sessionId, routing };
       }
+      await recordCursorToolGatewayBilling({
+        appendEvent,
+        runId,
+        row,
+        result,
+        userAuth,
+      });
       return { sessionId: row.agent_session_id ?? null, routing };
       } catch (err) {
         if (!(await fallbackCursorExecutorToDeepseek(err))) throw err;
diff --git a/agent-run-gateway.test.mjs b/agent-run-gateway.test.mjs
index b73c484..21478de 100644
--- a/agent-run-gateway.test.mjs
+++ b/agent-run-gateway.test.mjs
@@ -3131,6 +3131,98 @@ test('required Aider run persists a validated result into a chat session', async
   );
 });
 
+test('required Cursor run bills usage after validated delivery', async () => {
+  const pool = createFakePool();
+  const workdir = await fs.mkdtemp(path.join(os.tmpdir(), 'memind-cursor-billing-'));
+  const deliveries = [];
+  const billingCalls = [];
+  const gateway = createAgentRunGateway({
+    pool,
+    userAuth: {
+      async resolveWorkingDir() {
+        return workdir;
+      },
+      async getBillingState() {
+        return { lastInputTokens: 100, lastOutputTokens: 20 };
+      },
+      async billSessionUsage(userId, sessionId, tokenState, requestId) {
+        billingCalls.push({ userId, sessionId, tokenState, requestId });
+        return {
+          ok: true,
+          costCents: 3,
+          deltaInputTokens: tokenState.accumulatedInputTokens - 100,
+          deltaOutputTokens: tokenState.accumulatedOutputTokens - 20,
+        };
+      },
+    },
+    tkmindProxy: {},
+    directChatService: {
+      async respondDeterministically(options) {
+        deliveries.push(options);
+        await options.onSessionReady('h5direct_cursor_result');
+        return { sessionId: 'h5direct_cursor_result' };
+      },
+    },
+    toolGateway: {
+      getStatus() {
+        return {
+          enabled: true,
+          protocol: 'agent-run-v1',
+          executors: ['cursor', 'aider', 'openhands'],
+        };
+      },
+      async executeJob() {
+        return {
+          ok: true,
+          dryRun: false,
+          executor: 'cursor',
+          exitCode: 0,
+          cwd: workdir,
+          stdout: '{"type":"result","subtype":"success","result":"done","usage":{"inputTokens":1000,"outputTokens":200}}',
+          displayStdout: 'done',
+          usage: { inputTokens: 1000, outputTokens: 200 },
+          stderr: '',
+        };
+      },
+    },
+    retryDelaysMs: [],
+  });
+
+  const run = await gateway.createRun('user-1', {
+    requestId: 'req-cursor-billing',
+    userMessage: {
+      role: 'user',
+      content: [{ type: 'text', text: 'build the page' }],
+      metadata: {
+        displayText: 'build the page',
+        memindRun: {
+          requiredExecutor: 'cursor',
+        },
+      },
+    },
+    toolMode: 'code',
+    taskType: 'h5_chat_code_task',
+  });
+
+  await waitFor(() => pool.runs.get(run.id)?.status === 'succeeded');
+  assert.equal(deliveries.length, 1);
+  assert.match(deliveries[0].reply, /done/);
+  assert.equal(billingCalls.length, 1);
+  assert.equal(billingCalls[0].userId, 'user-1');
+  assert.equal(billingCalls[0].sessionId, 'h5direct_cursor_result');
+  assert.equal(billingCalls[0].requestId, 'req-cursor-billing');
+  assert.deepEqual(billingCalls[0].tokenState, {
+    accumulatedInputTokens: 1100,
+    accumulatedOutputTokens: 220,
+  });
+  assert.equal(
+    pool.events.some(
+      (event) => event.runId === run.id && event.eventType === 'tool_gateway_billed',
