diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/node/DocNode.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/node/DocNode.java
index 62f5bd1..9f47b13 100644
--- a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/node/DocNode.java
+++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/node/DocNode.java
@@ -6,6 +6,7 @@ import com.easyagents.flow.core.chain.Parameter;
 import com.easyagents.flow.core.node.BaseNode;
 import tech.easyflow.common.util.SpringContextUtil;
 
+import java.util.ArrayList;
 import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
@@ -30,17 +31,42 @@ public class DocNode extends BaseNode {
     @Override
     public Map<String, Object> execute(Chain chain) {
         Map<String, Object> map = chain.getState().resolveParameters(this);
-        Map<String, Object> res = new HashMap<>();
         DocNodeFileContentExtractor extractor = SpringContextUtil.getBean(DocNodeFileContentExtractor.class);
-        String docContent = extractor.extract(map.get("file"));
+        List<DocNodeFileContentExtractor.DocExtractedDocument> documents = extractor.extractDocuments(map.get("file"));
 
-        String key = "content";
-        List<Parameter> outputDefs = getOutputDefs();
-        if (outputDefs != null && !outputDefs.isEmpty()) {
-            String defName = outputDefs.get(0).getName();
-            if (StringUtil.hasText(defName)) key = defName;
+        List<Map<String, Object>> documentMaps = new ArrayList<>();
+        for (DocNodeFileContentExtractor.DocExtractedDocument document : documents) {
+            documentMaps.add(document.toMap());
         }
-        res.put(key, docContent);
+
+        Map<String, String> outputKeyMapping = resolveOutputKeyMapping();
+        Map<String, Object> res = new HashMap<>();
+        res.put(outputKeyMapping.get("documents"), documentMaps);
         return res;
     }
+
+    /**
+     * 根据节点输出定义解析运行态输出键名。
+     *
+     * @return 逻辑字段到实际输出键名的映射
+     */
+    private Map<String, String> resolveOutputKeyMapping() {
+        Map<String, String> mapping = new HashMap<>();
+        mapping.put("documents", "documents");
+
+        List<Parameter> outputDefs = getOutputDefs();
+        if (outputDefs == null || outputDefs.isEmpty()) {
+            return mapping;
+        }
+
+        String[] logicalKeys = {"documents"};
+        for (int i = 0; i < outputDefs.size() && i < logicalKeys.length; i++) {
+            Parameter outputDef = outputDefs.get(i);
+            String name = outputDef == null ? null : outputDef.getName();
+            if (StringUtil.hasText(name)) {
+                mapping.put(logicalKeys[i], name);
+            }
+        }
+        return mapping;
+    }
 }
diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/node/DocNodeFileContentExtractor.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/node/DocNodeFileContentExtractor.java
index 53de2e6..53f0b9f 100644
--- a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/node/DocNodeFileContentExtractor.java
+++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/node/DocNodeFileContentExtractor.java
@@ -14,7 +14,13 @@ import tech.easyflow.common.web.exceptions.BusinessException;
 
 import java.io.IOException;
 import java.io.InputStream;
+import java.util.ArrayList;
+import java.util.Collection;
+import java.util.LinkedHashMap;
+import java.util.LinkedHashSet;
+import java.util.List;
 import java.util.Map;
+import java.util.Set;
 
 /**
  * {@link DocNode} 文件内容提取器。
@@ -27,6 +33,9 @@ import java.util.Map;
  */
 @Component
 public class DocNodeFileContentExtractor {
+    private static final int FILE_MAX_COUNT = 10;
+    private static final long FILE_MAX_SINGLE_SIZE = 5L * 1024 * 1024;
+    private static final long FILE_MAX_TOTAL_SIZE = 50L * 1024 * 1024;
 
     private final DocumentParseBridgeService documentParseBridgeService;
     private final FileStorageService fileStorageService;
@@ -62,6 +71,33 @@ public class DocNodeFileContentExtractor {
         return extractDefaultContent(sourceRef);
     }
 
