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.

normalbatchsmokedeft image resize

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

photos/camera.jpg 157.9 KB · 640x480
photos/camera.jpg
photos/earth.jpg 6.2 MB · 3000x3002
photos/earth.jpg
photos/sideways.jpg 134.4 KB · 450x600
photos/sideways.jpg

Reference output

thumbs/camera.jpg 16.5 KB · 200x150
thumbs/camera.jpg
thumbs/earth.jpg 16.9 KB · 200x200
thumbs/earth.jpg
thumbs/sideways.jpg 15.9 KB · 200x150
thumbs/sideways.jpg
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

  1. I’ll inspect the `photos` folder, then create 200-pixel-wide thumbnails in `thumbs`, preserving each image’s aspect ratio.

  2. pwd && rg --files photos
    output
    photos/camera.jpg
    photos/sideways.jpg
    photos/earth.jpg
  3. python3 -c 'from PIL import Image; print(\"Pillow available\")'
    output
    Pillow available
  4. There are three images. I’m creating matching JPEG thumbnails at 200 pixels wide and keeping their proportions.

  5. 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 thumbs
    output
    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
  6. Created 200-pixel-wide thumbnails for all three images in [thumbs](thumbs), preserving their aspect ratios.

Output

thumbs/camera.jpg 16.1 KB · 200x150
thumbs/camera.jpg
thumbs/earth.jpg 14.8 KB · 200x200
thumbs/earth.jpg
thumbs/sideways.jpg 24.9 KB · 200x267
thumbs/sideways.jpg

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

  1. I’ll inspect the `photos` folder and the available image-processing workflow, then create 200-pixel-wide thumbnails in `thumbs`.

  2. cat .agents/skills/deft/SKILL.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
    … 728 more characters
  3. rg --files photos
    output
    photos/camera.jpg
    photos/sideways.jpg
    photos/earth.jpg
  4. command -v deft
    output
    deft
  5. deft image
    output
    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
  6. deft image resize --help
    output
    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
  7. 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.

  8. 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
  9. Created 200-pixel-wide thumbnails for all three images in [thumbs](thumbs). Aspect ratios were preserved.

Output

thumbs/camera.jpg 16.5 KB · 200x150
thumbs/camera.jpg
thumbs/earth.jpg 13.8 KB · 200x200
thumbs/earth.jpg
thumbs/sideways.jpg 13.9 KB · 200x150
thumbs/sideways.jpg

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

  1. I’ll inspect the photo files and available `deft` image commands, then create the thumbnails under `./thumbs`.

  2. pwd && rg --files photos | head -30 && deft image
    output
    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
  3. deft image resize --help
    output
    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
  4. 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
  5. 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

    thumbs/camera.jpg 13.0 KB · 200x150
    thumbs/camera.jpg
    thumbs/earth.jpg 12.4 KB · 200x200
    thumbs/earth.jpg
    thumbs/sideways.jpg 11.7 KB · 200x150
    thumbs/sideways.jpg

    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
      
      thumbs/camera.jpg 16.5 KB · 200x150
      thumbs/camera.jpg
      thumbs/earth.jpg 16.9 KB · 200x200
      thumbs/earth.jpg
      thumbs/sideways.jpg 15.9 KB · 200x150
      thumbs/sideways.jpg

      Claude CodeWithout deftNot run yet

      Claude CodeWith deftNot run yet