diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3b5cc9a6bab..3983166843b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -92,6 +92,7 @@ Docs: https://docs.openclaw.ai
 - Gateway/plugins: stop persisted WhatsApp auth state from activating bundled channel runtime-dependency repair during startup when `channels.whatsapp` is absent, avoiding npm/git stalls on packaged Linux installs. Fixes #71994. Thanks @xiao398008.
 - Gateway/device tokens: enforce caller-scope containment inside token rotation and revocation so pairing-only sessions cannot mutate higher-scope operator tokens. Fixes #71990. Thanks @coygeek.
 - Plugins/channels: keep security checks, thread-binding placement, provider summaries, health formatting, and message action labels on read-only or already-loaded channel metadata instead of importing full channel runtime. Thanks @shakkernerd.
+- Plugins/status: keep config-only channel labels and status security summaries from importing plugin runtime modules just to render metadata. Thanks @shakkernerd.
 - Sessions/channels: stop group-session metadata from loading bundled channel runtime just to classify `#channel` subjects, using only already-loaded channel capabilities on that path. Thanks @shakkernerd.
 - Plugins/channels: keep native command and native skill `auto` defaults on static channel metadata so config, audit, and command-list checks do not load channel runtime just to read those defaults. Thanks @shakkernerd.
 - CLI/channels: keep channel remove selection and all-channel capabilities summaries on read-only plugin metadata, loading channel runtime only for the selected mutation path. Thanks @shakkernerd.
diff --git a/src/commands/channels/add.ts b/src/commands/channels/add.ts
index ccf49a45b1d..baad702c9f3 100644
--- a/src/commands/channels/add.ts
+++ b/src/commands/channels/add.ts
@@ -15,7 +15,8 @@ import { createClackPrompter } from "../../wizard/clack-prompter.js";
 import { applyAgentBindings, describeBinding } from "../agents.bindings.js";
 import type { ChannelChoice } from "../onboard-types.js";
 import { applyAccountName, applyChannelAccountConfig } from "./add-mutators.js";
-import { channelLabel, requireValidConfigFileSnapshot, shouldUseWizard } from "./shared.js";
+import { channelLabel } from "./runtime-label.js";
+import { requireValidConfigFileSnapshot, shouldUseWizard } from "./shared.js";
 
 type ChannelSetupPluginInstallModule = typeof import("../channel-setup/plugin-install.js");
 type OnboardChannelsModule = typeof import("../onboard-channels.js");
diff --git a/src/commands/channels/capabilities.ts b/src/commands/channels/capabilities.ts
index 95664de72d4..dbe9d50b7e0 100644
--- a/src/commands/channels/capabilities.ts
+++ b/src/commands/channels/capabilities.ts
@@ -317,6 +317,7 @@ export async function channelsCapabilitiesCommand(
       channel: report.channel,
       accountId: report.accountId,
       name: report.accountName,
+      channelLabel: report.plugin.meta.label ?? report.channel,
       channelStyle: theme.accent,
       accountStyle: theme.heading,
     });
diff --git a/src/commands/channels/list.ts b/src/commands/channels/list.ts
index 58c7c7163c1..fecb3754dd2 100644
--- a/src/commands/channels/list.ts
+++ b/src/commands/channels/list.ts
@@ -61,6 +61,7 @@ function formatAccountLine(params: {
     channel: channel.id,
     accountId: snapshot.accountId,
     name: snapshot.name,
+    channelLabel: channel.meta.label ?? channel.id,
     channelStyle: theme.accent,
     accountStyle: theme.heading,
   });
diff --git a/src/commands/channels/remove.ts b/src/commands/channels/remove.ts
index 1ffee9dff26..9cdfc343f0f 100644
--- a/src/commands/channels/remove.ts
+++ b/src/commands/channels/remove.ts
@@ -9,12 +9,8 @@ import { DEFAULT_ACCOUNT_ID, normalizeAccountId } from "../../routing/session-ke
 import { defaultRuntime, type RuntimeEnv } from "../../runtime.js";
 import { normalizeOptionalString } from "../../shared/string-coerce.js";
 import { createClackPrompter } from "../../wizard/clack-prompter.js";
-import {
-  type ChatChannel,
-  channelLabel,
-  requireValidConfigFileSnapshot,
-  shouldUseWizard,
-} from "./shared.js";
+import { channelLabel } from "./runtime-label.js";
+import { type ChatChannel, requireValidConfigFileSnapshot, shouldUseWizard } from "./shared.js";
 
