diff --git a/CHANGELOG.md b/CHANGELOG.md
index c63a3fa25b3..99ae2bc526b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -42,6 +42,7 @@ Docs: https://docs.openclaw.ai
 - Diagnostics/OTEL: export existing tool-loop diagnostics as `openclaw.tool.loop` counters and spans without loop messages, session identifiers, params, or tool output. Thanks @vincentkoc.
 - Diagnostics/OTEL: export diagnostic memory samples and pressure as bounded memory histograms, counters, and pressure spans to help spot leak regressions without session or payload data. Thanks @vincentkoc.
 - Diagnostics/OTEL: add the GenAI `gen_ai.client.token.usage` histogram for input/output model usage while keeping session identifiers and aggregate cache counters out of the semantic metric. Thanks @vincentkoc.
+- Diagnostics/OTEL: add a bounded `openclaw.agent` label to OpenClaw token metrics so per-agent Grafana dashboards can group usage without exporting session identifiers. Thanks @oc-factus.
 - Plugins/install: consolidate managed plugin install metadata into the state-managed plugin index at `plugins/installs.json`, replacing the temporary `plugins/installed-index.json` path and removing `plugins.installs` as an authored config surface. Thanks @vincentkoc and @shakkernerd.
 - Diagnostics/OTEL: add the GenAI `gen_ai.client.operation.duration` histogram for model-call latency in seconds with bounded provider/model/API and error attributes. Thanks @vincentkoc.
 - Diagnostics/OTEL: add GenAI usage token attributes to model-usage spans, including cache read/write input token counts without session identifiers or prompt/response content. Thanks @vincentkoc.
diff --git a/extensions/diagnostics-otel/src/service.test.ts b/extensions/diagnostics-otel/src/service.test.ts
index 2f2823ba00f..ff88364d756 100644
--- a/extensions/diagnostics-otel/src/service.test.ts
+++ b/extensions/diagnostics-otel/src/service.test.ts
@@ -896,6 +896,7 @@ describe("diagnostics-otel service", () => {
       type: "model.usage",
       sessionKey: "session-key",
       channel: "webchat",
+      agentId: "ops",
       provider: "openai",
       model: "gpt-5.4",
       usage: {
@@ -919,6 +920,14 @@ describe("diagnostics-otel service", () => {
       }),
     );
     const genAiTokenUsage = telemetryState.histograms.get("gen_ai.client.token.usage");
+    const tokens = telemetryState.counters.get("openclaw.tokens");
+    expect(tokens?.add).toHaveBeenCalledWith(12, {
+      "openclaw.channel": "webchat",
+      "openclaw.agent": "ops",
+      "openclaw.provider": "openai",
+      "openclaw.model": "gpt-5.4",
+      "openclaw.token": "input",
+    });
     expect(genAiTokenUsage?.record).toHaveBeenCalledTimes(2);
     expect(genAiTokenUsage?.record).toHaveBeenCalledWith(12, {
       "gen_ai.operation.name": "chat",
@@ -936,6 +945,33 @@ describe("diagnostics-otel service", () => {
     await service.stop?.(ctx);
   });
 
+  test("bounds agent identifiers on model usage metric attributes", async () => {
+    const service = createDiagnosticsOtelService();
+    const ctx = createOtelContext(OTEL_TEST_ENDPOINT, { metrics: true });
+    await service.start(ctx);
+
+    emitDiagnosticEvent({
+      type: "model.usage",
+      agentId: "Bearer sk-test-secret-value",
+      provider: "openai",
+      model: "gpt-5.4",
+      usage: { input: 2 },
+    });
+    await flushDiagnosticEvents();
+
+    expect(telemetryState.counters.get("openclaw.tokens")?.add).toHaveBeenCalledWith(2, {
+      "openclaw.channel": "unknown",
+      "openclaw.agent": "unknown",
+      "openclaw.provider": "openai",
+      "openclaw.model": "gpt-5.4",
+      "openclaw.token": "input",
+    });
+    expect(
+      JSON.stringify(telemetryState.counters.get("openclaw.tokens")?.add.mock.calls),
+    ).not.toContain("sk-test-secret-value");
+    await service.stop?.(ctx);
+  });
+
   test("keeps GenAI token usage metric model attribute present when model is unavailable", async () => {
     const service = createDiagnosticsOtelService();
     const ctx = createOtelContext(OTEL_TEST_ENDPOINT, { metrics: true });
diff --git a/extensions/diagnostics-otel/src/service.ts b/extensions/diagnostics-otel/src/service.ts
index 41c193faf57..1fa67c694dc 100644
--- a/extensions/diagnostics-otel/src/service.ts
+++ b/extensions/diagnostics-otel/src/service.ts
@@ -999,6 +999,7 @@ export function createDiagnosticsOtelService(): OpenClawPluginService {
       ) => {
         const attrs = {
           "openclaw.channel": evt.channel ?? "unknown",
+          "openclaw.agent": lowCardinalityAttr(evt.agentId),
           "openclaw.provider": evt.provider ?? "unknown",
           "openclaw.model": evt.model ?? "unknown",
         };
diff --git a/src/auto-reply/reply/agent-runner.misc.runreplyagent.test.ts b/src/auto-reply/reply/agent-runner.misc.runreplyagent.test.ts
index 839a84c56ad..ac7bb065a47 100644
--- a/src/auto-reply/reply/agent-runner.misc.runreplyagent.test.ts
+++ b/src/auto-reply/reply/agent-runner.misc.runreplyagent.test.ts
@@ -334,6 +334,7 @@ describe("runReplyAgent auto-compaction token update", () => {
 
     expect(usageEvent).toMatchObject({
       type: "model.usage",
+      agentId: "main",
       usage: {
         input: 75_000,
         output: 5_000,
diff --git a/src/auto-reply/reply/agent-runner.ts b/src/auto-reply/reply/agent-runner.ts
index 1e4e8d7dc1f..b0ecc8b5d3b 100644
--- a/src/auto-reply/reply/agent-runner.ts
+++ b/src/auto-reply/reply/agent-runner.ts
@@ -1406,6 +1406,7 @@ export async function runReplyAgent(params: {
         sessionKey,
         sessionId: followupRun.run.sessionId,
         channel: replyToChannel,
+        agentId: followupRun.run.agentId,
         provider: providerUsed,
         model: modelUsed,
         usage: {
diff --git a/src/infra/diagnostic-events.ts b/src/infra/diagnostic-events.ts
index ba7f35f061e..b93b44d9b64 100644
--- a/src/infra/diagnostic-events.ts
+++ b/src/infra/diagnostic-events.ts
@@ -18,6 +18,7 @@ export type DiagnosticUsageEvent = DiagnosticBaseEvent & {
   sessionKey?: string;
   sessionId?: string;
   channel?: string;
+  agentId?: string;
   provider?: string;
   model?: string;
   usage: {