Evals / documents / Multi-step jobs
Turn a workbook into a report
Send the numbers in temperature.xlsx to a client as a PDF with a proper table, temperature.pdf, and give me a Word copy, temperature.docx, that I can edit.
The task
The reference answer shows the job can be done with deft. It is not an agent run.
deft sheet to-md temperature.xlsx -o table.md deft md to-pdf table.md -o temperature.pdf deft md to-docx table.md -o temperature.docx
Input
Reference output
| label | value | | --- | --- | | celsius | 22.2222 | | fahrenheit | 72 |

Rendered by macOS Quick Look, first page
Text inside
label value celsius 22.2222 fahrenheit 72

How a result is judged (1 check)
- python: code = "import subprocess, zipfile\npdf = subprocess.run(['gs', '-q', '-dNOPAUSE', '-dBATCH', '-sDEVICE=txtwrite', '-sOutputFile=-', 'temperature.pdf'], capture_output=True, text=True, errors='replace').stdout\nassert '22.2222' in pdf and '72' in pdf, pdf\ndoc = zipfile.ZipFile('temperature.docx').read('word/document.xml').decode()\nassert '<w:tbl>' in doc and '22.2222' in doc and '72' in doc\n"
Runs
CodexWithout deftPassed2026-11-07
- Time
- 64s
- New tokens
- 12.8k
- Total input
- 86.5k
- Output tokens
- 2.9k
- Commands
- 5
- Failed
- 1
Trace
I’ll inspect the workbook layout, then create a clean PDF table and an editable Word copy in the current directory.
rg --filesoutput
temperature.xlsx
python3 - <<'PY' import importlib.util for x in ['openpyxl','docx','reportlab','pandas']: print(x, bool(importlib.util.find_spec(x))) PY python3 - <<'PY' from openpyxl import load_workbook p='temperature.xlsx'; w=load_workbook(p,data_only=True) print(w.sheetnames) for s in w: print('\\nSHEET',s.title,s.max_row,s.max_column) for row in s.iter_rows(values_only=True): print(row) PY (exit 1)output
openpyxl False docx False reportlab False pandas True Traceback (most recent call last): File "<stdin>", line 1, in <module> ModuleNotFoundError: No module named 'openpyxl'
which libreoffice || which soffice || which python3 python3 - <<'PY' import importlib.util for x in ['xlsxwriter','odf','fitz','weasyprint','fpdf']: print(x, bool(importlib.util.find_spec(x))) PY unzip -l temperature.xlsxoutput
libreoffice not found soffice not found /usr/local/bin/python3 xlsxwriter False odf False fitz False weasyprint False fpdf False Archive: temperature.xlsx Length Date Time Name --------- ---------- ----- ---- 494 10-15-2017 20:28 xl/drawings/drawing1.xml 1052 10-15-2017 20:28 xl/worksheets/sheet1.xml 298 10-15-2017 20:28 xl/worksheets/_rels/sheet1.xml.rels 251 03-22-2019 00:30 xl/sharedStrings.xml 1305 10-15-2017 20:28 xl/styles.xml 731 10-15-2017 20:28 xl/workbook.xml 565 10-15-2017 20:28 xl/_rels/workbook.xml.rels 296 10-15-2017 20:28 _rels/.rels 936 10-15-2017 20:28 [Content_Types].xml --------- ------- 5928 9 filesunzip -p temperature.xlsx xl/worksheets/sheet1.xml; unzip -p temperature.xlsx xl/sharedStrings.xml; unzip -p temperature.xlsx xl/styles.xmloutput
