diff --git a/src/memory/embeddings-gemini.ts b/src/memory/embeddings-gemini.ts
index 414ad9075..01e7dbb23 100644
--- a/src/memory/embeddings-gemini.ts
+++ b/src/memory/embeddings-gemini.ts
@@ -4,12 +4,15 @@ import {
 } from "../agents/api-key-rotation.js";
 import { requireApiKey, resolveApiKeyForProvider } from "../agents/model-auth.js";
 import { parseGeminiAuth } from "../infra/gemini-auth.js";
+import type { SsrFPolicy } from "../infra/net/ssrf.js";
 import { debugEmbeddingsLog } from "./embeddings-debug.js";
 import type { EmbeddingProvider, EmbeddingProviderOptions } from "./embeddings.js";
+import { buildRemoteBaseUrlPolicy, withRemoteHttpResponse } from "./remote-http.js";
 
 export type GeminiEmbeddingClient = {
   baseUrl: string;
   headers: Record<string, string>;
+  ssrfPolicy?: SsrFPolicy;
   model: string;
   modelPath: string;
   apiKeys: string[];
@@ -73,19 +76,26 @@ export async function createGeminiEmbeddingProvider(
       ...authHeaders.headers,
       ...client.headers,
     };
-    const res = await fetch(endpoint, {
-      method: "POST",
-      headers,
-      body: JSON.stringify(body),
+    const payload = await withRemoteHttpResponse({
+      url: endpoint,
+      ssrfPolicy: client.ssrfPolicy,
+      init: {
+        method: "POST",
+        headers,
+        body: JSON.stringify(body),
+      },
+      onResponse: async (res) => {
+        if (!res.ok) {
+          const text = await res.text();
+          throw new Error(`gemini embeddings failed: ${res.status} ${text}`);
+        }
+        return (await res.json()) as {
+          embedding?: { values?: number[] };
+          embeddings?: Array<{ values?: number[] }>;
+        };
+      },
     });
-    if (!res.ok) {
-      const payload = await res.text();
-      throw new Error(`gemini embeddings failed: ${res.status} ${payload}`);
-    }
-    return (await res.json()) as {
-      embedding?: { values?: number[] };
-      embeddings?: Array<{ values?: number[] }>;
-    };
+    return payload;
   };
 
   const embedQuery = async (text: string): Promise<number[]> => {
@@ -158,6 +168,7 @@ export async function resolveGeminiEmbeddingClient(
   const providerConfig = options.config.models?.providers?.google;
   const rawBaseUrl = remoteBaseUrl || providerConfig?.baseUrl?.trim() || DEFAULT_GEMINI_BASE_URL;
   const baseUrl = normalizeGeminiBaseUrl(rawBaseUrl);
+  const ssrfPolicy = buildRemoteBaseUrlPolicy(baseUrl);
   const headerOverrides = Object.assign({}, providerConfig?.headers, remote?.headers);
   const headers: Record<string, string> = {
     ...headerOverrides,
@@ -176,5 +187,5 @@ export async function resolveGeminiEmbeddingClient(
     embedEndpoint: `${baseUrl}/${modelPath}:embedContent`,
     batchEndpoint: `${baseUrl}/${modelPath}:batchEmbedContents`,
   });
-  return { baseUrl, headers, model, modelPath, apiKeys };
+  return { baseUrl, headers, ssrfPolicy, model, modelPath, apiKeys };
 }
diff --git a/src/memory/embeddings-openai.ts b/src/memory/embeddings-openai.ts
index b319fbcd2..02b92e68f 100644
--- a/src/memory/embeddings-openai.ts
+++ b/src/memory/embeddings-openai.ts
@@ -1,3 +1,4 @@
+import type { SsrFPolicy } from "../infra/net/ssrf.js";
 import { resolveRemoteEmbeddingBearerClient } from "./embeddings-remote-client.js";
 import { fetchRemoteEmbeddingVectors } from "./embeddings-remote-fetch.js";
 import type { EmbeddingProvider, EmbeddingProviderOptions } from "./embeddings.js";
@@ -5,6 +6,7 @@ import type { EmbeddingProvider, EmbeddingProviderOptions } from "./embeddings.j
 export type OpenAiEmbeddingClient = {
   baseUrl: string;
   headers: Record<string, string>;
+  ssrfPolicy?: SsrFPolicy;
   model: string;
 };
 
