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To create a list of sheet names with hyperlinks in Excel using Power Query, go to Data, Get Data from File, and then Workbook. Choose the workbook, go to Transform Data, filter for sheets, select the name column, remove other columns, and load the data into an existing workbook at cell reference A1. Create a new column and add hyperlinks using the sheet names. Use the hyperlink formula with the sheet name to link to each sheet.