diff --git a/CHANGELOG.md b/CHANGELOG.md
index 34256c64fef..e359d8987a0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -73,6 +73,7 @@ Docs: https://docs.openclaw.ai
 - fix(qqbot): keep private commands off framework surface [AI]. (#77212) Thanks @pgondhi987.
 - Claude CLI: honor non-off `/think` levels by passing Claude Code's session-scoped `--effort` flag through the CLI backend seam, so chat bridges no longer show an inert thinking control. Fixes #77303. Thanks @Petr1t.
 - Agents/subagents: refresh deferred final-delivery payloads when same-session completion output changes, so retried parent notifications use the final child summary instead of stale progress text. Thanks @vincentkoc.
+- active-memory: skip the memory sub-agent gracefully instead of logging a confusing allowlist error when no memory plugin (`memory-core` or `memory-lancedb`) is loaded, so active-memory with no memory backend no longer produces misleading "No callable tools remain" warnings in the gateway log. Fixes #77506. Thanks @hclsys.
 - Memory/wiki: preserve representation from both corpora in `corpus=all` searches while backfilling unused result capacity, so memory hits are not starved by numerically higher wiki integer scores. Fixes #77337. Thanks @hclsys.
 - Telegram: clean up tool-only draft previews after assistant message boundaries so transient `Surfacing...` tool-status bubbles do not linger when no matching final preview arrives. Thanks @BunsDev.
 - Cron: surface failed isolated-run diagnostics in `cron show`, status, and run history when requested tools are unavailable, so blocked cron runs report the actual tool-policy failure instead of a misleading green result. Fixes #75763. Thanks @RyanSandoval.
diff --git a/extensions/active-memory/index.test.ts b/extensions/active-memory/index.test.ts
index d1e56d193fb..fcb711eb33b 100644
--- a/extensions/active-memory/index.test.ts
+++ b/extensions/active-memory/index.test.ts
@@ -125,6 +125,23 @@ describe("active-memory plugin", () => {
       "utf8",
     );
   };
+  const makeMemoryToolAllowlistError = (
+    reason: string,
+    sources = "runtime toolsAllow: memory_recall, memory_search, memory_get",
+  ) =>
+    new Error(
+      `No callable tools remain after resolving explicit tool allowlist ` +
+        `(${sources}); ${reason}. ` +
+        `Fix the allowlist or enable the plugin that registers the requested tool.`,
+    );
+  const hasDebugLine = (needle: string) =>
+    vi
+      .mocked(api.logger.debug)
+      .mock.calls.some((call: unknown[]) => String(call[0]).includes(needle));
+  const hasWarnLine = (needle: string) =>
+    vi
+      .mocked(api.logger.warn)
+      .mock.calls.some((call: unknown[]) => String(call[0]).includes(needle));
 
   beforeEach(async () => {
     vi.clearAllMocks();
@@ -1646,6 +1663,133 @@ describe("active-memory plugin", () => {
     expect(result).toBeUndefined();
   });
 
+  it("skips the recall subagent when no registered memory tools match", async () => {
+    const sessionKey = "agent:main:missing-memory-tools";
+    hoisted.sessionStore[sessionKey] = {
+      sessionId: "s-missing-memory-tools",
+      updatedAt: 0,
+    };
+    const error = makeMemoryToolAllowlistError("no registered tools matched");
+    expect(__testing.isMissingRegisteredMemoryToolsError(error)).toBe(true);
+    runEmbeddedPiAgent.mockRejectedValueOnce(error);
+
+    const result = await hooks.before_prompt_build(
+      { prompt: "what wings should i order? missing memory tools", messages: [] },
+      { agentId: "main", trigger: "user", sessionKey, messageProvider: "webchat" },
+    );
+
+    expect(result).toBeUndefined();
+    expect(hasDebugLine("no memory tools registered")).toBe(true);
+    expect(hasWarnLine("No callable tools remain")).toBe(false);
+    const lines = getActiveMemoryLines(sessionKey);
+    expect(lines).toEqual([expect.stringContaining("🧩 Active Memory: status=empty")]);
+    expect(lines.join("\n")).not.toContain("status=unavailable");
+  });
+