 export type ChannelsRemoveOptions = {
   channel?: string;
diff --git a/src/commands/channels/runtime-label.ts b/src/commands/channels/runtime-label.ts
new file mode 100644
index 00000000000..54e6698dbe8
--- /dev/null
+++ b/src/commands/channels/runtime-label.ts
@@ -0,0 +1,11 @@
+import { getBundledChannelSetupPlugin } from "../../channels/plugins/bundled.js";
+import { getChannelPlugin, getLoadedChannelPlugin } from "../../channels/plugins/index.js";
+import type { ChatChannel } from "./shared.js";
+
+export const channelLabel = (channel: ChatChannel) => {
+  const plugin =
+    getLoadedChannelPlugin(channel) ??
+    getBundledChannelSetupPlugin(channel) ??
+    getChannelPlugin(channel);
+  return plugin?.meta.label ?? channel;
+};
diff --git a/src/commands/channels/shared.ts b/src/commands/channels/shared.ts
index 178e6f591a2..e7427c4eb2f 100644
--- a/src/commands/channels/shared.ts
+++ b/src/commands/channels/shared.ts
@@ -1,10 +1,5 @@
 import { hasConfiguredUnavailableCredentialStatus } from "../../channels/account-snapshot-fields.js";
-import { getBundledChannelSetupPlugin } from "../../channels/plugins/bundled.js";
-import {
-  type ChannelId,
-  getChannelPlugin,
-  getLoadedChannelPlugin,
-} from "../../channels/plugins/index.js";
+import type { ChannelId } from "../../channels/plugins/types.public.js";
 import { resolveCommandConfigWithSecrets } from "../../cli/command-config-resolution.js";
 import type { CommandSecretResolutionMode } from "../../cli/command-secret-gateway.js";
 import { getChannelsCommandSecretTargetIds } from "../../cli/command-secret-targets.js";
@@ -50,22 +45,15 @@ export function formatAccountLabel(params: { accountId: string; name?: string })
   return base;
 }
 
-export const channelLabel = (channel: ChatChannel) => {
-  const plugin =
-    getLoadedChannelPlugin(channel) ??
-    getBundledChannelSetupPlugin(channel) ??
-    getChannelPlugin(channel);
-  return plugin?.meta.label ?? channel;
-};
-
 export function formatChannelAccountLabel(params: {
   channel: ChatChannel;
   accountId: string;
   name?: string;
+  channelLabel?: string;
   channelStyle?: (value: string) => string;
   accountStyle?: (value: string) => string;
 }): string {
-  const channelText = channelLabel(params.channel);
+  const channelText = params.channelLabel ?? params.channel;
   const accountText = formatAccountLabel({
     accountId: params.accountId,
     name: params.name,
@@ -130,6 +118,7 @@ export function buildChannelAccountLine(
   provider: ChatChannel,
   account: Record<string, unknown>,
   bits: string[],
+  opts?: { channelLabel?: string },
 ): string {
   const accountId = typeof account.accountId === "string" ? account.accountId : DEFAULT_ACCOUNT_ID;
   const name = typeof account.name === "string" ? account.name : undefined;
@@ -137,6 +126,7 @@ export function buildChannelAccountLine(
     channel: provider,
     accountId,
     name,
+    channelLabel: opts?.channelLabel,
   });
   return `- ${labelText}: ${bits.join(", ")}`;
 }
diff --git a/src/commands/channels/status-config-format.ts b/src/commands/channels/status-config-format.ts
index de93afbaf84..50a7bf33252 100644
--- a/src/commands/channels/status-config-format.ts
+++ b/src/commands/channels/status-config-format.ts
@@ -20,6 +20,11 @@ import {
   type ChatChannel,
 } from "./shared.js";
 
+type ChannelStatusPluginLabel = {
+  id: ChatChannel;
+  meta: { label?: string };
+};
+
 export async function formatConfigChannelsStatusLines(
   cfg: OpenClawConfig,
   meta: { path?: string; mode?: "local" | "remote" },
@@ -37,14 +42,19 @@ export async function formatConfigChannelsStatusLines(
     lines.push("");
   }
 
-  const accountLines = (provider: ChatChannel, accounts: Array<Record<string, unknown>>) =>
+  const accountLines = (
+    plugin: ChannelStatusPluginLabel,
+    accounts: Array<Record<string, unknown>>,
+  ) =>
     accounts.map((account) => {
       const bits: string[] = [];
       appendEnabledConfiguredLinkedBits(bits, account);
       appendModeBit(bits, account);
       appendTokenSourceBits(bits, account);
       appendBaseUrlBit(bits, account);
-      return buildChannelAccountLine(provider, account, bits);
+      return buildChannelAccountLine(plugin.id, account, bits, {
+        channelLabel: plugin.meta.label ?? plugin.id,
+      });
     });
 
   const sourceConfig = opts?.sourceConfig ?? cfg;
@@ -79,7 +89,7 @@ export async function formatConfigChannelsStatusLines(
       );
     }
     if (snapshots.length > 0) {
-      lines.push(...accountLines(plugin.id, snapshots));
+      lines.push(...accountLines(plugin, snapshots));
     }
   }
 
