MiniMax M3.1 Flash (max)
0.7%
Bugs resolved
$153
Total cost
363
Turns / repo
204.8k
Output tokens / repo
Estimated from recorded Fireworks token usage and cache hits at public serverless Standard prices; not an invoice.
Per-repository results
100 repositories| # | Repository | Language | Bugs resolved | Cost | Turns | Tokens |
|---|---|---|---|---|---|---|
| 1 | agda | hs | 0.0% (0/45) | $2.04 | 492 | 214.1k |
| 2 | arrow | cpp | 0.0% (0/47) | $1.93 | 460 | 200.4k |
| 3 | arrow-py | py | 0.0% (0/4) | $0.78 | 226 | 162.7k |
| 4 | astropy | py | 0.0% (0/80) | $1.31 | 311 | 127.8k |
| 5 | aws-cdk | ts | 0.0% (0/37) | $0.76 | 285 | 95.0k |
| 6 | babel | js | 0.0% (0/31) | $1.45 | 364 | 182.0k |
| 7 | black | py | 4.8% (1/21) | $1.13 | 267 | 208.7k |
| 8 | click | py | 0.0% (0/13) | $1.10 | 262 | 214.7k |
| 9 | clippy | rs | 0.0% (0/76) | $0.56 | 238 | 104.4k |
| 10 | conan | py | 0.0% (0/24) | $1.00 | 290 | 86.0k |
| 11 | cvc5 | cpp | 0.0% (0/38) | $2.10 | 520 | 252.9k |
| 12 | dart-sdk | dart | 2.0% (1/50) | $3.01 | 594 | 282.9k |
| 13 | dask | py | 0.0% (0/21) | $1.34 | 384 | 168.3k |
| 14 | dataframes-jl | jl | 14.3% (1/7) | $1.48 | 343 | 207.1k |
| 15 | datafusion | rs | 0.0% (0/38) | $1.13 | 348 | 170.1k |
| 16 | dateutil | py | 0.0% (0/10) | $0.81 | 205 | 199.6k |
| 17 | dayjs | js | 9.1% (1/11) | $0.76 | 204 | 190.2k |
| 18 | distributions-jl | jl | 11.1% (1/9) | $1.16 | 311 | 180.8k |
| 19 | dmd | d | 0.9% (1/112) | $2.11 | 483 | 304.3k |
| 20 | dolphinscheduler | java | 10.0% (1/10) | $0.57 | 222 | 76.8k |
| 21 | duckdb | cpp | 0.0% (0/109) | $2.03 | 409 | 266.8k |
| 22 | echo | go | 16.7% (1/6) | $0.53 | 158 | 165.0k |
| 23 | elixir | ex | 0.0% (0/47) | $2.99 | 582 | 246.2k |
| 24 | fasthttp | go | 0.0% (0/9) | $0.76 | 219 | 138.3k |
| 25 | formulajs | js | 0.0% (0/9) | $0.50 | 148 | 147.7k |
| 26 | fsharp | fs | 0.0% (0/28) | $2.01 | 538 | 202.2k |
| 27 | gdal | cpp | 0.0% (0/72) | $1.10 | 324 | 129.7k |
| 28 | gin | go | 9.1% (1/11) | $0.80 | 214 | 185.5k |
| 29 | gitoxide | rs | 0.0% (0/9) | $2.64 | 523 | 196.1k |
| 30 | go | go | 2.0% (2/98) | $1.39 | 338 | 221.6k |
| 31 | go-git | go | 0.0% (0/23) | $1.93 | 408 | 214.7k |
| 32 | goawk | go | 0.0% (0/14) | $0.85 | 225 | 188.3k |
| 33 | godot | cpp | 0.0% (0/17) | $1.30 | 328 | 191.5k |
| 34 | gorm | go | 0.0% (0/19) | $1.24 | 248 | 212.2k |
| 35 | gson | java | 0.0% (0/6) | $1.57 | 345 | 222.5k |
| 36 | hdf5 | c | 0.0% (0/14) | $2.61 | 537 | 263.5k |
| 37 | idris2 | idr | 0.0% (0/13) | $2.16 | 495 | 236.5k |
| 38 | isomorphic-git | js | 0.0% (0/13) | $1.29 | 333 | 213.2k |
| 39 | isort | py | 9.1% (1/11) | $1.35 | 337 | 198.8k |
| 40 | jerryscript | c | 6.7% (1/15) | $1.51 | 383 | 269.6k |
| 41 | jest | ts | 0.0% (0/20) | $2.04 | 500 | 186.0k |
| 42 | keycloak | java | 0.0% (0/64) | $0.34 | 126 | 77.6k |
| 43 | lean4 | lean | 0.0% (0/63) | $2.37 | 461 | 293.5k |
| 44 | libexpat | c | 0.0% (0/9) | $1.37 | 285 | 191.0k |
| 45 | luxon | js | 0.0% (0/14) | $0.69 | 180 | 179.3k |
| 46 | material-ui | js | 0.0% (0/39) | $1.64 | 422 | 189.5k |
| 47 | mathlib4 | lean | 0.0% (0/14) | $3.56 | 642 | 350.6k |
