tool calls per class (share of all calls)
run            mods turns      $    orient   draft  claims   model answers    loop    read  unmapped@1st-check
cli              78    46   3.43    15 34%   1  2%   0  0%   8 18%   2  5%   8 18%  10 23%  0
kstrl           111   112  17.61    26 24%   1  1%   0  0%   1  1%   5  5%  36 33%  41 37%  0
mealie          460   167  23.76    59 36%   1  1%   1  1%   8  5%   3  2%  49 30%  44 27%  0
paperless-ngx   341   151  24.24    39 26%   1  1%   0  0%  10  7%   4  3%  45 30%  50 34%  0
poetry          192   174  20.82    67 39%   1  1%   3  2%  28 16%   4  2%  32 19%  37 22%  0
rich            103   118  14.37    29 25%   1  1%   0  0%  11  9%   2  2%  16 14%  57 49%  0
all                                235 31%   6  1%   4  1%  66  9%  20  3% 186 25% 239 32%

output tokens per class, share
cli           orient=40% draft=3% claims=0% model=9% answers=11% loop=19% read=19%
kstrl         orient=12% draft=0% claims=0% model=2% answers=5% loop=42% read=39%
mealie        orient=26% draft=0% claims=0% model=8% answers=1% loop=36% read=28%
paperless-ngx orient=16% draft=0% claims=0% model=9% answers=6% loop=39% read=31%
poetry        orient=26% draft=0% claims=2% model=23% answers=1% loop=27% read=21%
rich          orient=15% draft=0% claims=0% model=16% answers=4% loop=22% read=43%