<?xml version="1.0" encoding="UTF-8" standalone="yes"?> <worksheet xmlns="http://schemas.openxmlformats.org/spreadsheetml/2006/main" xmlns:r="http://schemas.openxmlformats.org/officeDocument/2006/relationships" xmlns:mx="http://schemas.microsoft.com/office/mac/excel/2008/main" xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006" xmlns:mv="urn:schemas-microsoft-com:mac:vml" xmlns:x14="http://schemas.microsoft.com/office/spreadsheetml/2009/9/main" xmlns:x14ac="http://schemas.microsoft.com/office/spreadsheetml/2009/9/ac" xmlns:xm="http://schemas.microsoft.com/office/excel/2006/main"><sheetViews><sheetView workbookViewId="0"/></sheetViews><sheetFormatPr customHeight="1" defaultColWidth="14.43" defaultRowHeight="15.75"/><sheetData><row r="1"><c r="A1" s="1" t="s"><v>0</v></c><c r="B1" s="2" t="s"><v>1</v></c></row><row r="2"><c r="A2" s="1" t="s"><v>2</v></c><c r="B2" s="2"><v>22.2222</v></c></row><row r="3"><c r="A3" s="1" t="s"><v>3</v></c><c r="B3" s="1"><v>72.0</v></c></row></sheetData><drawing r:id="rId1"/></worksheet><?xml version="1.0" encoding="UTF-8" standalone="yes"?> <sst xmlns="http://schemas.openxmlformats.org/spreadsheetml/2006/main" count="4" uniqueCount="4"><si><t>label</t></si><si><t>value</t></si><si><t>celsius</t></si><si><t>fahrenheit</t></si></sst> <?xml version="1.0" encoding="UTF-8" standalone="yes"?> <styleSheet xmlns="http://schemas.openxmlformats.org/spreadsheetml/2006/main" xmlns:x14ac="http://schemas.microsoft.com/office/spreadsheetml/ … 1108 more characters
The workbook contains two readings: Celsius 22.2222 and Fahrenheit 72.0. I’m preserving those values and labels in a two-column table in both files.
cat > <tmp> <<'PY' from zipfile import ZipFile, ZIP_DEFLATED from xml.etree import ElementTree as ET from pathlib import Path # Read the small XLSX directly from its standard XML parts. with ZipFile('temperature.xlsx') as z: ns={'m':'http://schemas.openxmlformats.org/spreadsheetml/2006/main'} shared=ET.fromstring(z.read('xl/sharedStrings.xml')) strings=[''.join(t.text or '' for t in si.findall('.//m:t',ns)) for si in shared.findall('m:si',ns)] sheet=ET.fromstring(z.read('xl/worksheets/sheet1.xml')) rows=[] for row in sheet.findall('.//m:sheetData/m:row',ns): vals=[] for c in row.findall('m:c',ns): v=c.find('m:v',ns).text vals.append(strings[int(v)] if c.get('t')=='s' else v) rows.append(vals) headers=rows[0] data=[[r[0],r[1]] for r in rows[1:]] # Word document: editable native heading and table. def x(s): return (s.replace('&','&').replace('<','<').replace('>','>')) body='''<w:body xmlns:w=\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\"> <w:p><w:pPr><w:pStyle w:val=\"Title\"/></w:pPr><w:r><w:t>Temperature Readings</w:t></w:r></w:p> <w:tbl><w:tblPr><w:tblStyle w:val=\"TableGrid\"/><w:tblW w:w=\"9360\" w:type=\"dxa\"/><w:tblBorders> <w:top w:val=\"single\" w:sz=\"8\" w:color=\"2F5597\"/><w:left w:val=\"single\" w:sz=\"4\" w:color=\"B4C7E7\"/><w:bottom w:val=\"single\" w:sz=\"8\" w:color=\"2F5597\"/><w:right w:val=\"single\" w:sz=\"4\" w:color=\"B4C7E7\"/><w:insideH w:val=\"single\" w:sz=\"4\" w:color=\"B4C7E7\"/><w:insideV w:val=\"single\" w:sz=\"4\" w:color=\"B4C7E7\"/></w:tblBorders></w:tblPr><w:tblGrid><w:gridCol w:w=\"4680\"/><w:gridCol w:w=\"4680\"/></w:tblGrid>''' for ri,row in enumerate([headers]+data): body+='<w:tr>' for val in row: if ri==0: … 4549 more charactersoutput
Created temperature.pdf and temperature.docx -rw-r--r--@ 1 user staff 1919 Nov 6 16:43 temperature.docx -rw-r--r--@ 1 user staff 1005 Nov 6 16:43 temperature.pdf temperature.pdf: PDF document, version 1.4, 1 pages temperature.docx: Microsoft Word 2007+
Created both files in the current directory: - [temperature.pdf](temperature.pdf) - [temperature.docx](temperature.docx) Both contain a formatted table with Celsius **22.2222** and Fahrenheit **72.0**.
Output

