diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9a78e3645eb..5ba06215e87 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -23,6 +23,7 @@ Docs: https://docs.openclaw.ai
 - Memory/wiki: add claim-health linting, contradiction clustering, staleness-aware dashboards, and freshness-weighted wiki search so `memory-wiki` can act more like a maintained belief layer than a passive markdown dump. Thanks @vincentkoc.
 - Memory/wiki: use compiled digest artifacts as the first-pass wiki index for search/get flows, and resolve claim ids back to owning pages so agents can retrieve knowledge by belief identity instead of only by file path. Thanks @vincentkoc.
 - Memory/wiki: add an opt-in `context.includeCompiledDigestPrompt` flag so memory prompt supplements can append a compact compiled wiki snapshot for legacy prompt assembly and context engines that explicitly consume memory prompt sections. Thanks @vincentkoc.
+- Plugin SDK/context engines: pass `availableTools` and `citationsMode` into `assemble()`, and expose `buildMemorySystemPromptAddition(...)` so non-legacy context engines can adopt the active memory prompt path without reimplementing it. Thanks @vincentkoc.
 
 ### Fixes
 
diff --git a/docs/.generated/plugin-sdk-api-baseline.sha256 b/docs/.generated/plugin-sdk-api-baseline.sha256
index 258f9e38b31..d04608d92a0 100644
--- a/docs/.generated/plugin-sdk-api-baseline.sha256
+++ b/docs/.generated/plugin-sdk-api-baseline.sha256
@@ -1,2 +1,2 @@
-8592ce4554f44cd5325f44f86d37b3057548853cc9bc543b0611e5d9000f262e  plugin-sdk-api-baseline.json
-35393eceb6733d966430369c116511bb15a4b83eec93ebfd3b9a3e8f9ee29cec  plugin-sdk-api-baseline.jsonl
+5bee25156a7699938f2a25419ca44e35113cf6fbd6f533052af68712fc992629  plugin-sdk-api-baseline.json
+f80212552c63be134a2ae456ce2cd4f81507c1569b60493b1d5f965dc2969041  plugin-sdk-api-baseline.jsonl
diff --git a/docs/concepts/context-engine.md b/docs/concepts/context-engine.md
index 6778d561001..1e75e6e4e15 100644
--- a/docs/concepts/context-engine.md
+++ b/docs/concepts/context-engine.md
@@ -115,6 +115,8 @@ engine is used automatically.
 A plugin can register a context engine using the plugin API:
 
 ```ts
+import { buildMemorySystemPromptAddition } from "openclaw/plugin-sdk/core";
+
 export default function register(api) {
   api.registerContextEngine("my-engine", () => ({
     info: {
@@ -128,12 +130,15 @@ export default function register(api) {
       return { ingested: true };
     },
 
-    async assemble({ sessionId, messages, tokenBudget }) {
+    async assemble({ sessionId, messages, tokenBudget, availableTools, citationsMode }) {
       // Return messages that fit the budget
       return {
         messages: buildContext(messages, tokenBudget),
         estimatedTokens: countTokens(messages),
-        systemPromptAddition: "Use lcm_grep to search history...",
+        systemPromptAddition: buildMemorySystemPromptAddition({
+          availableTools: availableTools ?? new Set(),
+          citationsMode,
+        }),
       };
     },
 
@@ -249,7 +254,10 @@ OpenClaw resolves when it needs a context engine.
   Memory plugins provide search/retrieval; context engines control what the
   model sees. They can work together — a context engine might use memory
   plugin data during assembly. Plugin engines that want the active memory
-  plugin's legacy prompt guidance can pull it explicitly from
+  prompt path should prefer `buildMemorySystemPromptAddition(...)` from
+  `openclaw/plugin-sdk/core`, which converts the active memory prompt sections
+  into a ready-to-prepend `systemPromptAddition`. If an engine needs lower-level
+  control, it can still pull raw lines from
   `openclaw/plugin-sdk/memory-host-core` via
   `buildActiveMemoryPromptSection(...)`.
