diff --git a/liteflow-react-agent/liteflow-react-agent-openai/src/main/java/com/yomahub/liteflow/agent/openai/OpenAI.java b/liteflow-react-agent/liteflow-react-agent-openai/src/main/java/com/yomahub/liteflow/agent/openai/OpenAI.java
new file mode 100644
index 000000000..47643d0e7
--- /dev/null
+++ b/liteflow-react-agent/liteflow-react-agent-openai/src/main/java/com/yomahub/liteflow/agent/openai/OpenAI.java
@@ -0,0 +1,13 @@
+package com.yomahub.liteflow.agent.openai;
+
+/**
+ * OpenAI 官方 API 入口。credential 来源：{@code liteflow.agent.openai}。
+ */
+public final class OpenAI {
+
+    private OpenAI() {}
+
+    public static OpenAISpec of(String modelName) {
+        return new OpenAISpec(modelName);
+    }
+}
diff --git a/liteflow-react-agent/liteflow-react-agent-openai/src/main/java/com/yomahub/liteflow/agent/openai/OpenAISpec.java b/liteflow-react-agent/liteflow-react-agent-openai/src/main/java/com/yomahub/liteflow/agent/openai/OpenAISpec.java
new file mode 100644
index 000000000..c64d2899b
--- /dev/null
+++ b/liteflow-react-agent/liteflow-react-agent-openai/src/main/java/com/yomahub/liteflow/agent/openai/OpenAISpec.java
@@ -0,0 +1,81 @@
+package com.yomahub.liteflow.agent.openai;
+
+import com.yomahub.liteflow.agent.model.CredentialResolver;
+import com.yomahub.liteflow.agent.model.ModelSpec;
+import com.yomahub.liteflow.property.agent.AgentConfig;
+import com.yomahub.liteflow.property.agent.PlatformCredential;
+import io.agentscope.core.model.GenerateOptions;
+import io.agentscope.core.model.Model;
+import io.agentscope.core.model.OpenAIChatModel;
+
+/**
+ * OpenAI 系（含 OpenAI 兼容族）通用 spec。
+ * 暴露 OpenAI 平台特有的 reasoningEffort / frequencyPenalty / presencePenalty 等参数。
+ */
+public class OpenAISpec extends ModelSpec<OpenAISpec> {
+
+    private final String modelName;
+    private String reasoningEffort;
+    private Double frequencyPenalty;
+    private Double presencePenalty;
+
+    public OpenAISpec(String modelName) {
+        this.modelName = modelName;
+    }
+
+    public OpenAISpec reasoningEffort(String level) { this.reasoningEffort = level; return this; }
+    public OpenAISpec frequencyPenalty(double v)    { this.frequencyPenalty = v;   return this; }
+    public OpenAISpec presencePenalty(double v)     { this.presencePenalty = v;    return this; }
+
+    public String getModelName()         { return modelName; }
+    public String getReasoningEffort()   { return reasoningEffort; }
+    public Double getFrequencyPenalty()  { return frequencyPenalty; }
+    public Double getPresencePenalty()   { return presencePenalty; }
+
+    @Override
+    public Model resolve(AgentConfig cfg) {
+        PlatformCredential cred = CredentialResolver.requireFirstClass(
+                cfg.getOpenai(), "liteflow.agent.openai");
+        return buildModel(cred.getApiKey(), cred.getBaseUrl());
+    }
+
+    /** 子类（OpenAICompatibleSpec）可覆盖以提供不同 baseUrl / apiKey 来源。 */
+    protected Model buildModel(String apiKey, String baseUrl) {
+        OpenAIChatModel.Builder builder = OpenAIChatModel.builder()
+                .apiKey(apiKey)
+                .modelName(modelName);
+        if (baseUrl != null && !baseUrl.isBlank()) {
+            builder.baseUrl(baseUrl);
+        }
+        GenerateOptions options = buildGenerateOptions();
+        if (options != null) {
+            builder.generateOptions(options);
+        }
+        if (getStream() != null) {
+            builder.stream(getStream());
+        }
+        return builder.build();
+    }
+
+    /** 把共性 + 个性参数装配成 GenerateOptions；全部为 null 时返回 null。 */
+    protected GenerateOptions buildGenerateOptions() {
+        if (getTemperature() == null && getTopP() == null && getTopK() == null
+                && getMaxTokens() == null && getSeed() == null
+                && getCacheControl() == null
+                && reasoningEffort == null
+                && frequencyPenalty == null && presencePenalty == null) {
+            return null;
+        }
+        GenerateOptions.Builder b = GenerateOptions.builder();
+        if (getTemperature() != null)  b.temperature(getTemperature());
+        if (getTopP() != null)         b.topP(getTopP());
+        if (getTopK() != null)         b.topK(getTopK());
+        if (getMaxTokens() != null)    b.maxTokens(getMaxTokens());
+        if (getSeed() != null)         b.seed(getSeed());
+        if (getCacheControl() != null) b.cacheControl(getCacheControl());
+        if (reasoningEffort != null)   b.reasoningEffort(reasoningEffort);
+        if (frequencyPenalty != null)  b.frequencyPenalty(frequencyPenalty);
+        if (presencePenalty != null)   b.presencePenalty(presencePenalty);
+        return b.build();
+    }
+}
diff --git a/liteflow-testcase-el/liteflow-testcase-el-react-agent/src/test/java/com/yomahub/liteflow/agent/openai/OpenAIEntryTest.java b/liteflow-testcase-el/liteflow-testcase-el-react-agent/src/test/java/com/yomahub/liteflow/agent/openai/OpenAIEntryTest.java
new file mode 100644
index 000000000..6189bf327
--- /dev/null
+++ b/liteflow-testcase-el/liteflow-testcase-el-react-agent/src/test/java/com/yomahub/liteflow/agent/openai/OpenAIEntryTest.java
@@ -0,0 +1,45 @@
+package com.yomahub.liteflow.agent.openai;
+
+import com.yomahub.liteflow.agent.exception.AgentConfigException;
+import com.yomahub.liteflow.property.agent.AgentConfig;
+import io.agentscope.core.model.Model;
+import io.agentscope.core.model.OpenAIChatModel;
+import org.junit.jupiter.api.Test;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+class OpenAIEntryTest {
+
+    @Test
+    void buildsOpenAIChatModelWithGivenModelName() {
+        AgentConfig cfg = new AgentConfig();
+        cfg.getOpenai().setApiKey("sk-test");
+
+        OpenAISpec spec = OpenAI.of("gpt-4o").temperature(0.7);
+        Model model = spec.resolve(cfg);
+
+        assertTrue(model instanceof OpenAIChatModel);
+        assertEquals("gpt-4o", ((OpenAIChatModel) model).getModelName());
+    }
+
+    @Test
+    void throwsWhenApiKeyMissing() {
+        AgentConfig cfg = new AgentConfig();   // openai credential not set
+        OpenAISpec spec = OpenAI.of("gpt-4o");
+        AgentConfigException ex = assertThrows(AgentConfigException.class,
+                () -> spec.resolve(cfg));
+        assertTrue(ex.getMessage().contains("liteflow.agent.openai.api-key"));
+    }
+
+    @Test
+    void specSettersReturnSubclassType() {
+        // 编译期断言：fluent 链返回 OpenAISpec，能链式调用 OpenAI 特有方法
+        OpenAISpec spec = OpenAI.of("gpt-4o")
+                .temperature(0.7)
+                .topP(0.9)
+                .reasoningEffort("high")
+                .frequencyPenalty(0.1)
+                .presencePenalty(0.2);
+        assertNotNull(spec);
+    }
+}