Evals / audio / Loudness and cleanup

Even out loudness

Normalize the loudness of music.mp3 to about -16 LUFS and save it as level.mp3.

The task

The reference answer shows the job can be done with deft. It is not an agent run.

deft audio normalize music.mp3 -o level.mp3

Input

music.mp3 96.2 KB · mp3, 6.1s

Reference output

level.mp3 102.4 KB · mp3, 6.1s
How a result is judged (1 check)
  • media: file = "level.mp3", duration = 6.1, tolerance = 0.5

Runs

CodexWithout deftPassed2026-11-07

Time
16s
New tokens
4.9k
Total input
55.4k
Output tokens
0.5k
Commands
3
Failed
0

Trace

  1. I’ll check the available audio tools, then normalize `music.mp3` and save the result as `level.mp3` in this directory.

  2. pwd && ls -l music.mp3 && command -v ffmpeg && command -v ffprobe
    output
    -rw-r--r--@ 1 user  staff  98472 Nov  5 21:11 music.mp3
    /opt/homebrew/bin/ffmpeg
    /opt/homebrew/bin/ffprobe
  3. ffmpeg -hide_banner -nostats -i music.mp3 -af loudnorm=I=-16:TP=-1.5:LRA=11:print_format=json -f null -
    output
    Input #0, mp3, from 'music.mp3':
      Metadata:
        encoder         : Lavf61.7.100
      Duration: 00:00:06.14, start: 0.025057, bitrate: 128 kb/s
      Stream #0:0: Audio: mp3 (mp3float), 44100 Hz, stereo, fltp, 128 kb/s
          Metadata:
            encoder         : Lavc61.19
    Stream mapping:
      Stream #0:0 -> #0:0 (mp3 (mp3float) -> pcm_s16le (native))
    Press [q] to stop, [?] for help
    Output #0, null, to 'pipe:':
      Metadata:
        encoder         : Lavf61.7.100
      Stream #0:0: Audio: pcm_s16le, 192000 Hz, stereo, s16, 6144 kb/s
          Metadata:
            encoder         : Lavc61.19.101 pcm_s16le
    [Parsed_loudnorm_0 @ 0x7b8c88600] 
    {
    	"input_i" : "-32.43",
    	"input_tp" : "-17.16",
    	"input_lra" : "3.80",
    	"input_thresh" : "-42.43",
    	"output_i" : "-17.14",
    	"output_tp" : "-2.75",
    	"output_lra" : "3.00",
    	"output_thresh" : "-27.14",
    	"normalization_type" : "dynamic",
    	"target_offset" : "1.14"
    }
    [out#0/null @ 0x7b8c88180] video:0KiB audio:4578KiB subtitle:0KiB other streams:0KiB global headers:0KiB muxing overhead: unknown
    size=N/A time=00:00:06.20 bitrate=N/A speed=30.5x
  4. ffmpeg -hide_banner -y -i music.mp3 -af loudnorm=I=-16:TP=-1.5:LRA=11:measured_I=-32.43:measured_TP=-17.16:measured_LRA=3.80:measured_thresh=-42.43:offset=1.14:linear=true:print_format=summary -c:a libmp3lame -b:a 128k level.mp3
    output
    Input #0, mp3, from 'music.mp3':
      Metadata:
        encoder         : Lavf61.7.100
      Duration: 00:00:06.14, start: 0.025057, bitrate: 128 kb/s
      Stream #0:0: Audio: mp3 (mp3float), 44100 Hz, stereo, fltp, 128 kb/s
          Metadata:
            encoder         : Lavc61.19
    Stream mapping:
      Stream #0:0 -> #0:0 (mp3 (mp3float) -> mp3 (libmp3lame))
    Press [q] to stop, [?] for help
    Output #0, mp3, to 'level.mp3':
      Metadata:
        TSSE            : Lavf61.7.100
      Stream #0:0: Audio: mp3, 48000 Hz, stereo, fltp, 128 kb/s
          Metadata:
            encoder         : Lavc61.19.101 libmp3lame
    [Parsed_loudnorm_0 @ 0xacb44c600] 
    Input Integrated:    -32.4 LUFS
    Input True Peak:     -17.2 dBTP
    Input LRA:             3.8 LU
    Input Threshold:     -42.4 LUFS
    
    Output Integrated:   -16.0 LUFS
    Output True Peak:     -1.6 dBTP
    Output LRA:            3.0 LU
    Output Threshold:    -26.0 LUFS
    
    Normalization Type:   Dynamic
    Target Offset:        -0.0 LU
    [out#0/mp3 @ 0xacb44c180] video:0KiB audio:96KiB subtitle:0KiB other streams:0KiB global headers:0KiB muxing overhead: 0.435384%
    size=      96KiB time=00:00:06.20 bitrate= 127.4kbits/s speed=22.5x
  5. Normalized `music.mp3` to **-16.0 LUFS** and saved it as [level.mp3](level.mp3). The output true peak is **-1.6 dBTP**.

