diff --git a/frontend/src/tag/hooks/tags.js b/frontend/src/tag/hooks/tags.js
index 5509287585..f71a712702 100644
--- a/frontend/src/tag/hooks/tags.js
+++ b/frontend/src/tag/hooks/tags.js
@@ -95,7 +95,6 @@ export const TagsProvider = ({ repoID, currentPath, selectTagsView, children, ..
   const handelSelectTag = useCallback((tag, isSelected) => {
     if (isSelected) return;
     const id = getTagId(tag);
-    setReloading(id === ALL_TAGS_ID);
     const node = {
       children: [],
       path: '/' + PRIVATE_FILE_TYPE.TAGS_PROPERTIES + '/' + id,
@@ -259,6 +258,7 @@ export const TagsProvider = ({ repoID, currentPath, selectTagsView, children, ..
       isLoading,
       isReloading,
       tagsData,
+      currentPath,
       store: storeRef.current,
       context: contextRef.current,
       deleteFilesCallback: params.deleteFilesCallback,
diff --git a/frontend/src/tag/views/all-tags/index.js b/frontend/src/tag/views/all-tags/index.js
index 5de83945d6..c7e074b103 100644
--- a/frontend/src/tag/views/all-tags/index.js
+++ b/frontend/src/tag/views/all-tags/index.js
@@ -17,7 +17,7 @@ const AllTags = ({ updateCurrentPath, ...params }) => {
   const [displayTag, setDisplayTag] = useState('');
   const [isLoadingMore, setLoadingMore] = useState(false);
 
-  const { isLoading, isReloading, tagsData, store, context } = useTags();
+  const { isLoading, isReloading, tagsData, store, context, currentPath } = useTags();
 
   useEffect(() => {
     const eventBus = context.eventBus;
@@ -26,6 +26,16 @@ const AllTags = ({ updateCurrentPath, ...params }) => {
     // eslint-disable-next-line react-hooks/exhaustive-deps
   }, []);
 
+  useEffect(() => {
+    if (!currentPath) return;
+    if (!currentPath.includes('/' + PRIVATE_FILE_TYPE.TAGS_PROPERTIES + '/')) return;
+    const pathList = currentPath.split('/');
+    const [, , currentTagId, children] = pathList;
+    if (currentTagId === ALL_TAGS_ID && !children) {
+      setDisplayTag('');
+    }
+  }, [currentPath]);
+
   const onChangeDisplayTag = useCallback((tagID = '') => {
     if (displayTag === tagID) return;
 
@@ -58,9 +68,9 @@ const AllTags = ({ updateCurrentPath, ...params }) => {
 
   useEffect(() => {
     if (isLoading || isReloading) {
-      onChangeDisplayTag();
+      setDisplayTag('');
     }
-  }, [isLoading, isReloading, onChangeDisplayTag]);
+  }, [isLoading, isReloading]);
 
   if (isReloading) return (<CenteredLoading />);
 