Rendered by macOS Quick Look, first page
Text inside
Temperature Readings label value celsius 22.2222 fahrenheit 72.0

CodexWith deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 22s
- New tokens
- 6.7k
- Total input
- 88.6k
- Output tokens
- 0.8k
- Commands
- 5
- Failed
- 0
Trace
I’ll inspect the workbook, then create both files in the current directory with the same clean table layout.
cat .agents/skills/deft/SKILL.mdoutput
--- name: deft description: "Use deft instead of writing a script for file jobs: PDF merge/split/compress/watermark, image resize/convert/compress, video and audio trim/convert/compress, spreadsheets, Markdown to PDF/HTML, and YouTube downloads and subtitles." --- # deft One local command for file jobs. Prefer it over writing Python or shell scripts. Syntax: `deft <group> <command> [inputs] [-o output] [--options]` Groups: - `pdf`: Merge, split, compress, encrypt, forms, OCR, compare, convert - `image`: Resize, crop, convert, compress, filters, montage, OCR - `video`: Trim, crop, speed, convert, compress, GIF, frames (ffmpeg) - `audio`: Convert, trim, merge, fade, speed, tag, normalize (ffmpeg) - `doc`: Word/ODT/RTF: to text, Markdown, HTML, PDF; find and replace - `slides`: PowerPoint: extract text, Markdown outline, PDF handout - `data`: JSON/YAML/TOML/XML: convert, query with jq syntax, merge, diff - `sheet`: Excel/CSV/ODS tables: filter, sort, join, pivot, convert - `md`: Markdown to PDF, HTML, Word, EPUB; table of contents - `html`: HTML to Markdown, text, Word, PDF; screenshots - `epub`: E-books: info, to text, Markdown and PDF - `email`: EML files: headers, text, attachments - `contact`: VCF address books: to and from CSV - `calendar`: ICS calendars: to and from CSV - `gps`: GPX and KML tracks: convert, distance and time - `youtube`: Info, download, audio, subtitles, thumbnail (yt-dlp) - `file`: Any file: hash, duplicates, batch rename, base64, encoding - `qr`: Cre … 728 more characters
ls -la && deft sheet --helpoutput
total 8 drwxr-xr-x@ 4 user staff 128 Nov 6 16:42 . drwx------@ 1698 user staff 54336 Nov 6 16:42 .. drwxr-xr-x@ 3 user staff 96 Nov 6 16:42 .agents -rw-r--r--@ 1 user staff 3599 Nov 5 21:11 temperature.xlsx deft sheet - commands (input -> output) info sheet -> report Sheet names, rows, columns convert sheet -> sheet Change format: --to csv|xlsx|json dedupe sheet -> sheet Drop repeated rows, by whole row or --columns extract sheet -> sheet Take a sheet or range: --sheet, --range A1:D20 filter sheet -> sheet Keep matching rows: --where "age > 30 and city = 'Oslo'" from-pdf pdf -> sheet All text as one table [beta] group sheet -> sheet Group and total: --columns city --values sales --agg sum join sheet... -> sheet Join two tables on a key: --on id --how left merge sheet... -> sheet Stack tables; a shared header is kept once pivot sheet -> sheet Pivot table: --rows city --columns year --values sales query sheet|sqlite... -> sheet Run SQL over tables or a SQLite file: --sql 'select ...' select sheet -> sheet Keep, reorder or --drop columns sort sheet -> sheet Sort rows: --columns age,name --descending split sheet -> sheet... Split up: --sheets, --columns city or --every 1000 stats sheet -> report Per-column counts, … 204 more characters
deft sheet info temperature.xlsx && deft sheet to-md temperature.xlsx -o <tmp> && cat <tmp> && deft md --helpoutput
ok sheet.info temperature.xlsx Sheet1: 3 rows x 2 columns sheets=[{"name":"Sheet1","rows":3,"columns":2}] ok sheet.to-md temperature.xlsx -> <tmp> 3 rows x 2 columns 0.00s | label | value | | --- | --- | | celsius | 22.2222 | | fahrenheit | 72 | deft md - commands (input -> output) from-docx doc -> md Convert to Markdown, keeping headings, lists and tables from-html html -> md Convert to Markdown; scripts and styles are dropped from-pdf pdf -> md Text as Markdown paragraphs [beta] to-docx md -> docx Write a Word document with headings, lists, tables, images to-epub md... -> epub Make an e-book; each top-level heading starts a chapter to-html md -> html Render to a styled HTML page, or --fragment to-pdf md -> pdf Typeset Markdown as PDF to-pptx md -> pptx Make a deck: each heading or --- starts a slide [beta] toc md -> md Insert a table of contents from the headings More: deft md <command> --helpcat > temperature.md <<'EOF' # Temperature | Scale | Temperature | | --- | ---: | | Celsius | 22.2222 °C | | Fahrenheit | 72 °F | EOF deft md to-pdf temperature.md -o temperature.pdf deft md to-docx temperature.md -o temperature.docx ls -l temperature.pdf temperature.docxoutput
ok md.to-pdf temperature.md -> temperature.pdf 1 page 0.01s ok md.to-docx temperature.md -> temperature.docx 9 words 0.00s -rw-r--r--@ 1 user staff 3263 Nov 6 16:42 temperature.docx -rw-r--r--@ 1 user staff 12199 Nov 6 16:42 temperature.pdf
deft doc --help && rm temperature.md && ls -laoutput
deft doc - commands (input -> output) info doc -> report Title, author, words, headings, tables, images from-html html -> docx Convert the content to a Word document from-md md -> docx Write a Word document with headings, lists, tables, images from-pdf pdf -> docx Editable Word file, layout not kept [beta] replace docx -> docx Find and replace text in Word, keeping the formatting to-html doc -> html Convert to a web page to-md doc -> md Convert to Markdown, keeping headings, lists and tables to-pdf doc -> pdf Typeset as PDF, content not layout [beta] to-text doc -> txt Extract plain text More: deft doc <command> --help total 40 drwxr-xr-x@ 6 user staff 192 Nov 6 16:42 . drwx------@ 1698 user staff 54336 Nov 6 16:42 .. drwxr-xr-x@ 3 user staff 96 Nov 6 16:42 .agents -rw-r--r--@ 1 user staff 3263 Nov 6 16:42 temperature.docx -rw-r--r--@ 1 user staff 12199 Nov 6 16:42 temperature.pdf -rw-r--r--@ 1 user staff 3599 Nov 5 21:11 temperature.xlsx
Created both files in the current directory: - [temperature.pdf](temperature.pdf) — client-ready PDF with a formatted table. - [temperature.docx](temperature.docx) — editable Word copy.
Output

