diff --git a/CHANGELOG.md b/CHANGELOG.md
index ad3a753ccb2..4f60905a7b3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -41,6 +41,7 @@ Docs: https://docs.openclaw.ai
 - Providers/OpenAI Codex: split native `contextWindow` from runtime `contextTokens`, keep the default effective cap at `272000`, and expose a per-model `contextTokens` override on `models.providers.*.models[]`.
 - Providers/compat: stop forcing OpenAI-only defaults on proxy and custom OpenAI-compatible routes, preserve native vendor-specific reasoning/tool/streaming behavior across Anthropic-compatible, Moonshot, Mistral, ModelStudio, OpenRouter, xAI, and Z.ai endpoints, and route GitHub Copilot Claude models through Anthropic Messages instead of OpenAI Responses.
 - Providers/Model Studio: preserve native streaming usage reporting for DashScope-compatible endpoints even when they are configured under a generic provider key, so streamed token totals stop sticking at zero. (#52395) Thanks @IVY-AI-gif.
+- Status/usage: let `/status` and `session_status` fall back to transcript token totals when the session meta store stayed at zero, so LM Studio, Ollama, DashScope, and similar OpenAI-compatible providers stop showing `Context: 0/...`. (#55041) Thanks @jjjojoj.
 - Plugins/OpenAI: enable `gpt-image-1` reference-image edits through `/images/edits` multipart uploads, and stop inferring unsupported resolution overrides when no explicit `size` or `resolution` is provided.
 - Gateway/startup: default `gateway.mode` to `local` when unset, detect PID recycling in gateway lock files on Windows and macOS, and show startup progress so healthy restarts stop getting blocked by stale locks. (#54801, #60085, #59843)
 - Mobile pairing/Android: tighten secure endpoint handling so Tailscale and public remote setup reject cleartext endpoints, private LAN pairing still works, merged-role approvals mint both node and operator device tokens, and bootstrap tokens survive node auto-pair until operator approval finishes. (#60128, #60208, #60221)
diff --git a/src/agents/openclaw-tools.session-status.test.ts b/src/agents/openclaw-tools.session-status.test.ts
index d628449a367..20be9582bbb 100644
--- a/src/agents/openclaw-tools.session-status.test.ts
+++ b/src/agents/openclaw-tools.session-status.test.ts
@@ -335,6 +335,25 @@ describe("session_status tool", () => {
     expect(details.statusText).not.toContain("OAuth/token status");
   });
 
+  it("enables transcript usage fallback for session_status", async () => {
+    resetSessionStore({
+      main: {
+        sessionId: "s1",
+        updatedAt: 10,
+      },
+    });
+
+    const tool = getSessionStatusTool();
+
+    await tool.execute("call-transcript-usage", {});
+
+    expect(buildStatusMessageMock).toHaveBeenCalledWith(
+      expect.objectContaining({
+        includeTranscriptUsage: true,
+      }),
+    );
+  });
+
   it("errors for unknown session keys", async () => {
     resetSessionStore({
       main: { sessionId: "s1", updatedAt: 10 },
diff --git a/src/auto-reply/reply/commands-status.test.ts b/src/auto-reply/reply/commands-status.test.ts
index 550d707d7de..a8ff0bc19c7 100644
--- a/src/auto-reply/reply/commands-status.test.ts
+++ b/src/auto-reply/reply/commands-status.test.ts
@@ -1,4 +1,8 @@
+import fs from "node:fs";
+import path from "node:path";
 import { afterEach, beforeEach, describe, expect, it } from "vitest";
+import { normalizeTestText } from "../../../test/helpers/normalize-text.js";
+import { withTempHome } from "../../../test/helpers/temp-home.js";
 import {
   addSubagentRunForTests,
   resetSubagentRegistryForTests,
@@ -11,7 +15,7 @@ import {
   failTaskRunByRunId,
 } from "../../tasks/task-executor.js";
 import { resetTaskRegistryForTests } from "../../tasks/task-registry.js";
-import { buildStatusReply } from "./commands-status.js";
+import { buildStatusReply, buildStatusText } from "./commands-status.js";
 import { buildCommandTestParams } from "./commands.test-harness.js";
 
 const baseCfg = {
@@ -45,6 +49,41 @@ async function buildStatusReplyForTest(params: { sessionKey?: string; verbose?:
   });
 }
 
+function writeTranscriptUsageLog(params: {
+  dir: string;
+  agentId: string;
+  sessionId: string;
+  usage: {
+    input: number;
+    output: number;
+    cacheRead: number;
+    cacheWrite: number;
+    totalTokens: number;
+  };
+}) {
+  const logPath = path.join(
+    params.dir,
+    ".openclaw",
+    "agents",
+    params.agentId,
+    "sessions",
+    `${params.sessionId}.jsonl`,
+  );
+  fs.mkdirSync(path.dirname(logPath), { recursive: true });
+  fs.writeFileSync(
+    logPath,
+    JSON.stringify({
+      type: "message",
+      message: {
+        role: "assistant",
+        model: "claude-opus-4-5",
+        usage: params.usage,
+      },
+    }),
+    "utf-8",
+  );
+}
+
 describe("buildStatusReply subagent summary", () => {
   beforeEach(() => {
     resetSubagentRegistryForTests();
@@ -375,4 +414,47 @@ describe("buildStatusReply subagent summary", () => {
     expect(reply?.text).not.toContain("subagent");
     expect(reply?.text).not.toContain("cron");
   });
+
+  it("uses transcript usage fallback in /status output", async () => {
+    await withTempHome(async (dir) => {
+      const sessionId = "sess-status-transcript";
+      writeTranscriptUsageLog({
+        dir,
+        agentId: "main",
+        sessionId,
+        usage: {
+          input: 1,
+          output: 2,
+          cacheRead: 1000,
+          cacheWrite: 0,
+          totalTokens: 1003,
+        },
+      });
+
+      const text = await buildStatusText({
+        cfg: baseCfg,
+        sessionEntry: {
+          sessionId,
+          updatedAt: 0,
+          totalTokens: 3,
+          contextTokens: 32_000,
+        },
+        sessionKey: "agent:main:main",
+        parentSessionKey: "agent:main:main",
+        sessionScope: "per-sender",
+        statusChannel: "whatsapp",
+        provider: "anthropic",
+        model: "claude-opus-4-5",
+        contextTokens: 32_000,
+        resolvedFastMode: false,
+        resolvedVerboseLevel: "off",
+        resolvedReasoningLevel: "off",
+        resolveDefaultThinkingLevel: async () => undefined,
+        isGroup: false,
+        defaultGroupActivation: () => "mention",
+      });
+
+      expect(normalizeTestText(text)).toContain("Context: 1.0k/32k");
+    });
+  });
 });
diff --git a/src/auto-reply/reply/commands-status.ts b/src/auto-reply/reply/commands-status.ts
index a2efea232fb..730a4e84dc7 100644
--- a/src/auto-reply/reply/commands-status.ts
+++ b/src/auto-reply/reply/commands-status.ts
@@ -149,6 +149,7 @@ export async function buildStatusText(params: {
   primaryModelLabelOverride?: string;
   modelAuthOverride?: string;
   activeModelAuthOverride?: string;
+  includeTranscriptUsage?: boolean;
 }): Promise<string> {
   const {
     cfg,
@@ -345,7 +346,7 @@ export async function buildStatusText(params: {
     subagentsLine,
     taskLine,
     mediaDecisions: params.mediaDecisions,
-    includeTranscriptUsage: true,
+    includeTranscriptUsage: params.includeTranscriptUsage ?? true,
   });
 
   return statusText;