+    ),
+    true,
+  );
+});
+
 test('agent run fails non-retryably when tool gateway artifact validation fails', async () => {
   const pool = createFakePool();
   const workdir = await fs.mkdtemp(path.join(os.tmpdir(), 'memind-tool-validation-missing-'));
diff --git a/cursor-agent-launch.mjs b/cursor-agent-launch.mjs
index 5d34131..679c278 100644
--- a/cursor-agent-launch.mjs
+++ b/cursor-agent-launch.mjs
@@ -95,7 +95,7 @@ export function buildCursorExecutorLaunchPlan({
       '--force',
       '--approve-mcps',
       '--output-format',
-      'text',
+      'stream-json',
       '--workspace',
       workspace,
       prompt,
diff --git a/cursor-agent-launch.test.mjs b/cursor-agent-launch.test.mjs
index 82457a6..f2f1f72 100644
--- a/cursor-agent-launch.test.mjs
+++ b/cursor-agent-launch.test.mjs
@@ -42,6 +42,8 @@ test('buildCursorExecutorLaunchPlan includes workspace and mindspace hints', asy
   assert.equal(plan.executor, 'cursor');
   assert.equal(plan.cwd, '/tmp/mindspace/user-1');
   assert.equal(plan.command, agentStub);
+  assert.ok(plan.args.includes('--output-format'));
+  assert.ok(plan.args.includes('stream-json'));
   assert.ok(plan.args.includes('--workspace'));
   assert.ok(plan.args.includes('/tmp/mindspace/user-1'));
   assert.match(plan.args.at(-1) ?? '', /public\/.*\.html/);
diff --git a/cursor-agent-usage.mjs b/cursor-agent-usage.mjs
new file mode 100644
index 0000000..faa0b4d
--- /dev/null
+++ b/cursor-agent-usage.mjs
@@ -0,0 +1,90 @@
+function parseStreamJsonLine(line) {
+  const text = String(line ?? '').trim();
+  if (!text) return null;
+  try {
+    const parsed = JSON.parse(text);
+    return parsed && typeof parsed === 'object' ? parsed : null;
+  } catch {
+    return null;
+  }
+}
+
+export function parseCursorAgentStreamJsonEvents(stdout) {
+  const events = [];
+  for (const line of String(stdout ?? '').split('\n')) {
+    const parsed = parseStreamJsonLine(line);
+    if (parsed) events.push(parsed);
+  }
+  return events;
+}
+
+export function normalizeCursorAgentUsage(raw) {
+  if (!raw || typeof raw !== 'object') return null;
+  const inputTokens = Number(raw.inputTokens ?? raw.input_tokens ?? 0);
+  const outputTokens = Number(raw.outputTokens ?? raw.output_tokens ?? 0);
+  const cacheReadTokens = Number(raw.cacheReadTokens ?? raw.cache_read_tokens ?? 0);
+  const cacheWriteTokens = Number(raw.cacheWriteTokens ?? raw.cache_write_tokens ?? 0);
+  const billableInput = inputTokens + cacheWriteTokens;
+  const billableOutput = outputTokens;
+  if (billableInput <= 0 && billableOutput <= 0) return null;
+  return {
+    inputTokens: billableInput,
+    outputTokens: billableOutput,
+    cacheReadTokens: cacheReadTokens > 0 ? cacheReadTokens : 0,
+    cacheWriteTokens: cacheWriteTokens > 0 ? cacheWriteTokens : 0,
+  };
+}
+
+export function parseCursorAgentUsage(stdout) {
+  const events = parseCursorAgentStreamJsonEvents(stdout);
+  for (let index = events.length - 1; index >= 0; index -= 1) {
+    const event = events[index];
+    if (event?.type !== 'result') continue;
+    const usage = normalizeCursorAgentUsage(event.usage);
+    if (usage) return usage;
+  }
+  return null;
+}
+
+function extractAssistantText(message) {
+  if (!message || typeof message !== 'object') return '';
+  const content = message.content ?? message.message?.content;
+  if (typeof content === 'string') return content.trim();
+  if (!Array.isArray(content)) return '';
+  return content
+    .map((part) => {