+    /**
+     * 批量提取文件文本内容。
+     *
+     * @param fileValue 工作流运行态中的单文件或多文件值
+     * @return 逐文件解析结果
+     */
+    public List<DocExtractedDocument> extractDocuments(Object fileValue) {
+        List<DocumentSourceRef> sourceRefs = toDocumentSourceRefs(fileValue);
+        List<DocExtractedDocument> results = new ArrayList<>();
+        for (int index = 0; index < sourceRefs.size(); index++) {
+            DocumentSourceRef sourceRef = sourceRefs.get(index);
+            try {
+                String content = shouldUseDocumentBridge(sourceRef)
+                        ? extractBridgeContent(sourceRef)
+                        : extractDefaultContent(sourceRef);
+                results.add(new DocExtractedDocument(sourceRef.getFileName(), content));
+            } catch (Exception e) {
+                String fileName = StringUtil.hasText(sourceRef.getFileName()) ? sourceRef.getFileName() : ("#" + (index + 1));
+                if (e instanceof BusinessException businessException) {
+                    throw new BusinessException("文件解析失败(" + fileName + "): " + businessException.getMessage());
+                }
+                throw new RuntimeException("文件解析失败(" + fileName + ")", e);
+            }
+        }
+        return results;
+    }
+
     /**
      * 将运行时文件值转换为统一文档源。
      *
@@ -84,6 +120,50 @@ public class DocNodeFileContentExtractor {
         return sourceRef;
     }
 
+    /**
+     * 将单文件或多文件运行值归一化为统一文档源列表。
+     *
+     * @param fileValue 运行态文件值
+     * @return 文档源列表
+     */
+    List<DocumentSourceRef> toDocumentSourceRefs(Object fileValue) {
+        List<Object> candidates = new ArrayList<>();
+        collectFileValues(fileValue, candidates);
+        if (candidates.isEmpty()) {
+            throw new BusinessException("文件输入不能为空");
+        }
+
+        List<DocumentSourceRef> sourceRefs = new ArrayList<>();
+        Set<String> seenFilePaths = new LinkedHashSet<>();
+        long totalSize = 0L;
+        for (Object candidate : candidates) {
+            DocumentSourceRef sourceRef = toDocumentSourceRef(candidate);
+            validateSourceRef(sourceRef);
+            String filePath = sourceRef.getFilePath().trim();
+            if (!seenFilePaths.add(filePath)) {
+                continue;
+            }
+            Long size = sourceRef.getSize();
+            if (size != null && size > FILE_MAX_SINGLE_SIZE) {
+                throw new BusinessException("单个文件不能超过 5MB: " + sourceRef.getFileName());
+            }
+            if (size != null && size > 0) {
+                totalSize += size;
+            }
+            sourceRefs.add(sourceRef);
+        }
+        if (sourceRefs.size() > FILE_MAX_COUNT) {
+            throw new BusinessException("最多上传 10 个文件");
+        }
+        if (totalSize > FILE_MAX_TOTAL_SIZE) {
+            throw new BusinessException("文件总大小不能超过 50MB");
+        }
+        if (sourceRefs.isEmpty()) {
+            throw new BusinessException("文件输入不能为空");
+        }
+        return sourceRefs;
+    }
+
     private void validateSourceRef(DocumentSourceRef sourceRef) {
         if (sourceRef == null) {
             throw new BusinessException("文件输入不能为空");
@@ -96,6 +176,19 @@ public class DocNodeFileContentExtractor {
         }
     }
 