diff --git a/src/commands/channels/status.ts b/src/commands/channels/status.ts
index d4d1ef2427f..879b1b60f24 100644
--- a/src/commands/channels/status.ts
+++ b/src/commands/channels/status.ts
@@ -44,6 +44,10 @@ function formatChannelsStatusError(err: unknown): string {
 export function formatGatewayChannelsStatusLines(payload: Record<string, unknown>): string[] {
   const lines: string[] = [];
   lines.push(theme.success("Gateway reachable."));
+  const channelLabels =
+    payload.channelLabels && typeof payload.channelLabels === "object"
+      ? (payload.channelLabels as Record<string, unknown>)
+      : {};
   const accountLines = (provider: ChatChannel, accounts: Array<Record<string, unknown>>) =>
     accounts.map((account) => {
       const bits: string[] = [];
@@ -118,7 +122,10 @@ export function formatGatewayChannelsStatusLines(payload: Record<string, unknown
       if (typeof account.lastError === "string" && account.lastError) {
         bits.push(`error:${account.lastError}`);
       }
-      return buildChannelAccountLine(provider, account, bits);
+      const rawChannelLabel = channelLabels[provider];
+      return buildChannelAccountLine(provider, account, bits, {
+        channelLabel: typeof rawChannelLabel === "string" ? rawChannelLabel : provider,
+      });
     });
 
   const accountsByChannel = payload.channelAccounts as Record<string, unknown> | undefined;
diff --git a/src/commands/status-runtime-shared.test.ts b/src/commands/status-runtime-shared.test.ts
index a60d8eccfcd..49b07fc7319 100644
--- a/src/commands/status-runtime-shared.test.ts
+++ b/src/commands/status-runtime-shared.test.ts
@@ -67,6 +67,7 @@ describe("status-runtime-shared", () => {
       deep: false,
       includeFilesystem: true,
       includeChannelSecurity: true,
+      loadPluginSecurityCollectors: false,
       plugins: expect.any(Array),
     });
     expect(mocks.resolveReadOnlyChannelPluginsForConfig).toHaveBeenCalledWith(
@@ -96,6 +97,7 @@ describe("status-runtime-shared", () => {
       deep: false,
       includeFilesystem: true,
       includeChannelSecurity: true,
+      loadPluginSecurityCollectors: false,
     });
   });
 
@@ -283,6 +285,7 @@ describe("status-runtime-shared", () => {
       deep: false,
       includeFilesystem: true,
       includeChannelSecurity: true,
+      loadPluginSecurityCollectors: false,
       plugins: expect.any(Array),
     });
   });
diff --git a/src/commands/status-runtime-shared.ts b/src/commands/status-runtime-shared.ts
index c78f6346f38..c5c222442c1 100644
--- a/src/commands/status-runtime-shared.ts
+++ b/src/commands/status-runtime-shared.ts
@@ -38,6 +38,7 @@ export async function resolveStatusSecurityAudit(params: {
     deep: false,
     includeFilesystem: true,
     includeChannelSecurity: true,
+    loadPluginSecurityCollectors: false,
     ...(readOnlyPlugins.missingConfiguredChannelIds.length === 0
       ? { plugins: readOnlyPlugins.plugins }
       : {}),
diff --git a/src/commands/status.test.ts b/src/commands/status.test.ts
index 9764f8d290c..61d4a426ecb 100644
--- a/src/commands/status.test.ts
+++ b/src/commands/status.test.ts
@@ -740,6 +740,7 @@ vi.mock("./status-runtime-shared.ts", () => ({
       deep: false,
       includeFilesystem: true,
       includeChannelSecurity: true,
+      loadPluginSecurityCollectors: false,
     }),
   ),
   resolveStatusUsageSummary: vi.fn(async () => undefined),
@@ -759,6 +760,7 @@ vi.mock("./status-runtime-shared.ts", () => ({
                 deep: false,
                 includeFilesystem: true,
                 includeChannelSecurity: true,
+                loadPluginSecurityCollectors: false,
               }))
           )({
             config: params.config,
diff --git a/src/security/audit-plugin-readonly-scope.test.ts b/src/security/audit-plugin-readonly-scope.test.ts
index aef07f3a721..73fb85dee94 100644
--- a/src/security/audit-plugin-readonly-scope.test.ts
+++ b/src/security/audit-plugin-readonly-scope.test.ts
@@ -1,6 +1,7 @@
 import { beforeAll, beforeEach, describe, expect, it, vi } from "vitest";
 
 const applyPluginAutoEnableMock = vi.hoisted(() => vi.fn());
+const getActivePluginRegistryMock = vi.hoisted(() => vi.fn());
 const loadPluginMetadataRegistrySnapshotMock = vi.hoisted(() => vi.fn());
 const resolveConfiguredChannelPluginIdsMock = vi.hoisted(() => vi.fn());
 