@@ -40,6 +42,7 @@ export async function createOpenAiEmbeddingProvider(
     return await fetchRemoteEmbeddingVectors({
       url,
       headers: client.headers,
+      ssrfPolicy: client.ssrfPolicy,
       body: { model: client.model, input },
       errorPrefix: "openai embeddings failed",
     });
@@ -63,11 +66,11 @@ export async function createOpenAiEmbeddingProvider(
 export async function resolveOpenAiEmbeddingClient(
   options: EmbeddingProviderOptions,
 ): Promise<OpenAiEmbeddingClient> {
-  const { baseUrl, headers } = await resolveRemoteEmbeddingBearerClient({
+  const { baseUrl, headers, ssrfPolicy } = await resolveRemoteEmbeddingBearerClient({
     provider: "openai",
     options,
     defaultBaseUrl: DEFAULT_OPENAI_BASE_URL,
   });
   const model = normalizeOpenAiModel(options.model);
-  return { baseUrl, headers, model };
+  return { baseUrl, headers, ssrfPolicy, model };
 }
diff --git a/src/memory/embeddings-remote-client.ts b/src/memory/embeddings-remote-client.ts
index dc99717e7..c3ec1106b 100644
--- a/src/memory/embeddings-remote-client.ts
+++ b/src/memory/embeddings-remote-client.ts
@@ -1,5 +1,7 @@
 import { requireApiKey, resolveApiKeyForProvider } from "../agents/model-auth.js";
+import type { SsrFPolicy } from "../infra/net/ssrf.js";
 import type { EmbeddingProviderOptions } from "./embeddings.js";
+import { buildRemoteBaseUrlPolicy } from "./remote-http.js";
 
 type RemoteEmbeddingProviderId = "openai" | "voyage";
 
@@ -7,7 +9,7 @@ export async function resolveRemoteEmbeddingBearerClient(params: {
   provider: RemoteEmbeddingProviderId;
   options: EmbeddingProviderOptions;
   defaultBaseUrl: string;
-}): Promise<{ baseUrl: string; headers: Record<string, string> }> {
+}): Promise<{ baseUrl: string; headers: Record<string, string>; ssrfPolicy?: SsrFPolicy }> {
   const remote = params.options.remote;
   const remoteApiKey = remote?.apiKey?.trim();
   const remoteBaseUrl = remote?.baseUrl?.trim();
@@ -29,5 +31,5 @@ export async function resolveRemoteEmbeddingBearerClient(params: {
     Authorization: `Bearer ${apiKey}`,
     ...headerOverrides,
   };
-  return { baseUrl, headers };
+  return { baseUrl, headers, ssrfPolicy: buildRemoteBaseUrlPolicy(baseUrl) };
 }
diff --git a/src/memory/embeddings-voyage.test.ts b/src/memory/embeddings-voyage.test.ts
index 08e59474a..4851d3743 100644
--- a/src/memory/embeddings-voyage.test.ts
+++ b/src/memory/embeddings-voyage.test.ts
@@ -84,7 +84,7 @@ describe("voyage embedding provider", () => {
       model: "voyage-4-lite",
       fallback: "none",
       remote: {
-        baseUrl: "https://proxy.example.com",
+        baseUrl: "https://example.com",
         apiKey: "remote-override-key",
         headers: { "X-Custom": "123" },
       },
@@ -95,7 +95,7 @@ describe("voyage embedding provider", () => {
     const call = fetchMock.mock.calls[0];
     expect(call).toBeDefined();
     const [url, init] = call as [RequestInfo | URL, RequestInit | undefined];
-    expect(url).toBe("https://proxy.example.com/embeddings");
+    expect(url).toBe("https://example.com/embeddings");
 