 - **Session pruning** (trimming old tool results in-memory) still runs
diff --git a/src/agents/pi-embedded-runner/run/attempt.context-engine-helpers.ts b/src/agents/pi-embedded-runner/run/attempt.context-engine-helpers.ts
index 280dc3df336..77129f90618 100644
--- a/src/agents/pi-embedded-runner/run/attempt.context-engine-helpers.ts
+++ b/src/agents/pi-embedded-runner/run/attempt.context-engine-helpers.ts
@@ -1,4 +1,5 @@
 import type { AgentMessage } from "@mariozechner/pi-agent-core";
+import type { MemoryCitationsMode } from "../../../config/types.memory.js";
 import type { ContextEngine, ContextEngineRuntimeContext } from "../../../context-engine/types.js";
 
 export type AttemptContextEngine = ContextEngine;
@@ -56,6 +57,8 @@ export async function assembleAttemptContextEngine(params: {
   sessionKey?: string;
   messages: AgentMessage[];
   tokenBudget?: number;
+  availableTools?: Set<string>;
+  citationsMode?: MemoryCitationsMode;
   modelId: string;
   prompt?: string;
 }) {
@@ -67,6 +70,8 @@ export async function assembleAttemptContextEngine(params: {
     sessionKey: params.sessionKey,
     messages: params.messages,
     tokenBudget: params.tokenBudget,
+    ...(params.availableTools ? { availableTools: params.availableTools } : {}),
+    ...(params.citationsMode ? { citationsMode: params.citationsMode } : {}),
     model: params.modelId,
     ...(params.prompt !== undefined ? { prompt: params.prompt } : {}),
   });
diff --git a/src/agents/pi-embedded-runner/run/attempt.spawn-workspace.context-engine.test.ts b/src/agents/pi-embedded-runner/run/attempt.spawn-workspace.context-engine.test.ts
index f5198b98c85..e937e59f25e 100644
--- a/src/agents/pi-embedded-runner/run/attempt.spawn-workspace.context-engine.test.ts
+++ b/src/agents/pi-embedded-runner/run/attempt.spawn-workspace.context-engine.test.ts
@@ -145,6 +145,24 @@ describe("runEmbeddedAttempt context engine sessionKey forwarding", () => {
     );
   });
 
+  it("forwards availableTools and citationsMode to assemble", async () => {
+    const { bootstrap, assemble } = createContextEngineBootstrapAndAssemble();
+    const contextEngine = createTestContextEngine({ bootstrap, assemble });
+
+    await runBootstrap(sessionKey, contextEngine);
+    await runAssemble(sessionKey, contextEngine, {
+      availableTools: new Set(["memory_search", "wiki_search"]),
+      citationsMode: "on",
+    });
+
+    expect(assemble).toHaveBeenCalledWith(
+      expect.objectContaining({
+        availableTools: new Set(["memory_search", "wiki_search"]),
+        citationsMode: "on",
+      }),
+    );
+  });
+
   it("forwards sessionKey to ingestBatch when afterTurn is absent", async () => {
     const { bootstrap, assemble } = createContextEngineBootstrapAndAssemble();
     const ingestBatch = vi.fn(
diff --git a/src/agents/pi-embedded-runner/run/attempt.ts b/src/agents/pi-embedded-runner/run/attempt.ts
index 0611dc8fcfe..935f8898115 100644
--- a/src/agents/pi-embedded-runner/run/attempt.ts
+++ b/src/agents/pi-embedded-runner/run/attempt.ts
@@ -1271,6 +1271,8 @@ export async function runEmbeddedAttempt(
               sessionKey: params.sessionKey,
               messages: activeSession.messages,
               tokenBudget: params.contextTokenBudget,
+              availableTools: new Set(effectiveTools.map((tool) => tool.name)),
+              citationsMode: params.config?.memory?.citations,
               modelId: params.modelId,
               ...(params.prompt !== undefined ? { prompt: params.prompt } : {}),
             });
diff --git a/src/context-engine/context-engine.test.ts b/src/context-engine/context-engine.test.ts
index 89b820e047f..01071593856 100644
--- a/src/context-engine/context-engine.test.ts
+++ b/src/context-engine/context-engine.test.ts
@@ -1,11 +1,13 @@
 import type { AgentMessage } from "@mariozechner/pi-agent-core";
 import { beforeEach, describe, expect, it, vi } from "vitest";
+import type { MemoryCitationsMode } from "../config/types.memory.js";
 import type { OpenClawConfig } from "../config/types.openclaw.js";
+import { clearMemoryPluginState, registerMemoryPromptSection } from "../plugins/memory-state.js";
 // ---------------------------------------------------------------------------
 // We dynamically import the registry so we can get a fresh module per test
 // group when needed.  For most groups we use the shared singleton directly.