+  it("skips missing memory tools when the allowlist error includes inherited sources", async () => {
+    const sessionKey = "agent:main:missing-memory-tools-with-policy-source";
+    hoisted.sessionStore[sessionKey] = {
+      sessionId: "s-missing-memory-tools-with-policy-source",
+      updatedAt: 0,
+    };
+    const error = makeMemoryToolAllowlistError(
+      "no registered tools matched",
+      "tools.allow: *, lobster; runtime toolsAllow: memory_recall, memory_search, memory_get",
+    );
+    expect(__testing.isMissingRegisteredMemoryToolsError(error)).toBe(true);
+    runEmbeddedPiAgent.mockRejectedValueOnce(error);
+
+    const result = await hooks.before_prompt_build(
+      { prompt: "what wings should i order? missing memory tools with policy", messages: [] },
+      { agentId: "main", trigger: "user", sessionKey, messageProvider: "webchat" },
+    );
+
+    expect(result).toBeUndefined();
+    expect(hasDebugLine("no memory tools registered")).toBe(true);
+    expect(hasWarnLine("No callable tools remain")).toBe(false);
+    expect(getActiveMemoryLines(sessionKey)).toEqual([
+      expect.stringContaining("🧩 Active Memory: status=empty"),
+    ]);
+  });
+
+  it("keeps memory-tool allowlist errors visible when upstream policy can filter memory tools", async () => {
+    const sessionKey = "agent:main:memory-tools-filtered-by-policy";
+    hoisted.sessionStore[sessionKey] = {
+      sessionId: "s-memory-tools-filtered-by-policy",
+      updatedAt: 0,
+    };
+    const error = makeMemoryToolAllowlistError(
+      "no registered tools matched",
+      "tools.allow: read, exec; runtime toolsAllow: memory_recall, memory_search, memory_get",
+    );
+    expect(__testing.isMissingRegisteredMemoryToolsError(error)).toBe(false);
+    runEmbeddedPiAgent.mockRejectedValueOnce(error);
+
+    const result = await hooks.before_prompt_build(
+      { prompt: "what wings should i order? memory tools filtered by policy", messages: [] },
+      { agentId: "main", trigger: "user", sessionKey, messageProvider: "webchat" },
+    );
+
+    expect(result).toBeUndefined();
+    expect(hasDebugLine("no memory tools registered")).toBe(false);
+    expect(hasWarnLine("No callable tools remain")).toBe(true);
+    expect(getActiveMemoryLines(sessionKey)).toEqual([
+      expect.stringContaining("🧩 Active Memory: status=unavailable"),
+    ]);
+  });
+
+  it.each([
+    ["disabled tools", "tools are disabled for this run"],
+    ["models without tool support", "the selected model does not support tools"],
+  ])("keeps allowlist errors for %s visible", async (_label, reason) => {
+    const sessionKey = `agent:main:${reason.replace(/\W+/g, "-")}`;
+    hoisted.sessionStore[sessionKey] = {
+      sessionId: `s-${reason.replace(/\W+/g, "-")}`,
+      updatedAt: 0,
+    };
+    const error = makeMemoryToolAllowlistError(reason);
+    expect(__testing.isMissingRegisteredMemoryToolsError(error)).toBe(false);
+    runEmbeddedPiAgent.mockRejectedValueOnce(error);
+
+    const result = await hooks.before_prompt_build(
+      { prompt: `what wings should i order? ${reason}`, messages: [] },
+      { agentId: "main", trigger: "user", sessionKey, messageProvider: "webchat" },
+    );
+
+    expect(result).toBeUndefined();
+    expect(hasDebugLine("no memory tools registered")).toBe(false);
+    expect(hasWarnLine(reason)).toBe(true);
+    expect(getActiveMemoryLines(sessionKey)).toEqual([
+      expect.stringContaining("🧩 Active Memory: status=unavailable"),
+    ]);
+  });
+
+  it("does not skip missing memory-tool allowlist errors after abort", async () => {
+    const sessionKey = "agent:main:missing-memory-tools-after-abort";
+    hoisted.sessionStore[sessionKey] = {
+      sessionId: "s-missing-memory-tools-after-abort",
+      updatedAt: 0,
+    };
+    runEmbeddedPiAgent.mockImplementationOnce(async (params: { abortSignal?: AbortSignal }) => {
+      Object.defineProperty(params.abortSignal as AbortSignal, "aborted", {
+        configurable: true,
+        value: true,
+      });
