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xlsx

Create, inspect, and edit Excel workbooks using Python helper scripts. Build formatted reports with multiple sheets, formulas, and charts, update existing tables, adjust references during structural changes, and convert data between Excel and CSV.

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Create, read, edit Excel .xlsx workbooks and CSVs.

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适用场景

  • Creating formatted Excel reports with charts
  • Inspecting workbook data and formulas
  • Adding rows or changing a table's structure
  • Converting files between Excel and CSV

包含的文件(11)

  • SKILL.md9.4 KB
  • LICENSE1.0 KB
  • references/restructuring.md3.6 KB
  • scripts/csv_to_xlsx.py3.3 KB
  • scripts/xlsx_create.py9.6 KB
  • scripts/xlsx_edit.py10.6 KB
  • scripts/xlsx_read.py5.7 KB
  • scripts/xlsx_recalc.py4.1 KB
  • scripts/xlsx_restructure.py13.4 KB
  • scripts/xlsx_to_csv.py2.3 KB
  • tests/test_xlsx_skill.py21.5 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

Xlsx Skill

Work with Excel .xlsx workbooks using Python and openpyxl: build styled multi-sheet workbooks with formulas and charts, inspect or dump existing files, edit cells and structure, and convert to/from CSV. All helper scripts are argparse CLIs that print JSON and use explicit UTF-8 I/O.

When to Use

  • Creating .xlsx reports: multiple sheets, number formats, styling, merged cells, freeze panes, autofilter, conditional formatting, charts, data-validation dropdowns, native Excel tables, defined names, hyperlinks, cell notes, sheet protection.
  • Reading a workbook: sheet inventory, dumping data as JSON or CSV, listing formulas vs cached values, notes, defined names, tables.
  • Editing existing files: set cells, append rows, insert/delete rows/columns (reference-aware via xlsx_restructure.py), copy/rename sheets, tables, names, notes, protection.
  • Recalculating formulas headlessly via LibreOffice (xlsx_recalc.py).
  • CSV interop with type inference and non-UTF-8 encodings.
  • Not for the legacy .xls binary format (use LibreOffice to convert first: soffice --headless --convert-to xlsx old.xls).

Prerequisites

  • Python 3.10+ with openpyxl (pip install openpyxl). No other third-party packages are needed; everything else is stdlib.
  • Optional: LibreOffice (soffice) for headless recalculation or format conversion.

How to Run

Run the helper scripts with the terminal tool from this skill's scripts/ directory (every script supports --help):

python scripts/xlsx_create.py spec.json report.xlsx   # build from JSON spec
python scripts/xlsx_read.py report.xlsx --sheets      # inventory
python scripts/xlsx_read.py report.xlsx --json --sheet Data
python scripts/xlsx_read.py report.xlsx --formulas
python scripts/xlsx_edit.py report.xlsx --sheet Data --set B2=42 --recalc
python scripts/xlsx_restructure.py report.xlsx --sheet Data --insert-rows 3:2
python scripts/xlsx_recalc.py report.xlsx
python scripts/csv_to_xlsx.py data.csv out.xlsx --encoding utf-8
python scripts/xlsx_to_csv.py report.xlsx out.csv --sheet Data

Author the JSON spec with write_file, inspect script JSON output with read_file or directly from stdout.

Quick Reference

TaskCommand
Create workbook from specxlsx_create.py spec.json out.xlsx
Sheet names + dimensionsxlsx_read.py f.xlsx --sheets
Dump sheet as JSONxlsx_read.py f.xlsx --json --sheet S
Dump sheet as CSVxlsx_read.py f.xlsx --csv --out d.csv
List formulas + cached valuesxlsx_read.py f.xlsx --formulas
Set a cell / formulaxlsx_edit.py f.xlsx --set "A1==SUM(B:B)"
Append a rowxlsx_edit.py f.xlsx --append '[1,"x",true]'
Insert 2 rows, refs NOT shiftedxlsx_edit.py f.xlsx --insert-rows 3:2
Insert 2 rows, refs shiftedxlsx_restructure.py f.xlsx --insert-rows 3:2
Delete a column, refs shiftedxlsx_restructure.py f.xlsx --delete-cols B
Create a native tablexlsx_edit.py f.xlsx --add-table Sales:A1:C9
Append inside a table--table-append 'Sales=["West",5]'
List tablesxlsx_edit.py f.xlsx --list-tables
Defined names--define-name "Rates='Data'!$B$2:$B$9" / --delete-name Rates / xlsx_read.py f.xlsx --names
Hyperlink`--hyperlink "A1=https://example.com
Cell note`--note "B2=Check this
Protect sheet (see Pitfalls)--protect your-password --unlock B2:B9
Recalculate via LibreOfficexlsx_recalc.py f.xlsx
Copy / rename sheet--copy-sheet Src:New --rename-sheet Old:New
Force recalc on openxlsx_edit.py f.xlsx --recalc
CSV -> styled xlsxcsv_to_xlsx.py in.csv out.xlsx
xlsx -> CSVxlsx_to_csv.py f.xlsx out.csv --encoding utf-8