diff --git a/frontend/src/tag/views/all-tags/tags-table/cell-operation/index.js b/frontend/src/tag/views/all-tags/tags-table/cell-operation/index.js
deleted file mode 100644
index 065569c9f7..0000000000
--- a/frontend/src/tag/views/all-tags/tags-table/cell-operation/index.js
+++ /dev/null
@@ -1,23 +0,0 @@
-import React from 'react';
-import PropTypes from 'prop-types';
-import TagNameOperationBtn from './tag-name-operation-btn';
-import { PRIVATE_COLUMN_KEY } from '../../../../constants/column/private';
-
-const CellOperationBtn = ({ column, record, ...customProps }) => {
-
-  switch (column.key) {
-    case PRIVATE_COLUMN_KEY.TAG_NAME: {
-      return (<TagNameOperationBtn {...customProps} column={column} record={record} />);
-    }
-    default: {
-      return null;
-    }
-  }
-};
-
-CellOperationBtn.propTypes = {
-  column: PropTypes.object,
-  record: PropTypes.object,
-};
-
-export default CellOperationBtn;
diff --git a/frontend/src/tag/views/all-tags/tags-table/cell-operation/tag-name-operation-btn/index.css b/frontend/src/tag/views/all-tags/tags-table/cell-operation/tag-name-operation-btn/index.css
deleted file mode 100644
index dd0c386459..0000000000
--- a/frontend/src/tag/views/all-tags/tags-table/cell-operation/tag-name-operation-btn/index.css
+++ /dev/null
@@ -1,18 +0,0 @@
-.sf-tag-cell-operation-btn {
-  background: #fff;
-  border-radius: 3px;
-  box-shadow: rgba(15, 15, 15, 0.1) 0px 0px 0px 1px, rgba(15, 15, 15, 0.1) 0px 2px 4px;
-  position: absolute;
-  right: 8px;
-  top: 6px;
-  transition: background 0.020s ease-in;
-}
-
-.sf-tag-cell-operation-btn:hover {
-  background: #efefef;
-}
-
-.sf-tag-cell-operation-btn .sf-metadata-icon {
-  fill: #666;
-  font-size: 14px;
-}
diff --git a/frontend/src/tag/views/all-tags/tags-table/cell-operation/tag-name-operation-btn/index.js b/frontend/src/tag/views/all-tags/tags-table/cell-operation/tag-name-operation-btn/index.js
deleted file mode 100644
index 9bbbf6aca6..0000000000
--- a/frontend/src/tag/views/all-tags/tags-table/cell-operation/tag-name-operation-btn/index.js
+++ /dev/null
@@ -1,39 +0,0 @@
-import React from 'react';
-import PropTypes from 'prop-types';
-import { UncontrolledTooltip } from 'reactstrap';
-import { IconBtn } from '@seafile/sf-metadata-ui-component';
-import { PRIVATE_COLUMN_KEY } from '../../../../../constants';
-import { gettext } from '../../../../../../utils/constants';
-
-import './index.css';
-
-const TagNameOperationBtn = ({ record, setDisplayTag }) => {
-
-  const handelClick = () => {
-    setDisplayTag(record[PRIVATE_COLUMN_KEY.ID]);
-  };
-
-  return (
-    <>
-      <IconBtn id="sf-tag-open-tag-files" className="sf-tag-cell-operation-btn" size={20} iconName="open-file" onClick={handelClick} />
-      <UncontrolledTooltip
-        hideArrow
-        target="sf-tag-open-tag-files"
-        placement="bottom"
-        fade={false}
-        delay={{ show: 0, hide: 0 }}
-        modifiers={{ preventOverflow: { boundariesElement: document.body } }}
-      >
-        {gettext('Tag related files')}
-      </UncontrolledTooltip>
-    </>
-  );
-};
-
-TagNameOperationBtn.propTypes = {
-  column: PropTypes.object,
-  record: PropTypes.object,
-  setDisplayTag: PropTypes.func,
-};
-
-export default TagNameOperationBtn;
diff --git a/frontend/src/tag/views/all-tags/tags-table/editors/editor-factory.js b/frontend/src/tag/views/all-tags/tags-table/editors/editor-factory.js
index 53f48d8144..ad96484956 100644
--- a/frontend/src/tag/views/all-tags/tags-table/editors/editor-factory.js
+++ b/frontend/src/tag/views/all-tags/tags-table/editors/editor-factory.js
@@ -1,3 +1,4 @@
+import React from 'react';
 import ParentTagsEditor from './parent-tags';
 import ChildTagsEditor from './child-tags';
 import TagNameEditor from './tag-name';
diff --git a/frontend/src/tag/views/all-tags/tags-table/formatter/formatter-factory.js b/frontend/src/tag/views/all-tags/tags-table/formatter/formatter-factory.js
index 8a58374d96..2402287266 100644
--- a/frontend/src/tag/views/all-tags/tags-table/formatter/formatter-factory.js
+++ b/frontend/src/tag/views/all-tags/tags-table/formatter/formatter-factory.js
@@ -1,13 +1,15 @@
+import React from 'react';
 import ParentTagsFormatter from './parent-tags';
 import TagNameFormatter from './tag-name';
 import ChildTagsFormatter from './child-tags';
 import TagFilesFormatter from './tag-files';
 import { PRIVATE_COLUMN_KEY } from '../../../../constants';
 
-export const createColumnFormatter = ({ column }) => {
+export const createColumnFormatter = ({ column, otherProps }) => {
   switch (column.key) {
     case PRIVATE_COLUMN_KEY.TAG_NAME: {
-      return <TagNameFormatter />;
+      const { setDisplayTag } = otherProps;
+      return <TagNameFormatter setDisplayTag={setDisplayTag} />;
     }
     case PRIVATE_COLUMN_KEY.PARENT_LINKS: {
       return <ParentTagsFormatter />;
diff --git a/frontend/src/tag/views/all-tags/tags-table/formatter/tag-name.js b/frontend/src/tag/views/all-tags/tags-table/formatter/tag-name.js
index e6595a7071..f14d3489e8 100644
--- a/frontend/src/tag/views/all-tags/tags-table/formatter/tag-name.js
+++ b/frontend/src/tag/views/all-tags/tags-table/formatter/tag-name.js
@@ -1,8 +1,9 @@
-import React, { useMemo } from 'react';
+import React, { useCallback, useMemo } from 'react';
+import PropTypes from 'prop-types';
 import { PRIVATE_COLUMN_KEY } from '../../../../constants';
+import { getRecordIdFromRecord } from '../../../../../metadata/utils/cell';
 
