diff --git a/mateclaw-server/src/main/java/vip/mate/wiki/pipeline/WikiLlmStepExecutor.java b/mateclaw-server/src/main/java/vip/mate/wiki/pipeline/WikiLlmStepExecutor.java
new file mode 100644
index 00000000..6e6d271e
--- /dev/null
+++ b/mateclaw-server/src/main/java/vip/mate/wiki/pipeline/WikiLlmStepExecutor.java
@@ -0,0 +1,75 @@
+package vip.mate.wiki.pipeline;
+
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.ai.chat.messages.SystemMessage;
+import org.springframework.ai.chat.messages.UserMessage;
+import org.springframework.ai.chat.model.ChatModel;
+import org.springframework.ai.chat.model.ChatResponse;
+import org.springframework.ai.chat.prompt.Prompt;
+import org.springframework.stereotype.Component;
+import vip.mate.wiki.job.WikiModelRoutingService;
+
+import java.util.List;
+
+/**
+ * Pipeline step executor that calls a chat model. The step config supplies a
+ * {@code prompt} (system instruction) and an optional {@code model_id}; the
+ * previous step's output is passed as the user message so steps compose. The
+ * model is resolved through the existing wiki model routing.
+ *
+ * @author MateClaw Team
+ */
+@Slf4j
+@Component
+public class WikiLlmStepExecutor implements WikiStepExecutor {
+
+    private final WikiModelRoutingService modelRoutingService;
+
+    public WikiLlmStepExecutor(WikiModelRoutingService modelRoutingService) {
+        this.modelRoutingService = modelRoutingService;
+    }
+
+    @Override
+    public String type() {
+        return "llm";
+    }
+
+    @Override
+    public String execute(WikiStepContext context) {
+        String prompt = stringConfig(context, "prompt");
+        if (prompt == null || prompt.isBlank()) {
+            throw new IllegalArgumentException("llm step '" + context.stepId() + "' has no prompt");
+        }
+        Long modelId = longConfig(context, "model_id");
+        ChatModel chatModel = modelRoutingService.buildChatModel(modelId);
+        if (chatModel == null) {
+            throw new IllegalStateException("No chat model available for pipeline step " + context.stepId());
+        }
+        String userContent = context.previousOutput() == null || context.previousOutput().isBlank()
+                ? "(no prior output)" : context.previousOutput();
+        ChatResponse resp = chatModel.call(new Prompt(List.of(
+                new SystemMessage(prompt), new UserMessage(userContent))));
+        if (resp == null || resp.getResult() == null || resp.getResult().getOutput() == null
+                || resp.getResult().getOutput().getText() == null) {
+            throw new IllegalStateException("Chat model returned no text for step " + context.stepId());
+        }
+        return resp.getResult().getOutput().getText();
+    }
+
+    private String stringConfig(WikiStepContext context, String key) {
+        Object v = context.stepConfig() == null ? null : context.stepConfig().get(key);
+        return v == null ? null : String.valueOf(v);
+    }
+
+    private Long longConfig(WikiStepContext context, String key) {
+        Object v = context.stepConfig() == null ? null : context.stepConfig().get(key);
+        if (v == null) {
+            return null;
+        }
+        try {
+            return Long.parseLong(String.valueOf(v));
+        } catch (NumberFormatException e) {
+            return null;
+        }
+    }
+}
diff --git a/mateclaw-server/src/test/java/vip/mate/wiki/pipeline/WikiLlmStepExecutorTest.java b/mateclaw-server/src/test/java/vip/mate/wiki/pipeline/WikiLlmStepExecutorTest.java
new file mode 100644
index 00000000..1c09da30
--- /dev/null
+++ b/mateclaw-server/src/test/java/vip/mate/wiki/pipeline/WikiLlmStepExecutorTest.java
@@ -0,0 +1,56 @@
+package vip.mate.wiki.pipeline;
+
+import org.junit.jupiter.api.Test;
+import org.springframework.ai.chat.messages.AssistantMessage;
+import org.springframework.ai.chat.model.ChatModel;
+import org.springframework.ai.chat.model.ChatResponse;
+import org.springframework.ai.chat.model.Generation;
+import org.springframework.ai.chat.prompt.Prompt;
+import vip.mate.wiki.job.WikiModelRoutingService;
+
+import java.util.List;
+import java.util.Map;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+import static org.mockito.ArgumentMatchers.any;
+import static org.mockito.Mockito.mock;
+import static org.mockito.Mockito.when;
+
+/**
+ * Unit tests for {@link WikiLlmStepExecutor}: it builds a prompt from the step
+ * config and previous output, calls the routed model, and returns its text.
+ * Model routing is mocked to return a fixed-response ChatModel.
+ */
+class WikiLlmStepExecutorTest {
+
+    private WikiLlmStepExecutor executor(String modelReply) {
+        WikiModelRoutingService routing = mock(WikiModelRoutingService.class);
+        ChatModel chat = prompt -> new ChatResponse(List.of(new Generation(new AssistantMessage(modelReply))));
+        when(routing.buildChatModel(any())).thenReturn(chat);
+        return new WikiLlmStepExecutor(routing);
+    }
+
+    private WikiStepContext ctx(Map<String, Object> config, String previousOutput) {
+        return new WikiStepContext(1L, 42L, "s1", config, previousOutput);
+    }
+
+    @Test
+    void callsModelAndReturnsText() throws Exception {
+        WikiLlmStepExecutor e = executor("pattern summary");
+        String out = e.execute(ctx(Map.of("prompt", "Summarize the episodes"), "ep1, ep2"));
+        assertEquals("pattern summary", out);
+    }
+
+    @Test
+    void missingPrompt_throws() {
+        WikiLlmStepExecutor e = executor("x");
+        assertThrows(IllegalArgumentException.class, () -> e.execute(ctx(Map.of(), "prior")));
+    }
+
+    @Test
+    void typeIsLlm() {
+        assertTrue("llm".equals(executor("x").type()));
+    }
+}