+    private void collectFileValues(Object value, List<Object> result) {
+        if (value == null) {
+            return;
+        }
+        if (value instanceof Collection<?> collection) {
+            for (Object item : collection) {
+                collectFileValues(item, result);
+            }
+            return;
+        }
+        result.add(value);
+    }
+
     /**
      * 判断当前文件类型是否应优先走统一文档解析桥接。
      *
@@ -172,4 +265,49 @@ public class DocNodeFileContentExtractor {
         }
         return null;
     }
+
+    /**
+     * 逐文件解析结果。
+     */
+    public static final class DocExtractedDocument {
+        private final String fileName;
+        private final String content;
+
+        /**
+         * 创建逐文件解析结果。
+         *
+         * @param fileName 文件名
+         * @param content 解析文本
+         */
+        public DocExtractedDocument(String fileName, String content) {
+            this.fileName = fileName;
+            this.content = content;
+        }
+
+        /**
+         * @return 文件名
+         */
+        public String getFileName() {
+            return fileName;
+        }
+
+        /**
+         * @return 文本内容
+         */
+        public String getContent() {
+            return content;
+        }
+
+        /**
+         * 转为轻量 Map，供工作流结果与引用树消费。
+         *
+         * @return 轻量结果对象
+         */
+        public Map<String, Object> toMap() {
+            Map<String, Object> result = new LinkedHashMap<>();
+            result.put("fileName", fileName);
+            result.put("content", content);
+            return result;
+        }
+    }
 }
diff --git a/easyflow-modules/easyflow-module-ai/src/test/java/tech/easyflow/ai/node/DocNodeFileContentExtractorTest.java b/easyflow-modules/easyflow-module-ai/src/test/java/tech/easyflow/ai/node/DocNodeFileContentExtractorTest.java
index 2814a48..3ee937a 100644
--- a/easyflow-modules/easyflow-module-ai/src/test/java/tech/easyflow/ai/node/DocNodeFileContentExtractorTest.java
+++ b/easyflow-modules/easyflow-module-ai/src/test/java/tech/easyflow/ai/node/DocNodeFileContentExtractorTest.java
@@ -16,7 +16,9 @@ import java.io.IOException;
 import java.io.InputStream;
 import java.net.InetSocketAddress;
 import java.nio.charset.StandardCharsets;
+import java.util.Arrays;
 import java.util.HashMap;
+import java.util.List;
 import java.util.Map;
 import com.sun.net.httpserver.HttpServer;
 
@@ -211,6 +213,56 @@ public class DocNodeFileContentExtractorTest {
         }
     }
 