+      throw makeMemoryToolAllowlistError("no registered tools matched");
+    });
+
+    const result = await hooks.before_prompt_build(
+      { prompt: "what wings should i order? missing memory tools after abort", messages: [] },
+      { agentId: "main", trigger: "user", sessionKey, messageProvider: "webchat" },
+    );
+
+    expect(result).toBeUndefined();
+    expect(hasDebugLine("no memory tools registered")).toBe(false);
+    expect(getActiveMemoryLines(sessionKey)).toEqual([
+      expect.stringContaining("🧩 Active Memory: status=timeout"),
+    ]);
+  });
+
   it("returns partial transcript text on timeout when the subagent has already written assistant output", async () => {
     __testing.setMinimumTimeoutMsForTests(1);
     __testing.setSetupGraceTimeoutMsForTests(0);
diff --git a/extensions/active-memory/index.ts b/extensions/active-memory/index.ts
index b6f80208ae5..10d891405be 100644
--- a/extensions/active-memory/index.ts
+++ b/extensions/active-memory/index.ts
@@ -41,6 +41,7 @@ const DEFAULT_QMD_SEARCH_MODE = "search" as const;
 const DEFAULT_TRANSCRIPT_DIR = "active-memory";
 const DEFAULT_CIRCUIT_BREAKER_MAX_TIMEOUTS = 3;
 const DEFAULT_CIRCUIT_BREAKER_COOLDOWN_MS = 60_000;
+const ACTIVE_MEMORY_TOOL_ALLOWLIST = ["memory_recall", "memory_search", "memory_get"] as const;
 const TOGGLE_STATE_FILE = "session-toggles.json";
 const DEFAULT_PARTIAL_TRANSCRIPT_MAX_CHARS = 32_000;
 const DEFAULT_TRANSCRIPT_READ_MAX_LINES = 2_000;
@@ -494,6 +495,38 @@ function normalizeOptionalString(value: unknown): string | undefined {
   return typeof value === "string" && value.trim() ? value.trim() : undefined;
 }
 
+function isMissingRegisteredMemoryToolsError(error: unknown): boolean {
+  if (!(error instanceof Error)) {
+    return false;
+  }
+  const message = error.message.trim();
+  const prefix = "No callable tools remain after resolving explicit tool allowlist (";
+  const suffix =
+    "); no registered tools matched. Fix the allowlist or enable the plugin that registers the requested tool.";
+  if (!message.startsWith(prefix) || !message.endsWith(suffix)) {
+    return false;
+  }
+  const sources = message.slice(prefix.length, -suffix.length);
+  const runtimeSource = `runtime toolsAllow: ${ACTIVE_MEMORY_TOOL_ALLOWLIST.join(", ")}`;
+  const sourceParts = sources
+    .split(";")
+    .map((source) => source.trim())
+    .filter(Boolean);
+  if (!sourceParts.includes(runtimeSource)) {
+    return false;
+  }
+  return sourceParts.every((source) => {
+    if (source === runtimeSource) {
+      return true;
+    }
+    const entries = source
+      .slice(source.indexOf(":") + 1)
+      .split(",")
+      .map((entry) => entry.trim());
+    return entries.includes("*");
+  });
+}
+
 function resolveRecallRunChannelContext(params: {
   api: OpenClawPluginApi;
   agentId: string;
@@ -2394,7 +2427,7 @@ async function runRecallSubagent(params: {
       timeoutMs: embeddedTimeoutMs,
       runId: subagentSessionId,
       trigger: "manual",
-      toolsAllow: ["memory_recall", "memory_search", "memory_get"],
+      toolsAllow: [...ACTIVE_MEMORY_TOOL_ALLOWLIST],
       disableMessageTool: true,
       allowGatewaySubagentBinding: true,
       bootstrapContextMode: "lightweight",
@@ -2437,6 +2470,12 @@ async function runRecallSubagent(params: {
       const searchDebug = partialReply ? await readActiveMemorySearchDebug(sessionFile) : undefined;
       attachPartialTimeoutData(error, partialReply, searchDebug);
     }
+    if (!params.abortSignal?.aborted && isMissingRegisteredMemoryToolsError(error)) {
+      params.api.logger.debug?.(
+        `active-memory: no memory tools registered (memory-core or memory-lancedb required); skipping sub-agent`,
+      );
+      return { rawReply: "NONE" };
+    }
     throw error;
   } finally {
     if (tempDir) {
@@ -2959,6 +2998,7 @@ const testing = {
   buildPromptPrefix,
   getCachedResult,
   isCircuitBreakerOpen,
+  isMissingRegisteredMemoryToolsError,
   normalizePluginConfig,
   readActiveMemorySearchDebug,
   readPartialAssistantText,