 // ---------------------------------------------------------------------------
-import { delegateCompactionToRuntime } from "./delegate.js";
+import { buildMemorySystemPromptAddition, delegateCompactionToRuntime } from "./delegate.js";
 import { LegacyContextEngine, registerLegacyContextEngine } from "./legacy.js";
 import {
   registerContextEngine,
@@ -100,6 +102,8 @@ class MockContextEngine implements ContextEngine {
     sessionKey?: string;
     messages: AgentMessage[];
     tokenBudget?: number;
+    availableTools?: Set<string>;
+    citationsMode?: MemoryCitationsMode;
   }): Promise<AssembleResult> {
     return {
       messages: params.messages,
@@ -168,6 +172,8 @@ class LegacySessionKeyStrictEngine implements ContextEngine {
     sessionKey?: string;
     messages: AgentMessage[];
     tokenBudget?: number;
+    availableTools?: Set<string>;
+    citationsMode?: MemoryCitationsMode;
     prompt?: string;
   }): Promise<AssembleResult> {
     this.assembleCalls.push({ ...params });
@@ -279,6 +285,8 @@ class LegacyAssembleStrictEngine implements ContextEngine {
     sessionKey?: string;
     messages: AgentMessage[];
     tokenBudget?: number;
+    availableTools?: Set<string>;
+    citationsMode?: MemoryCitationsMode;
     prompt?: string;
   }): Promise<AssembleResult> {
     this.assembleCalls.push({ ...params });
@@ -318,6 +326,7 @@ describe("Engine contract tests", () => {
   beforeEach(() => {
     vi.restoreAllMocks();
     compactEmbeddedPiSessionDirectMock.mockReset();
+    clearMemoryPluginState();
   });
 
   it("a mock engine implementing ContextEngine can be registered and resolved", async () => {
@@ -386,6 +395,29 @@ describe("Engine contract tests", () => {
       },
     });
   });
+
+  it("builds a normalized memory system prompt addition from the active memory prompt path", () => {
+    registerMemoryPromptSection(({ citationsMode }) => [
+      "## Memory Recall",
+      `citations=${citationsMode ?? "auto"}`,
+      "",
+    ]);
+
+    expect(
+      buildMemorySystemPromptAddition({
+        availableTools: new Set(["memory_search"]),
+        citationsMode: "off",
+      }),
+    ).toBe("## Memory Recall\ncitations=off");
+  });
+
+  it("returns undefined when the active memory prompt path contributes nothing", () => {
+    expect(
+      buildMemorySystemPromptAddition({
+        availableTools: new Set(["memory_search"]),
+      }),
+    ).toBeUndefined();
+  });
 });
 
 // ═══════════════════════════════════════════════════════════════════════════
diff --git a/src/context-engine/delegate.ts b/src/context-engine/delegate.ts
index d378ee01ff8..bd4b6cd965c 100644
--- a/src/context-engine/delegate.ts
+++ b/src/context-engine/delegate.ts
@@ -1,3 +1,6 @@
+import { normalizeStructuredPromptSection } from "../agents/prompt-cache-stability.js";
+import type { MemoryCitationsMode } from "../config/types.memory.js";
+import { buildMemoryPromptSection } from "../plugins/memory-state.js";
 import type { ContextEngine, CompactResult, ContextEngineRuntimeContext } from "./types.js";
 
 /**
@@ -61,3 +64,24 @@ export async function delegateCompactionToRuntime(
       : undefined,
   };
 }
+
+/**
+ * Build a context-engine-ready systemPromptAddition from the active memory
+ * plugin prompt path. This lets non-legacy engines explicitly opt into the
+ * same memory/wiki guidance that the legacy engine gets via system prompt
+ * assembly, without reimplementing memory prompt formatting.
