diff --git a/CHANGELOG.md b/CHANGELOG.md
index 12aac527587..de02257a5de 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -52,6 +52,7 @@ Docs: https://docs.openclaw.ai
 - Telegram: guard duplicate-token checks and gateway startup token normalization when account tokens are missing, preventing `token.trim()` crashes during status/start flows. (#31973) Thanks @ningding97.
 - Skills/sherpa-onnx-tts: run the `sherpa-onnx-tts` bin under ESM (replace CommonJS `require` imports) and add regression coverage to prevent `require is not defined in ES module scope` startup crashes. (#31965) Thanks @bmendonca3.
 - Browser/default profile selection: default `browser.defaultProfile` behavior now prefers `openclaw` (managed standalone CDP) when no explicit default is configured, while still auto-provisioning the `chrome` relay profile for explicit opt-in use. (#32031) Fixes #31907. Thanks @liuxiaopai-ai.
+- Doctor/local memory provider checks: stop false-positive local-provider warnings when `provider=local` and no explicit `modelPath` is set by honoring default local model fallback while still warning when gateway probe reports local embeddings not ready. (#32014) Fixes #31998. Thanks @adhishthite.
 - Sandbox/Docker setup command parsing: accept `agents.*.sandbox.docker.setupCommand` as either a string or a string array, and normalize arrays to newline-delimited shell scripts so multi-step setup commands no longer concatenate without separators. (#31953) Thanks @liuxiaopai-ai.
 - Gateway/Plugin HTTP route precedence: run explicit plugin HTTP routes before the Control UI SPA catch-all so registered plugin webhook/custom paths remain reachable, while unmatched paths still fall through to Control UI handling. (#31885) Thanks @Sid-Qin.
 - Security/Node exec approvals: preserve shell/dispatch-wrapper argv semantics during approval hardening so approved wrapper commands (for example `env sh -c ...`) cannot drift into a different runtime command shape, and add regression coverage for both approval-plan generation and approved runtime execution paths. Thanks @tdjackey for reporting.
diff --git a/src/commands/doctor-memory-search.test.ts b/src/commands/doctor-memory-search.test.ts
index 1c5c7a74d2d..33400074649 100644
--- a/src/commands/doctor-memory-search.test.ts
+++ b/src/commands/doctor-memory-search.test.ts
@@ -60,6 +60,61 @@ describe("noteMemorySearchHealth", () => {
     resolveMemoryBackendConfig.mockReturnValue({ backend: "builtin", citations: "auto" });
   });
 
+  it("does not warn when local provider is set with no explicit modelPath (default model fallback)", async () => {
+    resolveMemorySearchConfig.mockReturnValue({
+      provider: "local",
+      local: {},
+      remote: {},
+    });
+
+    await noteMemorySearchHealth(cfg, {});
+
+    expect(note).not.toHaveBeenCalled();
+  });
+
+  it("warns when local provider with default model but gateway probe reports not ready", async () => {
+    resolveMemorySearchConfig.mockReturnValue({
+      provider: "local",
+      local: {},
+      remote: {},
+    });
+
+    await noteMemorySearchHealth(cfg, {
+      gatewayMemoryProbe: { checked: true, ready: false, error: "node-llama-cpp not installed" },
+    });
+
+    expect(note).toHaveBeenCalledTimes(1);
+    const message = String(note.mock.calls[0]?.[0] ?? "");
+    expect(message).toContain("gateway reports local embeddings are not ready");
+    expect(message).toContain("node-llama-cpp not installed");
+  });
+
+  it("does not warn when local provider with default model and gateway probe is ready", async () => {
+    resolveMemorySearchConfig.mockReturnValue({
+      provider: "local",
+      local: {},
+      remote: {},
+    });
+
+    await noteMemorySearchHealth(cfg, {
+      gatewayMemoryProbe: { checked: true, ready: true },
+    });
+
+    expect(note).not.toHaveBeenCalled();
+  });
+
+  it("does not warn when local provider has an explicit hf: modelPath", async () => {
+    resolveMemorySearchConfig.mockReturnValue({
+      provider: "local",
+      local: { modelPath: "hf:some-org/some-model-GGUF/model.gguf" },
+      remote: {},
+    });
+
+    await noteMemorySearchHealth(cfg, {});
+
+    expect(note).not.toHaveBeenCalled();
+  });
+
   it("does not warn when QMD backend is active", async () => {
     resolveMemoryBackendConfig.mockReturnValue({
       backend: "qmd",
@@ -164,7 +219,7 @@ describe("noteMemorySearchHealth", () => {
     expect(message).not.toContain("openclaw auth add --provider");
   });
 
