diff --git a/CHANGELOG.md b/CHANGELOG.md
index 12b583626a2..70ebb2e4540 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -29,6 +29,7 @@ Docs: https://docs.openclaw.ai
 
 ### Fixes
 
+- Plugins/Anthropic: expose Claude thinking profiles from the bundled provider-policy artifact so non-runtime callers keep Opus 4.7 `adaptive`, `xhigh`, and `max` instead of downgrading to `high`. Fixes #76779. Thanks @tomascupr and @iAbhi001.
 - Discord/native commands: skip slash-command registration and cleanup REST calls when `channels.discord.commands.native=false`, letting low-power gateways start without waiting on disabled native-command lifecycle requests. Fixes #76202. Thanks @vincentkoc.
 - Plugins/commands: normalize empty plugin command handler results and let Telegram native plugin commands send the empty-response fallback instead of throwing when a handler returns `undefined`. Fixes #74800. Thanks @vincentkoc.
 - Plugins/tools: cold-load selected plugin tool registries when the active registry only has partial tool coverage, so wildcard-expanded allowlists no longer hide installed plugin tools from `tools.effective`. Fixes #76780. Thanks @lilesjtu.
diff --git a/extensions/anthropic/provider-policy-api.test.ts b/extensions/anthropic/provider-policy-api.test.ts
index b1beddbcaf8..d1cd3a835d1 100644
--- a/extensions/anthropic/provider-policy-api.test.ts
+++ b/extensions/anthropic/provider-policy-api.test.ts
@@ -1,6 +1,10 @@
 import type { ModelDefinitionConfig } from "openclaw/plugin-sdk/provider-model-types";
 import { describe, expect, it } from "vitest";
-import { applyConfigDefaults, normalizeConfig } from "./provider-policy-api.js";
+import {
+  applyConfigDefaults,
+  normalizeConfig,
+  resolveThinkingProfile,
+} from "./provider-policy-api.js";
 
 function createModel(id: string, name: string): ModelDefinitionConfig {
   return {
@@ -87,4 +91,41 @@ describe("anthropic provider policy public artifact", () => {
       ttl: "1h",
     });
   });
+
+  it("exposes Claude Opus 4.7 thinking levels without loading the full provider plugin", () => {
+    expect(
+      resolveThinkingProfile({
+        provider: "anthropic",
+        modelId: "claude-opus-4-7",
+      }),
+    ).toMatchObject({
+      levels: expect.arrayContaining([{ id: "xhigh" }, { id: "adaptive" }, { id: "max" }]),
+      defaultLevel: "off",
+    });
+  });
+
+  it("keeps adaptive-only Claude profiles aligned with the runtime provider", () => {
+    const profile = resolveThinkingProfile({
+      provider: "anthropic",
+      modelId: "claude-opus-4-6",
+    });
+
+    expect(profile).toMatchObject({
+      levels: expect.arrayContaining([{ id: "adaptive" }]),
+      defaultLevel: "adaptive",
+    });
+    if (!profile) {
+      throw new Error("Expected Anthropic policy profile");
+    }
+    expect(profile.levels.some((level) => level.id === "xhigh" || level.id === "max")).toBe(false);
+  });
+
+  it("does not expose Anthropic thinking profiles for unrelated providers", () => {
+    expect(
+      resolveThinkingProfile({
+        provider: "openai",
+        modelId: "claude-opus-4-7",
+      }),
+    ).toBeNull();
+  });
 });
diff --git a/extensions/anthropic/provider-policy-api.ts b/extensions/anthropic/provider-policy-api.ts
index 912ad48810c..1655bcf20af 100644
--- a/extensions/anthropic/provider-policy-api.ts
+++ b/extensions/anthropic/provider-policy-api.ts
@@ -1,3 +1,4 @@
+import { resolveClaudeThinkingProfile } from "openclaw/plugin-sdk/provider-model-shared";
 import type { ModelProviderConfig } from "openclaw/plugin-sdk/provider-model-types";
 import {
   applyAnthropicConfigDefaults,
@@ -11,3 +12,13 @@ export function normalizeConfig(params: { provider: string; providerConfig: Mode
 export function applyConfigDefaults(params: Parameters<typeof applyAnthropicConfigDefaults>[0]) {
   return applyAnthropicConfigDefaults(params);
 }
+
+export function resolveThinkingProfile(params: { provider: string; modelId: string }) {
+  switch (params.provider.trim().toLowerCase()) {
+    case "anthropic":
+    case "claude-cli":
+      return resolveClaudeThinkingProfile(params.modelId);
+    default:
+      return null;
+  }
+}