Evals / image / Crop, rotate and frame
Rotate an image
Rotate DSCN0010.jpg 90 degrees clockwise and save it as turned.jpg.
The task
The reference answer shows the job can be done with deft. It is not an agent run.
deft image rotate DSCN0010.jpg --angle 90 -o turned.jpg
Input

Reference output

How a result is judged (1 check)
- image: file = "turned.jpg", width = 480, height = 640
Runs
CodexWithout deftPassed2026-11-07
- Time
- 10s
- New tokens
- 3.2k
- Total input
- 40.1k
- Output tokens
- 0.2k
- Commands
- 2
- Failed
- 0
Trace
I’ll check the image file and rotate it in place to a new `turned.jpg` in the current directory.
pwd && rg --files -g 'DSCN0010.jpg' -g 'turned.jpg'output
DSCN0010.jpg
python3 -c 'from PIL import Image; im=Image.open(\"DSCN0010.jpg\"); im.rotate(-90, expand=True).save(\"turned.jpg\", quality=95)' && ls -l turned.jpgoutput
-rw-r--r--@ 1 user staff 221688 Nov 6 17:12 turned.jpg
Done. Rotated `DSCN0010.jpg` 90° clockwise and saved it as [turned.jpg](turned.jpg).
Output

CodexWith deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 14s
- New tokens
- 5.0k
- Total input
- 84.2k
- Output tokens
- 0.4k
- Commands
- 4
- Failed
- 0
Trace
I’ll use the image file workflow to rotate the JPEG and save the result in the current directory.
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
deft find "rotate image 90 clockwise"output
pdf rotate pdf -> pdf Turn pages clockwise: --angle 90, --pages video rotate video -> video Turn clockwise: --angle 90 image rotate image -> image Turn clockwise by any angle (EXIF is applied first)
deft image rotate --helpoutput
deft image rotate - Turn clockwise by any angle (EXIF is applied first) Usage: deft image rotate <image>... [-o <image|dir>] [options] In: image (each handled separately) Out: image (default <name>.rotated.<ext>) Options: --angle <number> Degrees clockwise; angles other than 90, 180, 270 grow the canvas (default 90) --quality <n> Quality for JPEG and AVIF (default 85) Common: -o --force --dry-run --json -j (deft help common) Examples: deft image rotate photo-1.jpg --angle 180 -o upside.jpg deft image rotate photo-1.jpg --angle 12.5 -o tilted.png Result fields: width, height
deft image rotate DSCN0010.jpg --angle 90 -o turned.jpgoutput
ok image.rotate DSCN0010.jpg -> turned.jpg 480x640 0.01s
Rotated `DSCN0010.jpg` 90° clockwise and saved it as [turned.jpg](turned.jpg).
Output

CodexWith deft, skill as AGENTS.mdPassed2026-11-05
- Time
- 10s
- New tokens
- 5.1k
- Total input
- 45.6k
- Output tokens
- 0.2k
- Commands
- 2
- Failed
- 0
Trace
I’ll check the available local image command, then rotate the file and save the result in this directory.
deft imageoutput
deft image - commands (input -> output) info image -> report Format, dimensions, EXIF orientation, GPS compress image -> image Smaller file: --quality, --target-size 200KB convert image -> image Change format: --to png|jpg|webp|avif|gif|tiff|bmp|ico crop image -> image Cut a region: --box x,y,w,h or --aspect 16:9 flip image -> image Mirror: --direction horizontal|vertical resize image -> image Scale: --size 800x, 1920x1080, 50% rotate image -> image Turn clockwise: --angle 90 (EXIF is applied first) strip image -> image Remove EXIF, GPS and text metadata to-pdf image... -> pdf One page per image, in the given order More: deft image <command> --help
deft image rotate DSCN0010.jpg -o turned.jpg --angle 90output
ok image.rotate DSCN0010.jpg -> turned.jpg 480x640 0.01s
Rotated `DSCN0010.jpg` 90° clockwise and saved it as [turned.jpg](turned.jpg).
Output
Its files were not kept in this run. The last line of the trace is its own report.
Claude Opus 5.5Without deftPassed2026-11-07
- Time
- 15s
- New tokens
- 10.8k
- Total input
- 73.6k
- Output tokens
- 1.2k
- Commands
- 0
- Failed
- 0
Trace
Output

Claude Opus 5.5With deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 13s
- New tokens
- 9.9k
- Total input
- 59.4k
- Output tokens
- 0.5k
- 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

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