-const TagNameFormatter = ({ record }) => {
-
+const TagNameFormatter = ({ record, isCellSelected, setDisplayTag }) => {
   const tagColor = useMemo(() => {
     return record[PRIVATE_COLUMN_KEY.TAG_COLOR];
   }, [record]);
@@ -11,12 +12,24 @@ const TagNameFormatter = ({ record }) => {
     return record[PRIVATE_COLUMN_KEY.TAG_NAME];
   }, [record]);
 
+  const onClickName = useCallback(() => {
+    if (!isCellSelected) return;
+    const tagId = getRecordIdFromRecord(record);
+    setDisplayTag(tagId);
+  }, [isCellSelected, record, setDisplayTag]);
+
   return (
     <div className="sf-table-tag-name-formatter sf-table-cell-formatter sf-metadata-ui cell-formatter-container">
       <span className="sf-table-tag-color" style={{ backgroundColor: tagColor }}></span>
-      <span className="sf-table-tag-name" title={tagName}>{tagName}</span>
+      <span className="sf-table-tag-name-wrapper"><span className="sf-table-tag-name" title={tagName} onClick={onClickName}>{tagName}</span></span>
     </div>
   );
 };
 
+TagNameFormatter.propTypes = {
+  record: PropTypes.object,
+  isCellSelected: PropTypes.bool,
+  setDisplayTag: PropTypes.func,
+};
+
 export default TagNameFormatter;
diff --git a/frontend/src/tag/views/all-tags/tags-table/index.css b/frontend/src/tag/views/all-tags/tags-table/index.css
index 6db83dfeba..5af683cd09 100644
--- a/frontend/src/tag/views/all-tags/tags-table/index.css
+++ b/frontend/src/tag/views/all-tags/tags-table/index.css
@@ -24,7 +24,12 @@
   transform: translateY(-50%);
 }
 
-.sf-table-tag-name-formatter .sf-table-tag-name {
+.sf-table-tag-name-formatter .sf-table-tag-name-wrapper {
   flex: 1;
   padding-left: 20px;
+
+}
+
+.sf-table-cell.cell-selected .sf-table-tag-name-formatter .sf-table-tag-name:hover {
+  text-decoration: underline;
 }
diff --git a/frontend/src/tag/views/all-tags/tags-table/index.js b/frontend/src/tag/views/all-tags/tags-table/index.js
index ad4f8576c0..4040e368e8 100644
--- a/frontend/src/tag/views/all-tags/tags-table/index.js
+++ b/frontend/src/tag/views/all-tags/tags-table/index.js
@@ -2,7 +2,6 @@ import React, { useCallback, useMemo, useRef, useState } from 'react';
 import PropTypes from 'prop-types';
 import SFTable from '../../../../components/sf-table';
 import EditTagDialog from '../../../components/dialog/edit-tag-dialog';
-import CellOperationBtn from './cell-operation';
 import { createTableColumns } from './columns-factory';
 import { createContextMenuOptions } from './context-menu-options';
 import { gettext } from '../../../../utils/constants';
@@ -73,12 +72,13 @@ const TagsTable = ({
       _id: TABLE_ID,
       ...tagsData,
       columns: createTableColumns(tagsData.columns, {
+        setDisplayTag,
         updateTag,
         addTagLinks,
         deleteTagLinks,
       }),
     };
-  }, [tagsData, updateTag, addTagLinks, deleteTagLinks]);
+  }, [tagsData, setDisplayTag, updateTag, addTagLinks, deleteTagLinks]);
 
   const visibleColumns = useMemo(() => {
     const keyColumnMap = table.columns.reduce((currKeyColumnMap, column) => ({ ...currKeyColumnMap, [column.key]: column }), {});
@@ -139,10 +139,6 @@ const TagsTable = ({
     modifyColumnWidthAPI(column.key, newWidth);
   }, [modifyColumnWidthAPI]);
 
-  const TagTableCellOperationBtn = useMemo(() => {
-    return (<CellOperationBtn setDisplayTag={setDisplayTag} />);
-  }, [setDisplayTag]);
-
   const createTagContextMenuOptions = useCallback((tableProps) => {
     return createContextMenuOptions({
       ...tableProps,
@@ -185,7 +181,6 @@ const TagsTable = ({
         isLoadingMoreRecords={isLoadingMoreRecords}
         hasMoreRecords={table.hasMore}
         showGridFooter={false}
-        CellOperationBtn={TagTableCellOperationBtn}
         createContextMenuOptions={createTagContextMenuOptions}
         storeGridScroll={storeGridScroll}
         storeFoldedGroups={storeFoldedGroups}