+    /**
+     * 验证多文件输入会按顺序返回逐文件结果。
+     */
+    @Test
+    public void shouldExtractDocumentsForMultipleFiles() {
+        RecordingDocumentParseBridgeService bridgeService = new RecordingDocumentParseBridgeService();
+        DocNodeFileContentExtractor extractor = new DocNodeFileContentExtractor(
+            bridgeService,
+            new FakeFileStorageService(),
+            new FakeReaderManager("plain text")
+        );
+
+        List<DocNodeFileContentExtractor.DocExtractedDocument> documents = extractor.extractDocuments(Arrays.asList(
+            buildFileValue("demo.pdf", "/files/demo.pdf", "application/pdf"),
+            buildFileValue("note.txt", "/files/note.txt", "text/plain")
+        ));
+
+        Assert.assertEquals(2, documents.size());
+        Assert.assertEquals("demo.pdf", documents.get(0).getFileName());
+        Assert.assertEquals("# parsed", documents.get(0).getContent());
+        Assert.assertEquals("note.txt", documents.get(1).getFileName());
+        Assert.assertEquals("plain text", documents.get(1).getContent());
+    }
+
+    /**
+     * 验证多文件中任一文件失败时会暴露文件名。
+     */
+    @Test
+    public void shouldExposeFileNameWhenMultipleDocumentsFail() {
+        RecordingDocumentParseBridgeService bridgeService = new RecordingDocumentParseBridgeService();
+        bridgeService.response.setPreferredText(null);
+        bridgeService.response.setMarkdown(null);
+        bridgeService.response.setPlainText(null);
+        DocNodeFileContentExtractor extractor = new DocNodeFileContentExtractor(
+            bridgeService,
+            new FakeFileStorageService(),
+            new FakeReaderManager("plain text")
+        );
+
+        try {
+            extractor.extractDocuments(Arrays.asList(
+                buildFileValue("broken.pdf", "/files/broken.pdf", "application/pdf"),
+                buildFileValue("note.txt", "/files/note.txt", "text/plain")
+            ));
+            Assert.fail("expected BusinessException");
+        } catch (BusinessException e) {
+            Assert.assertEquals("文件解析失败(broken.pdf): 文档解析结果为空", e.getMessage());
+        }
+    }
+
     private Map<String, Object> buildFileValue(String fileName, String filePath, String contentType) {
         Map<String, Object> value = new HashMap<String, Object>();
         value.put("fileName", fileName);
diff --git a/easyflow-modules/easyflow-module-ai/src/test/java/tech/easyflow/ai/node/DocNodeTest.java b/easyflow-modules/easyflow-module-ai/src/test/java/tech/easyflow/ai/node/DocNodeTest.java
new file mode 100644
index 0000000..fcf216d
--- /dev/null
+++ b/easyflow-modules/easyflow-module-ai/src/test/java/tech/easyflow/ai/node/DocNodeTest.java
@@ -0,0 +1,40 @@
+package tech.easyflow.ai.node;
+
+import com.easyagents.flow.core.chain.Parameter;
+import org.junit.Assert;
+import org.junit.Test;
+
+import java.lang.reflect.Method;
+import java.util.Arrays;
+import java.util.Map;
+
+/**
+ * {@link DocNode} 单元测试。
+ */
+public class DocNodeTest {
+
+    /**
+     * 历史工作流若改过输出名，仍应按固定输出槽位顺序映射运行态结果键。
+     *
+     * @throws Exception 反射调用失败
+     */
+    @Test
+    public void shouldResolveOutputKeyMappingByOutputOrder() throws Exception {
+        DocNode node = new DocNode();
+        node.setOutputDefs(Arrays.asList(
+                parameter("documentItems")
+        ));
+
+        Method method = DocNode.class.getDeclaredMethod("resolveOutputKeyMapping");
+        method.setAccessible(true);
+        Map<String, String> mapping = (Map<String, String>) method.invoke(node);
+
+        Assert.assertEquals("documentItems", mapping.get("documents"));
+    }
+
+    private static Parameter parameter(String name) {
+        Parameter parameter = new Parameter();
+        parameter.setName(name);
+        return parameter;
+    }
+}
diff --git a/easyflow-ui-admin/app/src/views/ai/workflow/customNode/documentNode.ts b/easyflow-ui-admin/app/src/views/ai/workflow/customNode/documentNode.ts
index 55bda30..f4ee8ea 100644
--- a/easyflow-ui-admin/app/src/views/ai/workflow/customNode/documentNode.ts
+++ b/easyflow-ui-admin/app/src/views/ai/workflow/customNode/documentNode.ts
@@ -24,14 +24,37 @@ export default {
     ],
     outputDefs: [
       {
-        name: 'content',
-        title: $t('aiWorkflow.parsedText'),
-        dataType: 'String',
+        name: 'documents',
+        title: $t('aiWorkflow.documents'),
+        dataType: 'Array',
         dataTypeDisabled: true,
         required: true,
         parametersAddEnable: false,
-        description: $t('aiWorkflow.descriptions.parsedText'),
+        description: $t('aiWorkflow.documents'),
         deleteDisabled: true,
+        nameDisabled: true,
+        children: [
+          {
+            name: 'fileName',
+            title: $t('aiWorkflow.fileName'),
+            dataType: 'String',
+            dataTypeDisabled: true,
+            required: true,
+            parametersAddEnable: false,
+            deleteDisabled: true,
+            nameDisabled: true,
+          },
+          {
+            name: 'content',
+            title: $t('aiWorkflow.parsedText'),
+            dataType: 'String',
+            dataTypeDisabled: true,
+            required: true,
+            parametersAddEnable: false,
+            deleteDisabled: true,
+            nameDisabled: true,
+          },
+        ],
       },
     ],
   },
diff --git a/easyflow-ui-admin/packages/tinyflow-ui/src/components/base/Button.test.ts b/easyflow-ui-admin/packages/tinyflow-ui/src/components/base/Button.test.ts
new file mode 100644
index 0000000..0ba17f6
--- /dev/null
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/base/Button.test.ts
@@ -0,0 +1,53 @@
+import { flushSync, mount, unmount } from 'svelte';
+import { afterEach, describe, expect, it, vi } from 'vitest';
+
+import Button from './button.svelte';
+import MenuButton from './menu-button.svelte';
+
+describe('Button', () => {
+  afterEach(() => {
+    document.body.innerHTML = '';
+  });
+
+  it('转发 onclick 到原生按钮', async () => {
+    const handleClick = vi.fn();
+    const host = document.createElement('div');
+    document.body.appendChild(host);
+
+    const app = mount(Button, {
+      target: host,
+      props: {
+        onclick: handleClick,
+      },
+    });
+    flushSync();
+
+    (host.querySelector('button') as HTMLButtonElement).click();
+
+    expect(handleClick).toHaveBeenCalledTimes(1);
+
+    await unmount(app);
+    host.remove();
+  });
+
+  it('通过 MenuButton 转发 onclick 到原生按钮', async () => {
+    const handleClick = vi.fn();
+    const host = document.createElement('div');
+    document.body.appendChild(host);
+
+    const app = mount(MenuButton, {
+      target: host,
+      props: {
+        onclick: handleClick,
+      },
+    });
+    flushSync();
+
+    (host.querySelector('button') as HTMLButtonElement).click();
+
+    expect(handleClick).toHaveBeenCalledTimes(1);
+
+    await unmount(app);
+    host.remove();
+  });
+});
diff --git a/easyflow-ui-admin/packages/tinyflow-ui/src/components/base/button.svelte b/easyflow-ui-admin/packages/tinyflow-ui/src/components/base/button.svelte
index 1e15d20..b0e43d2 100644
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/base/button.svelte
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/base/button.svelte
@@ -3,11 +3,16 @@
   import type {MyHTMLButtonAttributes} from './types';
   import type {Snippet} from 'svelte';
 