Procedure

  1. Create: write a JSON spec (schema documented in xlsx_create.py --help and its docstring). Each sheet supports rows (scalars or styled cell objects), sparse cells overrides, column_widths, row_heights, merges, freeze_panes, autofilter, conditional_formats (cell_is rules and color scales), charts (bar/line/pie from cell ranges), validations (list dropdowns), tables (native Excel tables with a style name), and protection. Workbook-level defined_names maps names to refs. Cell objects also take hyperlink and note. Typed values: JSON numbers/bools pass through; dates use {"value": "2026-01-31", "type": "date"}. Number formats are Excel format strings: currency "$#,##0.00", percent "0.0%", date "yyyy-mm-dd".
  2. Formulas: set with "formula": "SUM(B2:B9)" in the spec or --set "C1==SUM(A:A)" in the editor. When writing formulas, add "full_calc_on_load": true (spec) or --recalc (editor); this sets the workbook's fullCalcOnLoad flag so Excel/LibreOffice recompute everything on open. openpyxl itself NEVER evaluates formulas.
  3. Read: --sheets for inventory (names, dimensions, merged ranges, chart count, tables, protection, defined names), --json/--csv for data, --formulas to pair each formula string with its cached result, --notes for cell comments, --names for defined names. Cached results exist only if the file was last saved by a real spreadsheet app; files fresh from openpyxl return null there. To materialize results headlessly run xlsx_recalc.py file.xlsx (uses LibreOffice; prints {"recalculated": false, ...} and exits 0 when soffice is absent), then reload with --data-only.
  4. Edit: xlsx_edit.py applies renames/copies first, then structural row/column changes, then --set/--append. It edits in place unless --out is given — copy the file first if you need the original.
  5. Restructure: for insert/delete on sheets that have formulas, merges, tables, or filters, use xlsx_restructure.py instead of xlsx_edit.py. It rewrites formula references on ALL sheets (absolute $ refs, ranges, cross-sheet refs), shifts merges, autofilter, freeze panes, validation and conditional-format ranges, table refs, defined names, and row/column dimensions, then prints a JSON report including a not_shifted list. Rules and limits: references/restructuring.md.
  6. CSV interop: csv_to_xlsx.py infers int/float/bool/ISO-date per cell and styles the header row; xlsx_to_csv.py writes ISO dates and blank strings for empty cells. Both default to UTF-8 and accept --encoding (e.g. utf-8-sig for Excel-friendly BOM, cp1252 for legacy Windows exports).

Converting to PDF

LibreOffice converts headlessly (also works for CSV export of a single sheet):

soffice --headless --convert-to pdf report.xlsx --outdir out/
soffice --headless --convert-to csv report.xlsx --outdir out/  # 1st sheet only

Only the first sheet lands in a CSV; for other sheets use xlsx_to_csv.py --sheet NAME. If soffice is missing, install LibreOffice or hand the file to the user unconverted.

Pitfalls

  • openpyxl does not calculate. Formula results are available only via load_workbook(path, data_only=True) and only when the file was previously saved by Excel/LibreOffice. Otherwise you get None.
  • xlsx_edit.py insert/delete does not shift references (raw openpyxl behavior). Use xlsx_restructure.py, which does — but even it cannot move chart anchors, images, or conditional-format RULE formulas; read its JSON report's not_shifted list and references/restructuring.md.
  • Sheet protection is NOT security. --protect sets the standard xlsx sheet-protection hash: it signals "don't edit this" to well-behaved apps and nothing more. Anyone can strip it by editing the zip's XML or unchecking it in LibreOffice. Never rely on it for confidentiality or integrity; it does not encrypt anything.
  • data_only=True then save silently discards all formulas (cached values replace them). Never save a workbook loaded that way unless that is the goal.
  • Loading strips charts/images: openpyxl does not round-trip charts, so editing a charted workbook and saving drops the charts. Re-add charts after editing, or avoid re-saving charted files.
  • CSV locale traps: always pass explicit encodings (the scripts already do) and remember European CSVs often use ; delimiters and decimal commas — use --delimiter ';' and expect strings like "12,5" to stay strings.
  • Dates are datetimes: Excel stores dates as serial numbers; openpyxl returns datetime/date objects. Dumps here emit ISO strings.
  • Sheet names are capped at 31 chars and reject [ ] : * ? / \.

Verification

  • After creating: xlsx_read.py out.xlsx --sheets and confirm sheet names, dimensions, merged ranges, and chart counts match intent.
  • Dump data with --json and compare against the source values.
  • After edits: re-dump the touched range; if formulas were written, confirm --formulas lists them and that --recalc was applied.
  • After xlsx_restructure.py: read its JSON report, then re-run --formulas and --sheets to confirm references and ranges landed where expected.
  • For a full visual check, open in LibreOffice: soffice --headless --convert-to pdf out.xlsx and inspect the PDF.

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