| 48 | matplotlib | py | 0.0% (0/78) | $2.02 | 433 | 202.0k |
| 49 | micropython | c | 0.0% (0/22) | $1.09 | 324 | 173.8k |
| 50 | modelingtoolkit-jl | jl | 0.0% (0/10) | $1.45 | 371 | 261.3k |
| 51 | mongoose | js | 1.4% (1/70) | $1.01 | 282 | 129.3k |
| 52 | mpmath | py | 0.0% (0/16) | $1.60 | 389 | 219.2k |
| 53 | mypy | py | 0.0% (0/91) | $0.99 | 288 | 132.5k |
| 54 | nacos | java | 8.3% (1/12) | $1.12 | 340 | 111.6k |
| 55 | netty | java | 2.1% (2/96) | $1.97 | 413 | 185.4k |
| 56 | networkx | py | 0.0% (0/18) | $1.60 | 402 | 207.9k |
| 57 | nim | nim | 0.0% (0/192) | $4.19 | 726 | 324.9k |
| 58 | numpy | py | 0.0% (0/131) | $1.72 | 445 | 271.4k |
| 59 | nuxt | ts | 0.0% (0/6) | $0.97 | 283 | 123.8k |
| 60 | openapi-generator | mustache | 0.0% (0/31) | $1.70 | 378 | 187.6k |
| 61 | opencv | cpp | 0.0% (0/47) | $2.65 | 534 | 312.9k |
| 62 | optuna | py | n/a | n/a | n/a | n/a |
| 63 | oxc | rs | 0.0% (0/6) | $2.22 | 513 | 222.9k |
| 64 | pandas | py | 0.0% (0/228) | $1.23 | 327 | 214.8k |
| 65 | pendulum | py | 33.3% (3/9) | $1.03 | 246 | 248.4k |
| 66 | php-src | c | 3.8% (1/26) | $2.29 | 543 | 269.4k |
| 67 | phpspreadsheet | php | 0.0% (0/9) | $1.63 | 370 | 210.9k |
| 68 | pint | py | 0.0% (0/13) | $1.20 | 265 | 202.6k |
| 69 | prettier | js | 0.0% (0/34) | $0.74 | 271 | 121.6k |
| 70 | proj | cpp | 0.0% (0/21) | $1.45 | 389 | 168.7k |
| 71 | pulsar | java | 0.0% (0/19) | $2.10 | 408 | 230.2k |
| 72 | quarkus | java | 0.0% (0/72) | $3.98 | 628 | 266.2k |
| 73 | qutip | py | 0.0% (0/10) | $1.55 | 370 | 194.1k |
| 74 | rails | rb | 0.0% (0/140) | $1.13 | 298 | 189.9k |
| 75 | react-router | ts | 0.0% (0/14) | $0.62 | 234 | 74.5k |
| 76 | roslyn | cs | 0.0% (0/31) | $0.87 | 343 | 133.3k |
| 77 | ruff | rs | 0.0% (0/52) | $1.05 | 335 | 139.5k |
| 78 | rxjava | java | 0.0% (0/26) | $4.28 | 688 | 379.1k |
| 79 | scikit-learn | py | 2.5% (2/80) | $1.33 | 345 | 174.0k |
| 80 | scipy | py | 0.7% (1/136) | $2.06 | 406 | 311.2k |
| 81 | shapely | py | 0.0% (0/9) | $1.71 | 344 | 241.8k |
| 82 | shardingsphere | java | 0.0% (0/15) | $1.22 | 358 | 121.2k |
| 83 | sqlglot | py | 0.0% (0/130) | $1.42 | 340 | 163.8k |
| 84 | stylelint | js | 0.0% (0/54) | $1.17 | 296 | 152.2k |
| 85 | sunpy | py | 6.7% (1/15) | $0.84 | 236 | 97.8k |
| 86 | svgo | js | 9.1% (1/11) | $0.63 | 188 | 134.8k |
| 87 | swc | rs | 5.3% (1/19) | $1.45 | 396 | 167.2k |
| 88 | symfony | php | 0.0% (0/149) | $1.50 | 335 | 257.9k |
| 89 | syn | rs | 0.0% (0/13) | $2.97 | 339 | 845.3k |
| 90 | tarantool | c | n/a | n/a | n/a | n/a |
| 91 | terser | js | 0.0% (0/6) | $2.46 | 417 | 415.1k |
| 92 | testify | go | 0.0% (0/9) | $0.49 | 158 | 166.3k |
| 93 | three-js | js | 0.0% (0/9) | $1.60 | 358 | 184.8k |
| 94 | tinygrad | py | 0.0% (0/15) | $1.48 | 363 | 184.4k |
| 95 | tokio | rs | 0.0% (0/12) | $1.42 | 345 | 182.0k |
| 96 | trino | java | 0.0% (0/43) | $2.88 | 544 | 240.4k |
| 97 | v | v | 0.0% (0/239) | $0.98 | 304 | 135.0k |
| 98 | webpack | js | 0.0% (0/35) | $0.90 | 287 | 113.2k |
| 99 | xarray | py | 0.0% (0/31) | $1.85 | 422 | 223.3k |
| 100 | z3 | cpp | 0.0% (0/11) | $1.84 | 482 | 243.3k |