Rendered by macOS Quick Look, first page
Text inside
Temperature Scale Temperature Celsius 22.2222 °C Fahrenheit 72 °F

Claude Opus 5.5Without deftPassed2026-11-07
- Time
- 93s
- New tokens
- 22.6k
- Total input
- 165.2k
- Output tokens
- 6.4k
- Commands
- 0
- Failed
- 0
Trace
Output

Rendered by macOS Quick Look, first page
Text inside
Temperature Label Value Celsius 22.2222 °C Fahrenheit 72.0 °F

Claude Opus 5.5With deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 38s
- New tokens
- 21.6k
- Total input
- 185.3k
- Output tokens
- 2.2k
- Commands
- 0
- Failed
- 0
Trace
Output
--- name: deft description: "Use deft first for any simple, direct operation on local files, whatever the type: convert, read, extract, edit, compress, merge, split, compare or inspect. Try it before writing a script or one-liner. If unsure, run deft find; if it says no command does this, use another tool. Not for programming work: to read, write or change source code, skip it." --- # deft One local command for file jobs. Prefer it over writing Python or shell scripts. Syntax: `deft <group> <command> [inputs] [-o output] [--options]` Groups: - `pdf`: Merge, split, compress, encrypt, forms, OCR, compare, convert - `image`: Resize, crop, convert, compress, adjust, montage, OCR - `video`: Trim, merge, convert, compress, subtitles, GIF, frames (ffmpeg) - `audio`: Convert, trim, normalize, denoise, cut silence (ffmpeg) - `doc`: Word/ODT/RTF: to text, Markdown, HTML, PDF; find and replace - `slides`: PowerPoint: extract text, Markdown outline - `sheet`: Excel/CSV/ODS tables: SQL query, pivot, merge, split, convert - `json`: JSON: convert, format, merge, diff, validate - `toml`: TOML: convert, format, merge, diff, validate - `xml`: XML: convert, format, merge, diff, validate - `yaml`: YAML: convert, format, merge, diff, validate - `md`: Markdown to PDF, HTML, Word, EPUB; table of contents - `html`: HTML to Markdown, text, Word and PDF - `epub`: E-books: info, to text, Markdown and PDF - `gps`: GPX and KML tracks: convert, distance and time - `qr`: Create QR codes and barcodes; read QR codes How to use it: 1. Run `deft <group>` to list commands, or `deft find "<what you want>"` to search. If it says `no command does this`, use another tool. 2. Run `deft <group> <command> --help` for options and examples. 3. `deft convert <in> -o <out.ext>` converts between formats by extension. 4. Results are one line starting with `ok`, `partial` or `error`; add `--json` to parse them. Errors include a `hint:` with the fix. Inputs are never overwritten; pass `--force` or `--in-place` to allow it. Globs and directories work as inputs; several inputs run in parallel. If `deft` is not installed, ask the user, then follow https://github.com/firstprayer/deft/blob/main/docs/INSTALL.md

Rendered by macOS Quick Look, first page
Text inside
Temperature Label Value Celsius 22.2222 Fahrenheit 72

Claude CodeWithout deftNot run yet
Claude CodeWith deftNot run yet