+ */
+export function buildMemorySystemPromptAddition(params: {
+  availableTools: Set<string>;
+  citationsMode?: MemoryCitationsMode;
+}): string | undefined {
+  const lines = buildMemoryPromptSection({
+    availableTools: params.availableTools,
+    citationsMode: params.citationsMode,
+  });
+  if (lines.length === 0) {
+    return undefined;
+  }
+  const normalized = normalizeStructuredPromptSection(lines.join("\n"));
+  return normalized || undefined;
+}
diff --git a/src/context-engine/legacy.ts b/src/context-engine/legacy.ts
index c823979c964..ea12ed2eee2 100644
--- a/src/context-engine/legacy.ts
+++ b/src/context-engine/legacy.ts
@@ -1,4 +1,5 @@
 import type { AgentMessage } from "@mariozechner/pi-agent-core";
+import type { MemoryCitationsMode } from "../config/types.memory.js";
 import { delegateCompactionToRuntime } from "./delegate.js";
 import { registerContextEngineForOwner } from "./registry.js";
 import type {
@@ -40,6 +41,8 @@ export class LegacyContextEngine implements ContextEngine {
     sessionKey?: string;
     messages: AgentMessage[];
     tokenBudget?: number;
+    availableTools?: Set<string>;
+    citationsMode?: MemoryCitationsMode;
     model?: string;
   }): Promise<AssembleResult> {
     // Pass-through: the existing sanitize -> validate -> limit -> repair pipeline
diff --git a/src/context-engine/types.ts b/src/context-engine/types.ts
index 03401fdf3f2..6c013ee8952 100644
--- a/src/context-engine/types.ts
+++ b/src/context-engine/types.ts
@@ -1,4 +1,5 @@
 import type { AgentMessage } from "@mariozechner/pi-agent-core";
+import type { MemoryCitationsMode } from "../config/types.memory.js";
 
 // Result types
 
@@ -180,6 +181,10 @@ export interface ContextEngine {
     sessionKey?: string;
     messages: AgentMessage[];
     tokenBudget?: number;
+    /** Tool names available for this run so engines can align prompt guidance with runtime tool access. */
+    availableTools?: Set<string>;
+    /** Active memory citation mode when engines want to mirror memory prompt guidance. */
+    citationsMode?: MemoryCitationsMode;
     /** Current model identifier (e.g. "claude-opus-4", "gpt-4o", "qwen2.5-7b").
      *  Allows context engine plugins to adapt formatting per model. */
     model?: string;
diff --git a/src/plugin-sdk/compat.ts b/src/plugin-sdk/compat.ts
index c351863859d..5ad6e71f26a 100644
--- a/src/plugin-sdk/compat.ts
+++ b/src/plugin-sdk/compat.ts
@@ -24,7 +24,10 @@ export type {
   MemoryPluginPublicArtifactsProvider,
 } from "../plugins/memory-state.js";
 export { resolveControlCommandGate } from "../channels/command-gating.js";
-export { delegateCompactionToRuntime } from "../context-engine/delegate.js";
+export {
+  buildMemorySystemPromptAddition,
+  delegateCompactionToRuntime,
+} from "../context-engine/delegate.js";
 export type { DiagnosticEventPayload } from "../infra/diagnostic-events.js";
 export { onDiagnosticEvent } from "../infra/diagnostic-events.js";
 export {
diff --git a/src/plugin-sdk/core.ts b/src/plugin-sdk/core.ts
index e5c8a65224c..81128579541 100644
--- a/src/plugin-sdk/core.ts
+++ b/src/plugin-sdk/core.ts
@@ -151,7 +151,10 @@ export { buildPluginConfigSchema, emptyPluginConfigSchema } from "../plugins/con
 export { KeyedAsyncQueue, enqueueKeyedTask } from "./keyed-async-queue.js";
 export { createDedupeCache, resolveGlobalDedupeCache } from "../infra/dedupe.js";
 export { generateSecureToken, generateSecureUuid } from "../infra/secure-random.js";
-export { delegateCompactionToRuntime } from "../context-engine/delegate.js";
+export {
+  buildMemorySystemPromptAddition,
+  delegateCompactionToRuntime,
+} from "../context-engine/delegate.js";
 export { DEFAULT_ACCOUNT_ID, normalizeAccountId } from "../routing/session-key.js";
 export {
   buildChannelConfigSchema,
diff --git a/src/plugin-sdk/index.ts b/src/plugin-sdk/index.ts
index 891f603d030..ed0e7cf0954 100644
--- a/src/plugin-sdk/index.ts
+++ b/src/plugin-sdk/index.ts
@@ -112,5 +112,8 @@ export type {
 
 export { emptyPluginConfigSchema } from "../plugins/config-schema.js";
 export { registerContextEngine } from "../context-engine/registry.js";
-export { delegateCompactionToRuntime } from "../context-engine/delegate.js";
+export {
+  buildMemorySystemPromptAddition,
+  delegateCompactionToRuntime,
+} from "../context-engine/delegate.js";
 export { onDiagnosticEvent } from "../infra/diagnostic-events.js";