Output

level.mp3 96.4 KB · mp3, 6.1s

CodexWith deft, skill installedPassedRead the skillUsed deft2026-11-07

Time
15s
New tokens
4.6k
Total input
56.6k
Output tokens
0.4k
Commands
3
Failed
0

Trace

  1. I’ll check which local media tool is available, then normalize `music.mp3` and save `level.mp3` in this directory.

  2. cat .agents/skills/deft/SKILL.md && pwd && rg --files -g 'music.mp3' -g 'level.mp3' -g 'AGENTS.md' -g 'package.json' -g 'pyproject.toml' -g 'requirements.txt'
    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
    … 711 more characters
  3. deft audio normalize --help
    output
    deft audio normalize - Even out loudness (EBU R128)
    
    Usage: deft audio normalize <audio>... [-o <audio|dir>] [options]
    In: audio (each handled separately)   Out: audio (default <name>.normalized.<ext>)
    
    Options:
      --loudness <number>          Target loudness in LUFS (default -16)
    Common: -o --force --dry-run --json -j   (deft help common)
    
    Examples:
      deft audio normalize tone.mp3 -o level.mp3
    Needs: ffmpeg, ffprobe
  4. deft audio normalize music.mp3 -o level.mp3 --loudness -16
    output
    ok audio.normalize music.mp3 -> level.mp3  102KB  0.65s
  5. Normalized `music.mp3` to about −16 LUFS and saved the result as [level.mp3](level.mp3).

Output

level.mp3 102.4 KB · mp3, 6.1s

CodexWith deft, skill as AGENTS.mdPassed2026-11-05

Time
11s
New tokens
5.6k
Total input
61.2k
Output tokens
0.3k
Commands
3
Failed
0

Trace

  1. I’ll use the provided `deft` workflow to normalize the MP3 and save the result in the current directory.

  2. deft audio
    output
    deft audio - commands (input -> output)
      info        audio -> report  Duration, codec, sample rate, channels
      compress    audio -> mp3     Re-encode as MP3 at --bitrate (kbps)
      convert     audio -> audio   Change format: --to mp3|m4a|wav|flac|ogg|opus
      from-video  video -> audio   Save the soundtrack: --to mp3|m4a|wav|flac|ogg
      merge       audio... -> mp3  Join audio files in order
      normalize   audio -> audio   Even out loudness (EBU R128)
      split       audio -> audio   Cut out a part: --from 0:10 --to-time 0:25
    More: deft audio <command> --help
  3. deft audio normalize --help
    output
    deft audio normalize - Even out loudness (EBU R128)
    
    Usage: deft audio normalize <audio>... [-o <audio|dir>] [options]
    In: audio (each handled separately)   Out: audio (default <name>.normalized.<ext>)
    
    Options:
      --loudness <number>          Target loudness in LUFS (default -16)
    Common: -o --force --dry-run --json -j   (deft help common)
    
    Examples:
      deft audio normalize tone.mp3 -o level.mp3
    Needs: ffmpeg, ffprobe
  4. deft audio normalize music.mp3 -o level.mp3 --loudness -16
    output
    ok audio.normalize music.mp3 -> level.mp3  96KB  0.29s
  5. Normalized `music.mp3` to about -16 LUFS and saved it as [level.mp3](level.mp3).

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
21s
New tokens
10.3k
Total input
57.4k
Output tokens
1.2k
Commands
0
Failed
0

Trace

    Output

    level.mp3 144.5 KB · mp3, 6.1s

    Claude Opus 5.5With deft, skill installedPassedRead the skillUsed deft2026-11-07

    Time
    11s
    New tokens
    10.0k
    Total input
    74.7k
    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
      
      level.mp3 102.4 KB · mp3, 6.1s

      Claude CodeWithout deftNot run yet

      Claude CodeWith deftNot run yet