Evals / image / Site icons
Website icons
Make a favicon set from dice.png in a folder called icons.
The task
The reference answer shows the job can be done with deft. It is not an agent run.
deft image favicon dice.png -o icons/
Input

Reference output


How a result is judged (1 check)
- python: code = "from PIL import Image; assert Image.open('icons/favicon.ico').format == 'ICO'"
Runs
CodexWithout deftPassed2026-11-07
- Time
- 28s
- New tokens
- 18.0k
- Total input
- 130.1k
- Output tokens
- 1.0k
- Commands
- 3
- Failed
- 0
Trace
I’ll inspect `dice.png` and the available image tools, then create the favicon files under `icons/` in the current directory.
pwd && rg --files -g 'dice.png' -g 'AGENTS.md' -g 'icons/**' -g 'package.json' -g 'pyproject.toml'output
dice.png
file dice.png && python3 -c 'from PIL import Image; im=Image.open(\"dice.png\"); print(im.format, im.size, im.mode)' && command -v magick || true && command -v convert || trueoutput
dice.png: PNG image data, 800 x 600, 8-bit/color RGBA, non-interlaced PNG (800, 600) RGBA
The source is 800×600 with transparency. I’m keeping the full dice artwork intact and fitting it into square canvases so it won’t be cropped at small favicon sizes.
mkdir -p icons && python3 - <<'PY' from PIL import Image from pathlib import Path src = Image.open('dice.png').convert('RGBA') out = Path('icons') sizes = [16, 32, 48, 180, 192, 512] def square_icon(size): # Preserve the source aspect ratio and center it on a transparent square. fitted = src.copy() fitted.thumbnail((size, size), Image.Resampling.LANCZOS) canvas = Image.new('RGBA', (size, size), (0, 0, 0, 0)) canvas.alpha_composite(fitted, ((size - fitted.width) // 2, (size - fitted.height) // 2)) return canvas for size in sizes: square_icon(size).save(out / f'icon-{size}x{size}.png', optimize=True) square_icon(512).save(out / 'favicon.ico', format='ICO', sizes=[(16, 16), (32, 32), (48, 48)]) (out / 'site.webmanifest').write_text('''{\\n \"name\": \"Dice\",\\n \"short_name\": \"Dice\",\\n \"icons\": [\\n { \"src\": \"icon-192x192.png\", \"sizes\": \"192x192\", \"type\": \"image/png\" },\\n { \"src\": \"icon-512x512.png\", \"sizes\": \"512x512\", \"type\": \"image/png\" }\\n ],\\n \"theme_color\": \"#ffffff\",\\n \"background_color\": \"#ffffff\",\\n \"display\": \"standalone\"\\n}\\n''') PY file icons/*output
icons/favicon.ico: MS Windows icon resource - 3 icons, 16x16 with PNG image data, 16 x 16, 8-bit/color RGBA, non-interlaced, 32 bits/pixel, 32x32 with PNG image data, 32 x 32, 8-bit/color RGBA, non-interlaced, 32 bits/pixel icons/icon-16x16.png: PNG image data, 16 x 16, 8-bit/color RGBA, non-interlaced icons/icon-180x180.png: PNG image data, 180 x 180, 8-bit/color RGBA, non-interlaced icons/icon-192x192.png: PNG image data, 192 x 192, 8-bit/color RGBA, non-interlaced icons/icon-32x32.png: PNG image data, 32 x 32, 8-bit/color RGBA, non-interlaced icons/icon-48x48.png: PNG image data, 48 x 48, 8-bit/color RGBA, non-interlaced icons/icon-512x512.png: PNG image data, 512 x 512, 8-bit/color RGBA, non-interlaced icons/site.webmanifest: JSON data
Created the favicon set in [icons/](<icons/>): PNGs at 16, 32, 48, 180, 192, and 512 pixels, a multi-size `favicon.ico`, and `site.webmanifest`. The full dice image is centered on transparent square canvases to preserve the artwork.
Output
{
"name": "Dice",
"short_name": "Dice",
"icons": [
{ "src": "icon-192x192.png", "sizes": "192x192", "type": "image/png" },
{ "src": "icon-512x512.png", "sizes": "512x512", "type": "image/png" }
],
"theme_color": "#ffffff",
"background_color": "#ffffff",
"display": "standalone"
}
CodexWith deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 15s
- New tokens
- 5.6k
- Total input
- 72.6k
- Output tokens
- 0.5k
- Commands
- 4
- Failed
- 0
Trace
I’ll inspect `dice.png` and the available image conversion options, then create the favicon files in `icons/`.
cat .agents/skills/deft/SKILL.md && pwd && rg --files -g 'dice.png' -g 'AGENTS.md' -g 'package.json' -g 'pyproject.toml' -g 'Makefile'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; r … 710 more characters
deft image --help && deft find "create favicon set from PNG with multiple icon sizes" && ls -l dice.pngoutput
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 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 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) strip image -> image Remove EXIF, GPS and text metadata to-gif image... -> gif Animate images into a GIF: --fps 2 to-pdf image... -> pdf … 525 more characters
deft image favicon --help && deft image info dice.pngoutput
deft image favicon - Website icon set: favicon.ico and PNG sizes Usage: deft image favicon <image>... [-o <dir>] [options] In: image (each handled separately) Out: ico+png files in <name>-favicon/ Non-square images are centred on a transparent square. Common: -o --force --dry-run --json -j (deft help common) Examples: deft image favicon logo.png -o icons/ Result fields: files ok image.info dice.png 800x600 width=800 height=600 orientation=1 has_metadata=false has_gps=false
deft image favicon dice.png -o icons/ && rg --files iconsoutput
ok image.favicon dice.png -> icons/ 6 files 0.08s icons/favicon-32x32.png icons/android-chrome-512x512.png icons/apple-touch-icon.png icons/android-chrome-192x192.png icons/favicon.ico icons/favicon-16x16.png
Created the favicon set from `dice.png` in [icons/](<icons/>): `favicon.ico`, 16×16 and 32×32 PNGs, Apple touch icon, and 192×192 and 512×512 Android icons.
Output


Claude Opus 5.5Without deftPassed2026-11-07
- Time
- 23s
- New tokens
- 11.6k
- Total input
- 59.5k
- Output tokens
- 1.6k
- Commands
- 0
- Failed
- 0
Trace
Output


{
"name": "",
"short_name": "",
"icons": [
{"src": "/icons/android-chrome-192x192.png", "sizes": "192x192", "type": "image/png"},
{"src": "/icons/android-chrome-512x512.png", "sizes": "512x512", "type": "image/png"}
],
"theme_color": "#ffffff",
"background_color": "#ffffff",
"display": "standalone"
}
Claude Opus 5.5With deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 17s
- New tokens
- 10.4k
- Total input
- 74.6k
- Output tokens
- 0.7k
- 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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