-  const { children, primary, ...rest }: MyHTMLButtonAttributes & {
+  const { children, primary, onclick, ...rest }: MyHTMLButtonAttributes & {
         children?: Snippet;
         primary?: boolean;
     } = $props();
 </script>
-<button type="button" {...rest} class="tf-btn {primary?'tf-btn-primary':''} nopan nodrag {rest.class}">
+<button
+    type="button"
+    {...rest}
+    onclick={onclick}
+    class="tf-btn {primary?'tf-btn-primary':''} nopan nodrag {rest.class}"
+>
     {@render children?.()}
 </button>
diff --git a/easyflow-ui-admin/packages/tinyflow-ui/src/components/base/select.svelte b/easyflow-ui-admin/packages/tinyflow-ui/src/components/base/select.svelte
index 9df041d..1116064 100644
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/base/select.svelte
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/base/select.svelte
@@ -182,11 +182,14 @@
                                 <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2.5"><polyline points="6 9 12 15 18 9"></polyline></svg>
                             </span>
                         {/if}
-                        <span class="tf-parameter-name">{item.label}</span>
+                        <span class="tf-parameter-name">{item.displayLabel || item.label}</span>
                     </div>
                     {#if item.dataType}
                         <span class="tf-parameter-type">{item.dataType}</span>
                     {/if}
+                    {#if item.itemTypeLabel}
+                        <span class="tf-parameter-meta">{item.itemTypeLabel}</span>
+                    {/if}
                 </div>
             </button>
         </div>
@@ -768,4 +771,11 @@
     white-space: nowrap;
     flex-shrink: 0;
   }
+
+  .tf-parameter-meta {
+    color: var(--tf-text-muted);
+    font-size: 11px;
+    white-space: nowrap;
+    flex-shrink: 0;
+  }
 </style>
diff --git a/easyflow-ui-admin/packages/tinyflow-ui/src/components/core/OutputDefItem.svelte b/easyflow-ui-admin/packages/tinyflow-ui/src/components/core/OutputDefItem.svelte
index b06ea19..4e94d15 100644
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/core/OutputDefItem.svelte
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/core/OutputDefItem.svelte
@@ -40,6 +40,13 @@
     });
 
     const { updateNodeData } = useSvelteFlow();
+    const displayParameterName = $derived.by(() => {
+        const baseName = currentParameter.name || '';
+        if (!baseName) {
+            return '';
+        }
+        return baseName;
+    });
 
     const updateAttribute = (key: string, value: any) => {
         updateNodeData(currentNodeId, (node) => {
@@ -138,11 +145,13 @@
 