@@ -13,6 +14,10 @@ vi.mock("../plugins/channel-plugin-ids.js", () => ({
     resolveConfiguredChannelPluginIdsMock(...args),
 }));
 
+vi.mock("../plugins/runtime.js", () => ({
+  getActivePluginRegistry: (...args: unknown[]) => getActivePluginRegistryMock(...args),
+}));
+
 vi.mock("../plugins/runtime/metadata-registry-loader.js", () => ({
   loadPluginMetadataRegistrySnapshot: (...args: unknown[]) =>
     loadPluginMetadataRegistrySnapshotMock(...args),
@@ -36,6 +41,7 @@ function createAuditContext(params: {
     stateDir: "/tmp/openclaw-test-state",
     configPath: "/tmp/openclaw-test-config.json",
     plugins: params.plugins,
+    loadPluginSecurityCollectors: true,
     configSnapshot: null,
     codeSafetySummaryCache: new Map<string, Promise<unknown>>(),
   };
@@ -48,8 +54,10 @@ describe("security audit read-only plugin scope", () => {
 
   beforeEach(() => {
     applyPluginAutoEnableMock.mockReset();
+    getActivePluginRegistryMock.mockReset();
     loadPluginMetadataRegistrySnapshotMock.mockReset();
     resolveConfiguredChannelPluginIdsMock.mockReset();
+    getActivePluginRegistryMock.mockReturnValue(null);
     applyPluginAutoEnableMock.mockImplementation((params: { config: unknown }) => ({
       config: params.config,
       changes: [],
@@ -127,4 +135,25 @@ describe("security audit read-only plugin scope", () => {
       }),
     );
   });
+
+  it("skips plugin runtime and collector discovery when collector loading is disabled", async () => {
+    const sourceConfig = {
+      plugins: {
+        allow: ["audit-plugin"],
+      },
+    };
+
+    const findings = await collectPluginSecurityAuditFindings({
+      ...createAuditContext({
+        sourceConfig,
+        plugins: [],
+      }),
+      loadPluginSecurityCollectors: false,
+    });
+
+    expect(findings).toEqual([]);
+    expect(getActivePluginRegistryMock).not.toHaveBeenCalled();
+    expect(applyPluginAutoEnableMock).not.toHaveBeenCalled();
+    expect(loadPluginMetadataRegistrySnapshotMock).not.toHaveBeenCalled();
+  });
 });
diff --git a/src/security/audit.ts b/src/security/audit.ts
index 7b05818b84b..311a323dc62 100644
--- a/src/security/audit.ts
+++ b/src/security/audit.ts
@@ -58,6 +58,8 @@ export type SecurityAuditOptions = {
   deepTimeoutMs?: number;
   /** Dependency injection for tests. */
   plugins?: ChannelPlugin[];
+  /** Whether to import plugin modules to discover plugin security audit collectors. */
+  loadPluginSecurityCollectors?: boolean;
   /** Dependency injection for tests (Windows ACL checks). */
   execIcacls?: ExecFn;
   /** Dependency injection for tests (Docker label checks). */
@@ -89,6 +91,7 @@ export type AuditExecutionContext = {
   execDockerRawFn?: ExecDockerRawFn;
   probeGatewayFn?: ProbeGatewayFn;
   plugins?: ChannelPlugin[];
+  loadPluginSecurityCollectors: boolean;
   configSnapshot: ConfigFileSnapshot | null;
   codeSafetySummaryCache: Map<string, Promise<unknown>>;
   deepProbeAuth?: { token?: string; password?: string };
@@ -338,6 +341,9 @@ export function collectGatewayConfigFindings(
 export async function collectPluginSecurityAuditFindings(
   context: AuditExecutionContext,
 ): Promise<SecurityAuditFinding[]> {
+  if (!context.loadPluginSecurityCollectors) {
+    return [];
+  }
   const { getActivePluginRegistry } = await loadPluginRuntimeModule();
   let collectors = getActivePluginRegistry()?.securityAuditCollectors ?? [];
   if (collectors.length === 0) {
@@ -940,6 +946,7 @@ async function createAuditExecutionContext(
     execDockerRawFn: opts.execDockerRawFn,
     probeGatewayFn: opts.probeGatewayFn,
     plugins: opts.plugins,
+    loadPluginSecurityCollectors: opts.loadPluginSecurityCollectors !== false,
     workspaceDir,
     configSnapshot,
     codeSafetySummaryCache: opts.codeSafetySummaryCache ?? new Map<string, Promise<unknown>>(),