+      if (!part || typeof part !== 'object') return '';
+      if (part.type === 'text') return String(part.text ?? '').trim();
+      return '';
+    })
+    .filter(Boolean)
+    .join('\n')
+    .trim();
+}
+
+export function extractCursorAgentDisplayText(stdout) {
+  const events = parseCursorAgentStreamJsonEvents(stdout);
+  for (let index = events.length - 1; index >= 0; index -= 1) {
+    const event = events[index];
+    if (event?.type === 'result') {
+      const resultText = String(event.result ?? '').trim();
+      if (resultText) return resultText;
+    }
+    if (event?.type === 'assistant') {
+      const assistantText = extractAssistantText(event.message ?? event);
+      if (assistantText) return assistantText;
+    }
+  }
+  return '';
+}
+
+export function buildCursorBillingTokenState(usage, priorBillingState = null) {
+  const normalized = normalizeCursorAgentUsage(usage);
+  if (!normalized) return null;
+  const priorIn = Number(priorBillingState?.lastInputTokens ?? 0);
+  const priorOut = Number(priorBillingState?.lastOutputTokens ?? 0);
+  return {
+    accumulatedInputTokens: priorIn + normalized.inputTokens,
+    accumulatedOutputTokens: priorOut + normalized.outputTokens,
+  };
+}
diff --git a/cursor-agent-usage.test.mjs b/cursor-agent-usage.test.mjs
new file mode 100644
index 0000000..b256c51
--- /dev/null
+++ b/cursor-agent-usage.test.mjs
@@ -0,0 +1,54 @@
+import assert from 'node:assert/strict';
+import test from 'node:test';
+import {
+  buildCursorBillingTokenState,
+  extractCursorAgentDisplayText,
+  normalizeCursorAgentUsage,
+  parseCursorAgentUsage,
+} from './cursor-agent-usage.mjs';
+
+const SAMPLE_STREAM_JSON = [
+  '{"type":"system","subtype":"init","cwd":"/tmp","session_id":"abc","model":"Auto"}',
+  '{"type":"user","message":{"role":"user","content":[{"type":"text","text":"reply with exactly: ok"}]}}',
+  '{"type":"assistant","message":{"role":"assistant","content":[{"type":"text","text":"ok"}]}}',
+  '{"type":"result","subtype":"success","duration_ms":13064,"result":"ok","usage":{"inputTokens":7765,"outputTokens":64,"cacheReadTokens":5427,"cacheWriteTokens":0}}',
+].join('\n');
+
+test('parseCursorAgentUsage reads result usage from stream-json stdout', () => {
+  const usage = parseCursorAgentUsage(SAMPLE_STREAM_JSON);
+  assert.deepEqual(usage, {
+    inputTokens: 7765,
+    outputTokens: 64,
+    cacheReadTokens: 5427,
+    cacheWriteTokens: 0,
+  });
+});
+
+test('normalizeCursorAgentUsage includes cache write tokens in billable input', () => {
+  const usage = normalizeCursorAgentUsage({
+    inputTokens: 1000,
+    outputTokens: 200,
+    cacheWriteTokens: 300,
+  });
+  assert.deepEqual(usage, {
+    inputTokens: 1300,
+    outputTokens: 200,
+    cacheReadTokens: 0,
+    cacheWriteTokens: 300,
+  });
+});
+
+test('extractCursorAgentDisplayText prefers result text', () => {
+  assert.equal(extractCursorAgentDisplayText(SAMPLE_STREAM_JSON), 'ok');
+});
+
+test('buildCursorBillingTokenState accumulates on prior session billing', () => {
+  const tokenState = buildCursorBillingTokenState(
+    { inputTokens: 1000, outputTokens: 200 },
+    { lastInputTokens: 5000, lastOutputTokens: 800 },
+  );
+  assert.deepEqual(tokenState, {
+    accumulatedInputTokens: 6000,
+    accumulatedOutputTokens: 1000,
+  });
+});
diff --git a/executor-display-label.test.mjs b/executor-display-label.test.mjs
index b642bb9..0c8db8b 100644
--- a/executor-display-label.test.mjs
+++ b/executor-display-label.test.mjs