 
 <div class="input-item">
-    {#if (position.length > 1)}
-        {#each position as p} &nbsp;{/each}
-    {/if}
-    <Input style="width: 100%;" value={currentParameter.name} placeholder={placeholder}
-           oninput={(e)=>{updateByEvent('name',e)}} disabled={currentParameter.nameDisabled === true} />
+    <div class="output-name-shell" class:output-name-shell--child={position.length > 1}>
+        {#if position.length > 1}
+            <span class="output-branch-marker"></span>
+        {/if}
+        <Input style="width: 100%;" value={displayParameterName} placeholder={placeholder}
+               oninput={(e)=>{updateByEvent('name',e)}} disabled={currentParameter.nameDisabled === true} />
+    </div>
 </div>
 <div class="input-item">
     <Select items={currentParameter.dataTypeItems || parameterDataTypes} style="width: 100%" defaultValue={["String"]}
@@ -200,6 +209,27 @@
     gap: 2px;
   }
 
+  .output-name-shell {
+    display: flex;
+    align-items: center;
+    width: 100%;
+    gap: 8px;
+
+    &--child {
+      padding-left: 8px;
+    }
+  }
+
+  .output-branch-marker {
+    width: 10px;
+    height: 10px;
+    flex-shrink: 0;
+    border-left: 1px solid var(--tf-border-color);
+    border-bottom: 1px solid var(--tf-border-color);
+    border-bottom-left-radius: 6px;
+    opacity: 0.9;
+  }
+
   .input-more-setting {
     display: flex;
     flex-direction: column;
@@ -221,4 +251,3 @@
   }
 
 </style>
-
diff --git a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/startNodeParameterLabel.ts b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/startNodeParameterLabel.ts
new file mode 100644
index 0000000..614f62f
--- /dev/null
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/startNodeParameterLabel.ts
@@ -0,0 +1,22 @@
+import type { Parameter } from '#types';
+
+/**
+ * 解析开始节点参数在引用选择器中的展示名。
+ *
+ * 系统主问题字段始终保持“用户问题”口径；普通自定义字段优先展示参数名，
+ * 避免文件类型字段退化为默认“文件字段”标签。
+ */
+export const getStartNodeParameterLabel = (parameter: Parameter) => {
+  const name = String(parameter?.name || '').trim();
+  if (name === 'user_input') {
+    return (
+      String(parameter?.formLabel || parameter?.displayName || '用户问题').trim()
+      || '用户问题'
+    );
+  }
+  return (
+    name
+    || String(parameter?.formLabel || parameter?.displayName || '参数').trim()
+    || '参数'
+  );
+};
diff --git a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useRefOptions.svelte.ts b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useRefOptions.svelte.ts
index b26da2e..d3d5fe9 100644
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useRefOptions.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useRefOptions.svelte.ts
@@ -1,6 +1,7 @@
 import { type Edge, type Node, useNodesData, useStore } from '@xyflow/svelte';
 import type { Parameter } from '#types';
 import { getCurrentNodeId, getOptions } from '#components/utils/NodeUtils';
+import { getStartNodeParameterLabel } from '#components/utils/startNodeParameterLabel';
 import { nodeIcons } from '../../consts';
 