     const headers = (init?.headers ?? {}) as Record<string, string>;
     expect(headers.Authorization).toBe("Bearer remote-override-key");
diff --git a/src/memory/embeddings-voyage.ts b/src/memory/embeddings-voyage.ts
index faf82c5f1..faf9fe1c8 100644
--- a/src/memory/embeddings-voyage.ts
+++ b/src/memory/embeddings-voyage.ts
@@ -1,3 +1,4 @@
+import type { SsrFPolicy } from "../infra/net/ssrf.js";
 import { resolveRemoteEmbeddingBearerClient } from "./embeddings-remote-client.js";
 import { fetchRemoteEmbeddingVectors } from "./embeddings-remote-fetch.js";
 import type { EmbeddingProvider, EmbeddingProviderOptions } from "./embeddings.js";
@@ -5,6 +6,7 @@ import type { EmbeddingProvider, EmbeddingProviderOptions } from "./embeddings.j
 export type VoyageEmbeddingClient = {
   baseUrl: string;
   headers: Record<string, string>;
+  ssrfPolicy?: SsrFPolicy;
   model: string;
 };
 
@@ -48,6 +50,7 @@ export async function createVoyageEmbeddingProvider(
     return await fetchRemoteEmbeddingVectors({
       url,
       headers: client.headers,
+      ssrfPolicy: client.ssrfPolicy,
       body,
       errorPrefix: "voyage embeddings failed",
     });
@@ -71,11 +74,11 @@ export async function createVoyageEmbeddingProvider(
 export async function resolveVoyageEmbeddingClient(
   options: EmbeddingProviderOptions,
 ): Promise<VoyageEmbeddingClient> {
-  const { baseUrl, headers } = await resolveRemoteEmbeddingBearerClient({
+  const { baseUrl, headers, ssrfPolicy } = await resolveRemoteEmbeddingBearerClient({
     provider: "voyage",
     options,
     defaultBaseUrl: DEFAULT_VOYAGE_BASE_URL,
   });
   const model = normalizeVoyageModel(options.model);
-  return { baseUrl, headers, model };
+  return { baseUrl, headers, ssrfPolicy, model };
 }
diff --git a/src/memory/embeddings.test.ts b/src/memory/embeddings.test.ts
index 5c60415d4..8a327da3a 100644
--- a/src/memory/embeddings.test.ts
+++ b/src/memory/embeddings.test.ts
@@ -93,7 +93,7 @@ describe("embedding provider remote overrides", () => {
       models: {
         providers: {
           openai: {
-            baseUrl: "https://provider.example/v1",
+            baseUrl: "https://api.openai.com/v1",
             headers: {
               "X-Provider": "p",
               "X-Shared": "provider",
@@ -107,7 +107,7 @@ describe("embedding provider remote overrides", () => {
       config: cfg as never,
       provider: "openai",
       remote: {
-        baseUrl: "https://remote.example/v1",
+        baseUrl: "https://example.com/v1",
         apiKey: "  remote-key  ",
         headers: {
           "X-Shared": "remote",
@@ -124,7 +124,7 @@ describe("embedding provider remote overrides", () => {
     expect(authModule.resolveApiKeyForProvider).not.toHaveBeenCalled();
     const url = fetchMock.mock.calls[0]?.[0];
     const init = fetchMock.mock.calls[0]?.[1] as RequestInit | undefined;
-    expect(url).toBe("https://remote.example/v1/embeddings");
+    expect(url).toBe("https://example.com/v1/embeddings");
     const headers = (init?.headers ?? {}) as Record<string, string>;
     expect(headers.Authorization).toBe("Bearer remote-key");
     expect(headers["Content-Type"]).toBe("application/json");
@@ -142,7 +142,7 @@ describe("embedding provider remote overrides", () => {
       models: {
         providers: {
           openai: {
-            baseUrl: "https://provider.example/v1",
+            baseUrl: "https://api.openai.com/v1",
           },
         },
       },
@@ -152,7 +152,7 @@ describe("embedding provider remote overrides", () => {
       config: cfg as never,
       provider: "openai",
       remote: {
-        baseUrl: "https://remote.example/v1",
+        baseUrl: "https://example.com/v1",
         apiKey: "   ",
       },
       model: "text-embedding-3-small",