diff --git a/extensions/lmstudio/src/stream.ts b/extensions/lmstudio/src/stream.ts
index ae2567cfb1e..e0c70b7ca94 100644
--- a/extensions/lmstudio/src/stream.ts
+++ b/extensions/lmstudio/src/stream.ts
@@ -2,7 +2,7 @@ import type { StreamFn } from "@mariozechner/pi-agent-core";
 import { streamSimple } from "@mariozechner/pi-ai";
 import { createSubsystemLogger } from "openclaw/plugin-sdk/logging-core";
 import type { ProviderWrapStreamFnContext } from "openclaw/plugin-sdk/plugin-entry";
-import type { SsrFPolicy } from "openclaw/plugin-sdk/ssrf-runtime";
+import { ssrfPolicyFromHttpBaseUrlAllowedHostname } from "openclaw/plugin-sdk/ssrf-runtime";
 import { LMSTUDIO_PROVIDER_ID } from "./defaults.js";
 import { ensureLmstudioModelLoaded } from "./models.fetch.js";
 import { resolveLmstudioInferenceBase } from "./models.js";
@@ -120,22 +120,6 @@ function createPreloadKey(params: {
   return `${params.baseUrl}::${params.modelKey}::${params.requestedContextLength ?? "default"}`;
 }
 
-function buildLmstudioPreloadSsrFPolicy(baseUrl: string): SsrFPolicy | undefined {
-  const trimmed = baseUrl.trim();
-  if (!trimmed) {
-    return undefined;
-  }
-  try {
-    const parsed = new URL(trimmed);
-    if (parsed.protocol !== "http:" && parsed.protocol !== "https:") {
-      return undefined;
-    }
-    return { allowedHostnames: [parsed.hostname] };
-  } catch {
-    return undefined;
-  }
-}
-
 async function ensureLmstudioModelLoadedBestEffort(params: {
   baseUrl: string;
   modelKey: string;
@@ -167,7 +151,7 @@ async function ensureLmstudioModelLoadedBestEffort(params: {
     baseUrl: params.baseUrl,
     apiKey: runtimeApiKey ?? configuredApiKey,
     headers,
-    ssrfPolicy: buildLmstudioPreloadSsrFPolicy(params.baseUrl),
+    ssrfPolicy: ssrfPolicyFromHttpBaseUrlAllowedHostname(params.baseUrl),
     modelKey: params.modelKey,
     requestedContextLength: params.requestedContextLength,
   });
diff --git a/extensions/ollama/src/embedding-provider.test.ts b/extensions/ollama/src/embedding-provider.test.ts
index cb3c1bbac39..a85f1b7d273 100644
--- a/extensions/ollama/src/embedding-provider.test.ts
+++ b/extensions/ollama/src/embedding-provider.test.ts
@@ -11,6 +11,10 @@ const { fetchWithSsrFGuardMock } = vi.hoisted(() => ({
 vi.mock("openclaw/plugin-sdk/ssrf-runtime", () => ({
   fetchWithSsrFGuard: fetchWithSsrFGuardMock,
   formatErrorMessage: (error: unknown) => (error instanceof Error ? error.message : String(error)),
+  ssrfPolicyFromHttpBaseUrlAllowedHostname: (baseUrl: string) => {
+    const parsed = new URL(baseUrl);
+    return { allowedHostnames: [parsed.hostname] };
+  },
 }));
 
 let createOllamaEmbeddingProvider: typeof import("./embedding-provider.js").createOllamaEmbeddingProvider;
diff --git a/extensions/ollama/src/embedding-provider.ts b/extensions/ollama/src/embedding-provider.ts
index 7c6bef7607a..5ea33222c6d 100644
--- a/extensions/ollama/src/embedding-provider.ts
+++ b/extensions/ollama/src/embedding-provider.ts
@@ -8,6 +8,7 @@ import {
 import {
   fetchWithSsrFGuard,
   formatErrorMessage,
+  ssrfPolicyFromHttpBaseUrlAllowedHostname,
   type SsrFPolicy,
 } from "openclaw/plugin-sdk/ssrf-runtime";
 import { resolveOllamaApiBase } from "./provider-models.js";
@@ -57,22 +58,6 @@ function sanitizeAndNormalizeEmbedding(vec: number[]): number[] {
   return sanitized.map((value) => value / magnitude);
 }
 