@@ -15,13 +15,14 @@ test('buildCodeRunCompletionReply never exposes cursor brand to users', () => {
   assert.doesNotMatch(reply, /cursor/i);
 });
 
-test('buildCodeRunCompletionReply sanitizes cursor wording in stdout', () => {
+test('buildCodeRunCompletionReply prefers displayStdout over raw stream-json stdout', () => {
   const reply = buildCodeRunCompletionReply({
     executor: 'cursor',
-    stdout: 'cursor agent finished editing public/page.html',
+    stdout: '{"type":"result","result":"hidden"}\n',
+    displayStdout: '已写入 public/spring-poem.html',
   });
-  assert.match(reply, /TKMind 智趣 finished editing public\/page\.html/);
-  assert.doesNotMatch(reply, /\bcursor\b/i);
+  assert.match(reply, /已写入 public\/spring-poem\.html/);
+  assert.doesNotMatch(reply, /"type":"result"/);
 });
 
 test('sanitizeUserFacingBrandText replaces cursor wording', () => {
diff --git a/package.json b/package.json
index b6f0644..043da3a 100644
--- a/package.json
+++ b/package.json
@@ -113,7 +113,7 @@
     "verify:page-data-delivery": "node scripts/repair-page-data-workspace-bindings.mjs --dry-run",
     "verify:template-catalog-portal": "node scripts/verify-template-catalog-portal.mjs",
     "verify:template-catalog-e2e": "node scripts/verify-template-catalog-e2e.mjs",
-    "verify:cursor-executor": "node --test cursor-agent-launch.test.mjs cursor-page-routing.test.mjs tool-gateway.test.mjs llm-providers.test.mjs help-escalation.test.mjs executor-display-label.test.mjs agent-run-gateway.test.mjs agent-run-routes.test.mjs wechat-cursor-executor-policy.test.mjs",
+    "verify:cursor-executor": "node --test cursor-agent-launch.test.mjs cursor-agent-usage.test.mjs cursor-page-routing.test.mjs tool-gateway.test.mjs llm-providers.test.mjs help-escalation.test.mjs executor-display-label.test.mjs agent-run-gateway.test.mjs agent-run-routes.test.mjs wechat-cursor-executor-policy.test.mjs",
     "repair:page-data-bindings": "node scripts/repair-page-data-workspace-bindings.mjs",
     "repair:page-data:103": "node scripts/ensure-page-data-datasets.mjs && node scripts/repair-page-data-workspace-bindings.mjs",
     "verify:wechat-channel-isolation": "node scripts/check-wechat-channel-isolation.mjs",
diff --git a/tool-gateway.mjs b/tool-gateway.mjs
index 364cc85..2906313 100644
--- a/tool-gateway.mjs
+++ b/tool-gateway.mjs
@@ -3,6 +3,10 @@ import { EventEmitter } from 'node:events';
 import fs from 'node:fs/promises';
 import path from 'node:path';
 import { buildCursorExecutorLaunchPlan } from './cursor-agent-launch.mjs';
+import {
+  extractCursorAgentDisplayText,
+  parseCursorAgentUsage,
+} from './cursor-agent-usage.mjs';
 import { resolveExecutorDisplayLabel } from './executor-display-label.mjs';
 
 const BASE_CODE_EXECUTORS = ['aider', 'openhands'];
@@ -308,6 +312,10 @@ export function createToolGateway({
       child.on('exit', (code, signal) => {
         cleanup();
         if (code === 0) {
+          const usage = executor === 'cursor' ? parseCursorAgentUsage(stdout) : null;
+          const displayStdout = executor === 'cursor'
+            ? extractCursorAgentDisplayText(stdout)
+            : '';
           resolve({
             ok: true,
             executor,
@@ -319,6 +327,8 @@ export function createToolGateway({
             exitCode: code,
             signal: signal ?? null,
             stdout,
+            displayStdout: displayStdout || undefined,
+            usage: usage ?? undefined,
             stderr,
           });
           return;