-  it("uses model configure hint in auto mode when no provider credentials are found", async () => {
+  it("warns in auto mode when no local modelPath and no API keys are configured", async () => {
     resolveMemorySearchConfig.mockReturnValue({
       provider: "auto",
       local: {},
@@ -173,10 +228,12 @@ describe("noteMemorySearchHealth", () => {
 
     await noteMemorySearchHealth(cfg);
 
+    // In auto mode, canAutoSelectLocal requires an explicit local file path.
+    // DEFAULT_LOCAL_MODEL fallback does NOT apply to auto — only to explicit
+    // provider: "local". So with no local file and no API keys, warn.
     expect(note).toHaveBeenCalledTimes(1);
     const message = String(note.mock.calls[0]?.[0] ?? "");
     expect(message).toContain("openclaw configure --section model");
-    expect(message).not.toContain("openclaw auth add --provider");
   });
 });
 
diff --git a/src/commands/doctor-memory-search.ts b/src/commands/doctor-memory-search.ts
index aebaef40229..22515e79c99 100644
--- a/src/commands/doctor-memory-search.ts
+++ b/src/commands/doctor-memory-search.ts
@@ -5,6 +5,7 @@ import { resolveApiKeyForProvider } from "../agents/model-auth.js";
 import { formatCliCommand } from "../cli/command-format.js";
 import type { OpenClawConfig } from "../config/config.js";
 import { resolveMemoryBackendConfig } from "../memory/backend-config.js";
+import { DEFAULT_LOCAL_MODEL } from "../memory/embeddings.js";
 import { note } from "../terminal/note.js";
 import { resolveUserPath } from "../utils.js";
 
@@ -42,8 +43,26 @@ export async function noteMemorySearchHealth(
   // If a specific provider is configured (not "auto"), check only that one.
   if (resolved.provider !== "auto") {
     if (resolved.provider === "local") {
-      if (hasLocalEmbeddings(resolved.local)) {
-        return; // local model file exists
+      if (hasLocalEmbeddings(resolved.local, true)) {
+        // Model path looks valid (explicit file, hf: URL, or default model).
+        // If a gateway probe is available and reports not-ready, warn anyway —
+        // the model download or node-llama-cpp setup may have failed at runtime.
+        if (opts?.gatewayMemoryProbe?.checked && !opts.gatewayMemoryProbe.ready) {
+          const detail = opts.gatewayMemoryProbe.error?.trim();
+          note(
+            [
+              'Memory search provider is set to "local" and a model path is configured,',
+              "but the gateway reports local embeddings are not ready.",
+              detail ? `Gateway probe: ${detail}` : null,
+              "",
+              `Verify: ${formatCliCommand("openclaw memory status --deep")}`,
+            ]
+              .filter(Boolean)
+              .join("\n"),
+            "Memory search",
+          );
+        }
+        return;
       }
       note(
         [
@@ -135,8 +154,20 @@ export async function noteMemorySearchHealth(
   );
 }
 
-function hasLocalEmbeddings(local: { modelPath?: string }): boolean {
-  const modelPath = local.modelPath?.trim();
+/**
+ * Check whether local embeddings are available.
+ *
+ * When `useDefaultFallback` is true (explicit `provider: "local"`), an empty
+ * modelPath is treated as available because the runtime falls back to
+ * DEFAULT_LOCAL_MODEL (an auto-downloaded HuggingFace model).
+ *
+ * When false (provider: "auto"), we only consider local available if the user
+ * explicitly configured a local file path — matching `canAutoSelectLocal()`
+ * in the runtime, which skips local for empty/hf: model paths.
+ */
+function hasLocalEmbeddings(local: { modelPath?: string }, useDefaultFallback = false): boolean {
+  const modelPath =
+    local.modelPath?.trim() || (useDefaultFallback ? DEFAULT_LOCAL_MODEL : undefined);
   if (!modelPath) {
     return false;
   }