 const fillRefNodeIds = (
@@ -21,24 +22,39 @@ const getChildren = (
   parentId: string,
   nodeIsChildren: boolean,
   nodeType: string,
+  parentPathLabel = '',
+  parentIsCollection = false,
 ) => {
   if (!params || params.length === 0) return [];
   return params.map((param: any) => {
+    const isCollection = param.dataType === 'Array' && param.children && param.children.length > 0;
+    const childBaseLabel = param.formLabel || param.displayName || param.name;
+    const normalizedChildLabel = String(childBaseLabel || '').trim();
+    const pathLabel = !parentPathLabel
+      ? normalizedChildLabel
+      : parentIsCollection
+        ? `${parentPathLabel}.[].${normalizedChildLabel}`
+        : `${parentPathLabel}.${normalizedChildLabel}`;
     const dataType = nodeIsChildren
       ? `Array<${param.dataType || 'String'}>`
       : param.dataType || 'String';
-    const label = param.formLabel || param.displayName || param.name;
     return {
-      label,
+      label: pathLabel,
       dataType: dataType,
       value: parentId + '.' + param.name,
       selectable: true,
       nodeType: nodeType,
+      displayLabel: pathLabel,
+      pathLabel,
+      itemTypeLabel: parentIsCollection ? '数组项字段' : undefined,
+      isCollection,
       children: getChildren(
         param.children,
         parentId + '.' + param.name,
         nodeIsChildren,
         nodeType,
+        pathLabel,
+        isCollection,
       ),
     };
   });
@@ -72,8 +88,7 @@ const nodeToOptions = (
         const dataType = nodeIsChildren
           ? `Array<${parameter.dataType || 'String'}>`
           : parameter.dataType || 'String';
-        const label =
-          parameter.formLabel || parameter.displayName || parameter.name;
+        const label = getStartNodeParameterLabel(parameter);
         children.push({
           label,
           dataType: dataType,
diff --git a/easyflow-ui-admin/packages/tinyflow-ui/src/index.ts b/easyflow-ui-admin/packages/tinyflow-ui/src/index.ts
index 0e7cd9e..33ee682 100644
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/index.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/index.ts
@@ -1,5 +1,4 @@
 export * from './types';
 export * from './Tinyflow';
 export * from './components/TinyflowComponent.svelte';
-export * from './utils/workflowNodeFields';
 export * from './utils/sanitize';
diff --git a/easyflow-ui-admin/packages/tinyflow-ui/src/types.ts b/easyflow-ui-admin/packages/tinyflow-ui/src/types.ts
index d50d246..3028f7a 100644
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/types.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/types.ts
@@ -15,6 +15,9 @@ export type SelectItem = {
   nodeType?: string;
   dataType?: string;
   displayLabel?: string;
+  pathLabel?: string;
+  itemTypeLabel?: string;
+  isCollection?: boolean;
   tags?: string[];
   children?: SelectItem[];
 };
@@ -115,6 +118,9 @@ export type Parameter = {
   name?: string;
   nameDisabled?: boolean;
   displayName?: string;
+  pathLabel?: string;
+  itemTypeLabel?: string;
+  isCollection?: boolean;
   dataType?: string;
   dataTypeItems?: SelectItem[];
   dataTypeDisabled?: boolean;
diff --git a/easyflow-ui-admin/packages/tinyflow-ui/src/utils/workflowNodeFields.test.ts b/easyflow-ui-admin/packages/tinyflow-ui/src/utils/workflowNodeFields.test.ts
index cb4a4c2..07fab95 100644
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/utils/workflowNodeFields.test.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/utils/workflowNodeFields.test.ts
@@ -359,8 +359,12 @@ describe('workflow node fields', () => {
 
     expect(documentsParameter?.displayName).toBe('知识库 > documents');
     expect(documentsParameter?.formLabel).toBe('知识库 > documents');
-    expect(contentParameter?.displayName).toBe('知识库 > documents.content');
-    expect(contentParameter?.formLabel).toBe('知识库 > documents.content');
+    expect(documentsParameter?.pathLabel).toBe('documents');
+    expect(documentsParameter?.isCollection).toBe(true);
+    expect(contentParameter?.displayName).toBe('知识库 > documents.[].content');
+    expect(contentParameter?.formLabel).toBe('知识库 > documents.[].content');
+    expect(contentParameter?.pathLabel).toBe('documents.[].content');
+    expect(contentParameter?.itemTypeLabel).toBe('数组项字段');
   });
 
   it('uses document node child outputs for reference display', () => {
@@ -385,14 +389,6 @@ describe('workflow node fields', () => {
               },
             ],
           },
-          {
-            name: 'contents',
-            formLabel: '逐文件内容',
-          },
-          {
-            name: 'count',
-            formLabel: '数量',
-          },
         ],
       },
     };
@@ -419,13 +415,9 @@ describe('workflow node fields', () => {
     expect(parameters.find((item) => item.name === 'doc_1.documents')?.displayName)
       .toBe('文档解析 > documents');
     expect(parameters.find((item) => item.name === 'doc_1.documents.fileName')?.displayName)
-      .toBe('文档解析 > documents.fileName');
+      .toBe('文档解析 > documents.[].fileName');
     expect(parameters.find((item) => item.name === 'doc_1.documents.content')?.displayName)
-      .toBe('文档解析 > documents.content');
-    expect(parameters.find((item) => item.name === 'doc_1.contents')?.displayName)
-      .toBe('文档解析 > contents');
-    expect(parameters.find((item) => item.name === 'doc_1.count')?.displayName)
-      .toBe('文档解析 > count');
+      .toBe('文档解析 > documents.[].content');
   });
 
