diff --git a/open-sse/services/usage.ts b/open-sse/services/usage.ts
index 8805ff9947..3122403277 100644
--- a/open-sse/services/usage.ts
+++ b/open-sse/services/usage.ts
@@ -206,6 +206,16 @@ function pickMiniMaxRepresentativeModel(
   return pool.reduce((best, current) => (getTotal(current) > getTotal(best) ? current : best));
 }
 
+function createMiniMaxQuotaFromCount(
+  total: number,
+  count: number,
+  resetAt: string | null,
+  countMeansRemaining: boolean
+): UsageQuota {
+  const used = countMeansRemaining ? Math.max(total - count, 0) : count;
+  return createQuotaFromUsage(used, total, resetAt);
+}
+
 function getMiniMaxAuthErrorMessage(message: string): string {
   const normalized = message.toLowerCase();
   if (
@@ -319,11 +329,12 @@ async function getMiniMaxUsage(apiKey: string, provider: "minimax" | "minimax-cn
         return { message: "MiniMax connected. No text quota data was returned." };
       }
 
+      const countMeansRemaining = usageUrl.includes("/coding_plan/remains");
       const quotas: Record<string, UsageQuota> = {};
       const sessionModel = pickMiniMaxRepresentativeModel(textModels, getMiniMaxSessionTotal);
       if (sessionModel) {
         const total = getMiniMaxSessionTotal(sessionModel);
-        const remain = Math.max(
+        const count = Math.max(
           0,
           toNumber(
             getFieldValue(
@@ -334,9 +345,9 @@ async function getMiniMaxUsage(apiKey: string, provider: "minimax" | "minimax-cn
             0
           )
         );
-        quotas["session (5h)"] = createQuotaFromUsage(
-          Math.max(total - remain, 0),
+        quotas["session (5h)"] = createMiniMaxQuotaFromCount(
           total,
+          count,
           getMiniMaxQuotaResetAt(
             sessionModel,
             capturedAtMs,
@@ -344,23 +355,24 @@ async function getMiniMaxUsage(apiKey: string, provider: "minimax" | "minimax-cn
             "remainsTime",
             "end_time",
             "endTime"
-          )
+          ),
+          countMeansRemaining
         );
       }
 
       const weeklyModel = pickMiniMaxRepresentativeModel(textModels, getMiniMaxWeeklyTotal);
       if (weeklyModel && getMiniMaxWeeklyTotal(weeklyModel) > 0) {
         const total = getMiniMaxWeeklyTotal(weeklyModel);
-        const remain = Math.max(
+        const count = Math.max(
           0,
           toNumber(
             getFieldValue(weeklyModel, "current_weekly_usage_count", "currentWeeklyUsageCount"),
             0
           )
         );
-        quotas["weekly (7d)"] = createQuotaFromUsage(
-          Math.max(total - remain, 0),
+        quotas["weekly (7d)"] = createMiniMaxQuotaFromCount(
           total,
+          count,
           getMiniMaxQuotaResetAt(
             weeklyModel,
             capturedAtMs,
@@ -368,7 +380,8 @@ async function getMiniMaxUsage(apiKey: string, provider: "minimax" | "minimax-cn
             "weeklyRemainsTime",
             "weekly_end_time",
             "weeklyEndTime"
-          )
+          ),
+          countMeansRemaining
         );
       }
 
diff --git a/src/app/(dashboard)/dashboard/usage/components/ProviderLimits/index.tsx b/src/app/(dashboard)/dashboard/usage/components/ProviderLimits/index.tsx
index 389f21fbe8..7e77aa83b8 100644
--- a/src/app/(dashboard)/dashboard/usage/components/ProviderLimits/index.tsx
+++ b/src/app/(dashboard)/dashboard/usage/components/ProviderLimits/index.tsx
@@ -611,9 +611,10 @@ export default function ProviderLimits() {
                     <div className="text-xs text-text-muted italic">{quota.message}</div>
                   ) : quota?.quotas?.length > 0 ? (
                     quota.quotas.map((q, i) => {
-                      const remainingPercentage = q.unlimited
+                      const remainingPercentageRaw = q.unlimited
                         ? 100
                         : (q.remainingPercentage ?? calculatePercentage(q.used, q.total));
+                      const remainingPercentage = Math.round(remainingPercentageRaw);
                       const colors = getBarColor(remainingPercentage);
                       const cd = formatCountdown(q.resetAt);
                       const shortName = formatQuotaLabel(q.name);
diff --git a/tests/unit/usage-service-hardening.test.ts b/tests/unit/usage-service-hardening.test.ts
index bd0fe9e3f0..fd28dfc780 100644
--- a/tests/unit/usage-service-hardening.test.ts
+++ b/tests/unit/usage-service-hardening.test.ts
@@ -945,6 +945,46 @@ test("usage service covers MiniMax usage parsing, documented endpoint fallback a
   assert.match(invalid.message, /Token Plan API key/i);
 });
 
+test("usage service treats MiniMax token-plan counts as used usage", async () => {
+  const beforeCall = Date.now();
+
+  globalThis.fetch = async (url, init = {}) => {
+    assert.equal(String(url), "https://www.minimax.io/v1/token_plan/remains");
+    assert.equal((init as any).headers.Authorization, "Bearer minimax-key");
+
+    return new Response(
+      JSON.stringify({
+        base_resp: { status_code: 0, status_msg: "ok" },
+        model_remains: [
+          {
+            model_name: "MiniMax-M2.7",
+            remains_time: 300_000,
+            current_interval_total_count: 15000,
+            current_interval_usage_count: 13,
+            current_weekly_total_count: 150000,
+            current_weekly_usage_count: 66,
+            weekly_remains_time: 604_800_000,
+          },
+        ],
+      }),
+      { status: 200 }
+    );
+  };
+
+  const usage: any = await usageService.getUsageForProvider({
+    provider: "minimax",
+    apiKey: "minimax-key",
+  });
+
+  assert.equal(usage.quotas["session (5h)"].used, 13);
+  assert.equal(usage.quotas["session (5h)"].remaining, 14987);
+  assert.equal(usage.quotas["session (5h)"].remainingPercentage, 99.91333333333333);
+  assert.equal(usage.quotas["weekly (7d)"].used, 66);
+  assert.equal(usage.quotas["weekly (7d)"].remaining, 149934);
+  assert.equal(usage.quotas["weekly (7d)"].remainingPercentage, 99.956);
+  assert.ok(Date.parse(usage.quotas["session (5h)"].resetAt) >= beforeCall + 240_000);
+});
+
 test("usage service parses Cursor team quotas and clamps on-demand ratio", async () => {
   const calls: any[] = [];
   globalThis.fetch = async (url, init = {}) => {