Evals / image / Size and compression
Thumbnails for a mixed folder
Create 200 pixel wide thumbnails of every image in the photos folder, in a folder called thumbs.
The task
The reference answer shows the job can be done with deft. It is not an agent run.
deft image resize photos/ --size 200x -o thumbs/
Input



Reference output



How a result is judged (2 checks)
- count_files: glob = "thumbs/*", count = 3
- each: glob = "thumbs/*", check = {"type": "image", "width": 200}
Runs
CodexWithout deftPassed2026-11-07
- Time
- 14s
- New tokens
- 6.1k
- Total input
- 53.9k
- Output tokens
- 0.4k
- Commands
- 3
- Failed
- 0
Trace
I’ll inspect the `photos` folder, then create 200-pixel-wide thumbnails in `thumbs`, preserving each image’s aspect ratio.
pwd && rg --files photosoutput
photos/camera.jpg photos/sideways.jpg photos/earth.jpg
python3 -c 'from PIL import Image; print(\"Pillow available\")'output
Pillow available
There are three images. I’m creating matching JPEG thumbnails at 200 pixels wide and keeping their proportions.
python3 -c 'from pathlib import Path; from PIL import Image; src=Path(\"photos\"); dst=Path(\"thumbs\"); dst.mkdir(exist_ok=True); files=[p for p in src.iterdir() if p.is_file()]; for p in files: im=Image.open(p); im.thumbnail((200, 10**9), Image.Resampling.LANCZOS); out=dst/(p.stem + \".jpg\"); im.convert(\"RGB\").save(out, \"JPEG\", quality=90); print(f\"{p.name} -> {out} {im.width}x{im.height}\")' && ls -lh thumbsoutput
earth.jpg -> thumbs/earth.jpg 200x200 sideways.jpg -> thumbs/sideways.jpg 200x267 camera.jpg -> thumbs/camera.jpg 200x150 total 128 -rw-r--r--@ 1 user staff 16K Nov 6 17:13 camera.jpg -rw-r--r--@ 1 user staff 15K Nov 6 17:13 earth.jpg -rw-r--r--@ 1 user staff 25K Nov 6 17:13 sideways.jpg
Created 200-pixel-wide thumbnails for all three images in [thumbs](thumbs), preserving their aspect ratios.
Output



CodexWith deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 19s
- New tokens
- 6.2k
- Total input
- 89.1k
- Output tokens
- 0.5k
- Commands
- 6
- Failed
- 0
Trace
I’ll inspect the `photos` folder and the available image-processing workflow, then create 200-pixel-wide thumbnails in `thumbs`.
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
rg --files photosoutput
photos/camera.jpg photos/sideways.jpg photos/earth.jpg
command -v deftoutput
deft
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 resize --helpoutput
deft image resize - Scale: --size 800x, 1920x1080, 50% Usage: deft image resize <image>... [-o <image|dir>] [options] In: image (each handled separately) Out: image (default <name>.resized.<ext>) Images never grow unless --upscale is set. Options: --size <size> Target size (required) --fit <contain|cover|fill> For WxH: fit inside, fill and crop, or stretch (default contain) --upscale Allow enlarging --quality <n> Quality for JPEG and AVIF (default 85) Common: -o --force --dry-run --json -j (deft help common) Examples: deft image resize photo-1.jpg --size 800x -o small.jpg deft image resize *.jpg --size 300x300 --fit cover -o thumbs/ Result fields: width, height
There are three images. I’m resizing each to 200 pixels wide; the tool preserves aspect ratio and won’t enlarge any image that is already smaller.
deft image resize photos --size 200x -o thumbs/output
ok image.resize photos/camera.jpg -> thumbs/camera.jpg 200x150 ok image.resize photos/earth.jpg -> thumbs/earth.jpg 200x200 ok image.resize photos/sideways.jpg -> thumbs/sideways.jpg 200x150
Created 200-pixel-wide thumbnails for all three images in [thumbs](thumbs). Aspect ratios were preserved.
Output



CodexWith deft, skill as AGENTS.mdPassed2026-11-05
- Time
- 15s
- New tokens
- 10.6k
- Total input
- 61.8k
- Output tokens
- 0.4k
- Commands
- 3
- Failed
- 0
Trace
I’ll inspect the photo files and available `deft` image commands, then create the thumbnails under `./thumbs`.
pwd && rg --files photos | head -30 && deft imageoutput
photos/camera.jpg photos/sideways.jpg photos/earth.jpg 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 resize --helpoutput
deft image resize - Scale: --size 800x, 1920x1080, 50% Usage: deft image resize <image>... [-o <image|dir>] [options] In: image (each handled separately) Out: image (default <name>.resized.<ext>) Images never grow unless --upscale is set. Options: --size <size> Target size (required) --fit <contain|cover|fill> For WxH: fit inside, fill and crop, or stretch (default contain) --upscale Allow enlarging --quality <n> Quality for JPEG and AVIF (default 85) Common: -o --force --dry-run --json -j (deft help common) Examples: deft image resize photo-1.jpg --size 800x -o small.jpg deft image resize *.jpg --size 300x300 --fit cover -o thumbs/ Result fields: width, height
mkdir -p thumbs && deft image resize photos/* --size 200x -o thumbs/output
ok image.resize photos/camera.jpg -> thumbs/camera.jpg 200x150 ok image.resize photos/earth.jpg -> thumbs/earth.jpg 200x200 ok image.resize photos/sideways.jpg -> thumbs/sideways.jpg 200x150
Created 200-pixel-wide thumbnails for all three images in [thumbs](<thumbs>). The original aspect ratios are preserved.
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
- 25s
- New tokens
- 11.5k
- Total input
- 88.8k
- Output tokens
- 1.5k
- Commands
- 0
- Failed
- 0
Trace
Output



Claude Opus 5.5With deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 18s
- New tokens
- 11.9k
- Total input
- 108.6k
- Output tokens
- 1.3k
- 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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