Evals / image / Text and logos
Put a caption on a photo
Add the text Sample in the bottom right corner of DSCN0010.jpg and save it as captioned.jpg.
The task
The reference answer shows the job can be done with deft. It is not an agent run.
deft image watermark DSCN0010.jpg --text Sample -o captioned.jpg
Input

Reference output

How a result is judged (2 checks)
- image: file = "captioned.jpg", width = 640
- image_similar: file = "captioned.jpg", to = "DSCN0010.jpg", max_difference = 8
Runs
CodexWithout deftPassed2026-11-07
- Time
- 15s
- New tokens
- 6.5k
- Total input
- 67.4k
- Output tokens
- 0.5k
- Commands
- 4
- Failed
- 0
Trace
I’ll inspect the image dimensions, add “Sample” at the lower right with a small margin, and save the result as `captioned.jpg` in this directory.
rg --files -g 'DSCN0010.jpg' -g 'AGENTS.md'output
DSCN0010.jpg
sips -g pixelWidth -g pixelHeight DSCN0010.jpgoutput
DSCN0010.jpg pixelWidth: 640 pixelHeight: 480
python3 -c 'from PIL import Image,ImageDraw,ImageFont; print(\"Pillow available\")'output
Pillow available
python3 -c 'from PIL import Image,ImageDraw,ImageFont; im=Image.open(\"DSCN0010.jpg\").convert(\"RGB\"); d=ImageDraw.Draw(im); f=ImageFont.truetype(\"/System/Library/Fonts/Helvetica.ttc\", 24); t=\"Sample\"; b=d.textbbox((0,0),t,font=f,stroke_width=2); x=im.width-(b[2]-b[0])-14; y=im.height-(b[3]-b[1])-12; d.text((x,y),t,font=f,fill=\"white\",stroke_width=2,stroke_fill=\"black\"); im.save(\"captioned.jpg\",quality=95)'Added “Sample” in the bottom right corner and saved the image as [captioned.jpg](captioned.jpg).
Output

CodexWith deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 20s
- New tokens
- 9.8k
- Total input
- 87.5k
- Output tokens
- 0.5k
- Commands
- 5
- Failed
- 1
Trace
I’ll inspect the image dimensions, add a small readable “Sample” caption at the bottom right, and save the result as `captioned.jpg` in this directory.
cat '.agents/skills/deft/SKILL.md' && rg --files -g 'DSCN0010.jpg' -g 'AGENTS.md'output
--- 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 … 741 more characters
deft image (exit -1)output
Failed to create unified exec process: No such file or directory (os error 2)
pwd && deft imageoutput
deft image - commands (input -> output) info image -> report Format, dimensions, EXIF orientation, GPS adjust image -> image Change --brightness, --contrast, --saturation, --gamma blur image -> image Gaussian blur: --radius 5, or a --box region 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 diff image... -> png Compare two images; marks changed pixels in red favicon image -> ico+png... Website icon set: favicon.ico and PNG sizes flip image -> image Mirror: --direction horizontal|vertical frames gif -> png... Save each frame of an animated GIF as PNG grayscale image -> image Remove colour invert image -> image Negative: flip every colour meta image -> image Read EXIF, or set --title --author --copyright --date montage image... -> image Tile images into a grid: --cols 3 --size 300x300 ocr image -> txt Read the text in an image (tesseract) pad image -> image Add a border or canvas: --border 20, --size 1080x1080 resize image -> image Scale: --size 800x, 1920x1080, 50% rotate image -> image Turn clockwise by any angle (EXIF is applied first) sharpen image -> ima … 596 more characters
deft image info DSCN0010.jpg && deft image watermark --helpoutput
ok image.info DSCN0010.jpg 640x480 width=640 height=480 orientation=1 has_metadata=true has_gps=true deft image watermark - Add text or a logo: --text, --image, --position Usage: deft image watermark <image>... [-o <image|dir>] [options] In: image (each handled separately) Out: image (default <name>.watermarked.<ext>) Any script works; text uses the fonts on this machine. Options: --text <text> Text to add --image <path> Logo or picture to add --opacity <n> Opacity in percent (default 70) --angle <number> Rotation in degrees, counter-clockwise (default 0) --position <position> Where on the image (default bottom-right) --color <color> Text color (default white) --font-size <number> Text size in pixels (default: 5% of the image height) --font <text> Font family --scale <number> Logo width as a fraction of the image width (default 0.2) --quality <n> Quality for JPEG and AVIF (default 85) Common: -o --force --dry-run --json -j (deft help common) Examples: deft image watermark photo-1.jpg --text Sample -o marked.jpg deft image watermark photo-2.jpg --text "© Acme" --position center -o centered.jpg deft image watermark photo-3.jpg --image logo.png --position top-left -o branded.jpg Result fields: width, height Errors: INPUT_UNSUPPORTED
deft image watermark DSCN0010.jpg --text Sample --position bottom-right --font-size 24 --color white --opacity 100 --quality 95 -o captioned.jpgoutput
ok image.watermark DSCN0010.jpg -> captioned.jpg 640x480 0.06s
Added “Sample” to the bottom right of the image and saved it as [captioned.jpg](<tmp>).
Output

CodexWith deft, skill as AGENTS.mdPassed2026-11-05
- Time
- 12s
- New tokens
- 6.0k
- Total input
- 77.3k
- Output tokens
- 0.3k
- Commands
- 4
- Failed
- 0
Trace
I’ll check the image dimensions and `deft`’s text watermark options, then create `captioned.jpg` in the current directory.
deft image --helpoutput
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 watermark image -> image Add text or a logo: --text, --image, --position More: deft image <command> --help
deft image info DSCN0010.jpgoutput
ok image.info DSCN0010.jpg 640x480 has_gps=true has_metadata=true height=480 orientation=1 width=640
deft image watermark --helpoutput
deft image watermark - Add text or a logo: --text, --image, --position Usage: deft image watermark <image>... [-o <image|dir>] [options] In: image (each handled separately) Out: image (default <name>.watermarked.<ext>) Any script works; text uses the fonts on this machine. Options: --text <text> Text to add --image <path> Logo or picture to add --opacity <n> Opacity in percent (default 70) --angle <number> Rotation in degrees, counter-clockwise (default 0) --position <position> Where on the image (default bottom-right) --color <color> Text color (default white) --font-size <number> Text size in pixels (default: 5% of the image height) --font <text> Font family --scale <number> Logo width as a fraction of the image width (default 0.2) --quality <n> Quality for JPEG and AVIF (default 85) Common: -o --force --dry-run --json -j (deft help common) Examples: deft image watermark photo-1.jpg --text Sample -o marked.jpg deft image watermark photo-2.jpg --text 版权所有 --position center -o zh.jpg deft image watermark photo-3.jpg --image logo.png --position top-left -o branded.jpg Result fields: width, height Errors: INPUT_UNSUPPORTED
deft image watermark DSCN0010.jpg --text Sample --position bottom-right -o captioned.jpgoutput
ok image.watermark DSCN0010.jpg -> captioned.jpg 640x480 0.06s
Added “Sample” to the bottom right of the image and saved it as [captioned.jpg](captioned.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
- 10.2k
- Total input
- 57.7k
- Output tokens
- 1.0k
- Commands
- 0
- Failed
- 0
Trace
Output

Claude Opus 5.5With deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 15s
- New tokens
- 11.0k
- Total input
- 91.5k
- Output tokens
- 0.6k
- 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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