-function buildRemoteBaseUrlPolicy(baseUrl: string): SsrFPolicy | undefined {
-  const trimmed = baseUrl.trim();
-  if (!trimmed) {
-    return undefined;
-  }
-  try {
-    const parsed = new URL(trimmed);
-    if (parsed.protocol !== "http:" && parsed.protocol !== "https:") {
-      return undefined;
-    }
-    return { allowedHostnames: [parsed.hostname] };
-  } catch {
-    return undefined;
-  }
-}
-
 async function withRemoteHttpResponse<T>(params: {
   url: string;
   init?: RequestInit;
@@ -149,7 +134,7 @@ function resolveOllamaEmbeddingClient(
   return {
     baseUrl,
     headers,
-    ssrfPolicy: buildRemoteBaseUrlPolicy(baseUrl),
+    ssrfPolicy: ssrfPolicyFromHttpBaseUrlAllowedHostname(baseUrl),
     model,
   };
 }
diff --git a/src/infra/net/ssrf.test.ts b/src/infra/net/ssrf.test.ts
index 2d0f4a7527a..e5e97ba4a3d 100644
--- a/src/infra/net/ssrf.test.ts
+++ b/src/infra/net/ssrf.test.ts
@@ -1,6 +1,10 @@
 import { describe, expect, it } from "vitest";
 import { blockedIpv6MulticastLiterals } from "../../shared/net/ip-test-fixtures.js";
-import { isBlockedHostnameOrIp, isPrivateIpAddress } from "./ssrf.js";
+import {
+  isBlockedHostnameOrIp,
+  isPrivateIpAddress,
+  ssrfPolicyFromHttpBaseUrlAllowedHostname,
+} from "./ssrf.js";
 
 const privateIpCases = [
   "198.18.0.1",
@@ -106,6 +110,20 @@ describe("ssrf ip classification", () => {
   });
 });
 
+describe("ssrfPolicyFromHttpBaseUrlAllowedHostname", () => {
+  it("builds an allowed-hostname policy from HTTP base URLs", () => {
+    expect(ssrfPolicyFromHttpBaseUrlAllowedHostname(" https://api.example.com/v1 ")).toEqual({
+      allowedHostnames: ["api.example.com"],
+    });
+  });
+
+  it("ignores empty, invalid, and non-HTTP URLs", () => {
+    expect(ssrfPolicyFromHttpBaseUrlAllowedHostname("")).toBeUndefined();
+    expect(ssrfPolicyFromHttpBaseUrlAllowedHostname("not-a-url")).toBeUndefined();
+    expect(ssrfPolicyFromHttpBaseUrlAllowedHostname("ftp://api.example.com")).toBeUndefined();
+  });
+});
+
 describe("isBlockedHostnameOrIp", () => {
   it.each([
     "localhost.localdomain",
diff --git a/src/infra/net/ssrf.ts b/src/infra/net/ssrf.ts
index d8acd365530..0df8fb0096e 100644
--- a/src/infra/net/ssrf.ts
+++ b/src/infra/net/ssrf.ts
@@ -44,6 +44,22 @@ export type SsrFPolicy = {
   hostnameAllowlist?: string[];
 };
 
+export function ssrfPolicyFromHttpBaseUrlAllowedHostname(baseUrl: string): SsrFPolicy | undefined {
+  const trimmed = baseUrl.trim();
+  if (!trimmed) {
+    return undefined;
+  }
+  try {
+    const parsed = new URL(trimmed);
+    if (parsed.protocol !== "http:" && parsed.protocol !== "https:") {
+      return undefined;
+    }
+    return { allowedHostnames: [parsed.hostname] };
+  } catch {
+    return undefined;
+  }
+}
+
 const BLOCKED_HOSTNAMES = new Set([
   "localhost",
   "localhost.localdomain",
diff --git a/src/memory-host-sdk/host/remote-http.ts b/src/memory-host-sdk/host/remote-http.ts
index e28d7cf10c4..7385125beda 100644
--- a/src/memory-host-sdk/host/remote-http.ts
+++ b/src/memory-host-sdk/host/remote-http.ts
@@ -1,23 +1,7 @@
 import { fetchWithSsrFGuard } from "../../infra/net/fetch-guard.js";
-import type { SsrFPolicy } from "../../infra/net/ssrf.js";
+import { ssrfPolicyFromHttpBaseUrlAllowedHostname, type SsrFPolicy } from "../../infra/net/ssrf.js";
 
-export function buildRemoteBaseUrlPolicy(baseUrl: string): SsrFPolicy | undefined {
-  const trimmed = baseUrl.trim();
-  if (!trimmed) {
-    return undefined;
-  }
-  try {
-    const parsed = new URL(trimmed);
-    if (parsed.protocol !== "http:" && parsed.protocol !== "https:") {
-      return undefined;
-    }
-    // Keep policy tied to the configured host so private operator endpoints
-    // continue to work, while cross-host redirects stay blocked.
-    return { allowedHostnames: [parsed.hostname] };
-  } catch {
-    return undefined;
-  }
-}
+export const buildRemoteBaseUrlPolicy = ssrfPolicyFromHttpBaseUrlAllowedHostname;
 
 export async function withRemoteHttpResponse<T>(params: {
   url: string;
diff --git a/src/plugin-sdk/ssrf-runtime.ts b/src/plugin-sdk/ssrf-runtime.ts
index 1295d3a60a7..119c6b82410 100644
--- a/src/plugin-sdk/ssrf-runtime.ts
+++ b/src/plugin-sdk/ssrf-runtime.ts
@@ -7,6 +7,7 @@ export {
   isBlockedHostnameOrIp,
   resolvePinnedHostname,
   resolvePinnedHostnameWithPolicy,
+  ssrfPolicyFromHttpBaseUrlAllowedHostname,
   type LookupFn,
   type SsrFPolicy,
 } from "../infra/net/ssrf.js";