   it('applies default binding to llm user prompt after connect', () => {
diff --git a/easyflow-ui-admin/packages/tinyflow-ui/src/utils/workflowNodeFields.ts b/easyflow-ui-admin/packages/tinyflow-ui/src/utils/workflowNodeFields.ts
index 3bd9f81..04e379b 100644
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/utils/workflowNodeFields.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/utils/workflowNodeFields.ts
@@ -160,6 +160,38 @@ function getReferenceParameterLabel(parameter?: Parameter | null) {
   return asString(parameter?.name).trim() || getParameterLabel(parameter);
 }
 
+function isCollectionOutputParameter(parameter?: Parameter | null) {
+  const dataType = asString(parameter?.dataType).trim();
+  return (
+    !!parameter?.children?.length &&
+    (
+      dataType === 'Array' ||
+      dataType.length === 0
+    )
+  );
+}
+
+function getCollectionDisplayName(label: string) {
+  return label.endsWith('.[]') ? label : `${label}.[]`;
+}
+
+function buildCollectionAwareLabel(
+  referenceLabel: string,
+  parentLabel: string,
+  parentIsCollection: boolean,
+) {
+  const normalizedReferenceLabel = asString(referenceLabel).trim();
+  if (!normalizedReferenceLabel) {
+    return parentLabel;
+  }
+  if (!parentLabel) {
+    return normalizedReferenceLabel;
+  }
+  return parentIsCollection
+    ? `${parentLabel}.[].${normalizedReferenceLabel}`
+    : `${parentLabel}.${normalizedReferenceLabel}`;
+}
+
 function buildDisconnectedDisplayName(parameter: Parameter) {
   const displayName =
     asString(parameter.displayName).trim() ||
@@ -200,6 +232,7 @@ function flattenOutputDefs(
   parameters: Parameter[],
   parentPath = '',
   parentLabel = '',
+  parentIsCollection = false,
 ): Parameter[] {
   if (!parameters.length) {
     return [];
@@ -212,17 +245,21 @@ function flattenOutputDefs(
     }
 
     const path = parentPath ? `${parentPath}.${rawName}` : rawName;
-    const label = parentLabel
-      ? `${parentLabel}.${getReferenceParameterLabel(parameter)}`
-      : getReferenceParameterLabel(parameter);
+    const referenceLabel = getReferenceParameterLabel(parameter);
+    const label = buildCollectionAwareLabel(referenceLabel, parentLabel, parentIsCollection);
+    const displayName = `${getNodeTitle(node)} > ${label}`;
+    const isCollection = isCollectionOutputParameter(parameter);
     const fullRef = `${node.id}.${path}`;
     const baseCandidate: Parameter = ensureParameterId({
       name: fullRef,
       ref: fullRef,
       refType: 'ref',
       dataType: parameter.dataType || 'String',
-      displayName: `${getNodeTitle(node)} > ${label}`,
-      formLabel: `${getNodeTitle(node)} > ${label}`,
+      displayName,
+      formLabel: displayName,
+      pathLabel: label,
+      itemTypeLabel: parentIsCollection ? '数组项字段' : undefined,
+      isCollection,
       nameDisabled: true,
       dataTypeDisabled: true,
       deleteDisabled: true,
@@ -234,6 +271,7 @@ function flattenOutputDefs(
       parameter.children || [],
       path,
       label,
+      isCollection,
     );
 
     return [baseCandidate, ...children];
@@ -1227,7 +1265,7 @@ export function renameStartFieldReferencesInNodes(
   startNodeId: string,
   currentKey: string,
   nextKey: string,
-) {
+): Node[] {
   const normalizedStartNodeId = trimString(startNodeId);
   const normalizedCurrentKey = trimString(currentKey);
   const normalizedNextKey = trimString(nextKey);