GLM 5.3 Flash (high)
0.6%
Bugs resolved
$177
Total cost
332
Turns / repo
115.6k
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) | $1.87 | 430 | 122.5k |
| 2 | arrow | cpp | 0.0% (0/47) | $1.08 | 272 | 82.3k |
| 3 | arrow-py | py | 0.0% (0/4) | $0.71 | 172 | 66.6k |
| 4 | astropy | py | 0.0% (0/80) | $3.02 | 444 | 175.8k |
| 5 | aws-cdk | ts | 0.0% (0/37) | $0.97 | 223 | 53.7k |
| 6 | babel | js | 0.0% (0/31) | $1.40 | 331 | 92.5k |
| 7 | black | py | 4.8% (1/21) | $1.47 | 285 | 91.2k |
| 8 | click | py | 0.0% (0/13) | $0.74 | 201 | 53.5k |
| 9 | clippy | rs | 0.0% (0/76) | $0.74 | 245 | 64.5k |
| 10 | conan | py | 4.2% (1/24) | $1.24 | 284 | 52.7k |
| 11 | cvc5 | cpp | 0.0% (0/38) | $2.50 | 469 | 147.7k |
| 12 | dart-sdk | dart | 2.0% (1/50) | $3.73 | 703 | 144.4k |
| 13 | dask | py | 0.0% (0/21) | $0.72 | 250 | 56.0k |
| 14 | dataframes-jl | jl | 0.0% (0/7) | $3.26 | 468 | 163.3k |
| 15 | datafusion | rs | 0.0% (0/38) | $1.65 | 432 | 90.2k |
| 16 | dateutil | py | 10.0% (1/10) | $0.83 | 201 | 111.8k |
| 17 | dayjs | js | 18.2% (2/11) | $0.88 | 172 | 126.5k |
| 18 | distributions-jl | jl | 0.0% (0/9) | $1.60 | 290 | 124.6k |
| 19 | dmd | d | 0.0% (0/112) | $1.08 | 272 | 77.7k |
| 20 | dolphinscheduler | java | 0.0% (0/10) | $0.77 | 221 | 51.9k |
| 21 | duckdb | cpp | 0.0% (0/109) | $2.56 | 442 | 131.7k |
| 22 | echo | go | 0.0% (0/6) | $1.19 | 196 | 266.5k |
| 23 | elixir | ex | 0.0% (0/47) | $1.29 | 297 | 101.0k |
| 24 | fasthttp | go | 0.0% (0/9) | $1.47 | 252 | 104.8k |
| 25 | formulajs | js | 0.0% (0/9) | $0.82 | 169 | 103.1k |
| 26 | fsharp | fs | 0.0% (0/28) | $1.31 | 329 | 81.3k |
| 27 | gdal | cpp | 0.0% (0/72) | $1.86 | 386 | 95.3k |
| 28 | gin | go | 0.0% (0/11) | $0.81 | 172 | 132.6k |
| 29 | gitoxide | rs | 0.0% (0/9) | $0.71 | 193 | 55.0k |
| 30 | go | go | 2.0% (2/98) | $3.24 | 464 | 211.1k |
| 31 | go-git | go | 4.3% (1/23) | $0.97 | 229 | 69.0k |
| 32 | goawk | go | 0.0% (0/14) | $1.02 | 208 | 114.5k |
| 33 | godot | cpp | 0.0% (0/17) | $2.73 | 429 | 178.1k |
| 34 | gorm | go | 0.0% (0/19) | $1.33 | 233 | 140.5k |
| 35 | gson | java | 16.7% (1/6) | $1.39 | 291 | 101.3k |
| 36 | hdf5 | c | 0.0% (0/14) | $1.39 | 353 | 93.7k |
| 37 | idris2 | idr | 0.0% (0/13) | $1.82 | 375 | 94.4k |
| 38 | isomorphic-git | js | 0.0% (0/13) | $1.76 | 315 | 97.6k |
| 39 | isort | py | 0.0% (0/11) | $2.21 | 370 | 133.7k |
| 40 | jerryscript | c | 6.7% (1/15) | $2.77 | 460 | 165.8k |
| 41 | jest | ts | 0.0% (0/20) | $0.28 | 174 | 36.0k |
| 42 | keycloak | java | 0.0% (0/64) | $2.32 | 419 | 112.8k |
| 43 | lean4 | lean | 0.0% (0/63) | $0.01 | 24 | 1.9k |
| 44 | libexpat | c | 0.0% (0/9) | $1.81 | 286 | 90.6k |
| 45 | luxon | js | 0.0% (0/14) | $0.57 | 145 | 55.8k |
| 46 | material-ui | js | 0.0% (0/39) | $0.75 | 258 | 47.0k |
| 47 | mathlib4 | lean | 0.0% (0/14) | $1.90 | 341 | 171.8k |
| 48 | matplotlib | py | 0.0% (0/78) | $1.24 | 270 | 75.9k |
| 49 | micropython | c | 0.0% (0/22) | $2.97 | 448 | 278.4k |
| 50 | modelingtoolkit-jl | jl | 0.0% (0/10) | $1.56 | 325 | 112.3k |
| 51 | mongoose | js | 0.0% (0/70) | $0.99 | 230 | 50.9k |
| 52 | mpmath | py | 0.0% (0/16) | $3.20 | 448 | 189.2k |
| 53 | mypy | py | 0.0% (0/91) | $2.18 | 424 | 108.4k |
| 54 | nacos | java | 0.0% (0/12) | $1.08 | 269 | 58.9k |
| 55 | netty | java | 1.0% (1/96) | $2.41 | 417 | 144.0k |
| 56 | networkx | py | 0.0% (0/18) | $7.62 | 662 | 358.2k |
| 57 | nim | nim | 0.5% (1/192) | $2.59 | 456 | 129.8k |
| 58 | numpy | py | 0.8% (1/131) | $3.37 | 480 | 189.7k |
| 59 | nuxt | ts | 0.0% (0/6) | $1.97 | 354 | 110.8k |
| 60 | openapi-generator | mustache | 0.0% (0/31) | $1.91 | 357 | 108.5k |
| 61 | opencv | cpp | 0.0% (0/47) | $7.74 | 868 | 313.5k |
| 62 | optuna | py | n/a | n/a | n/a | n/a |
| 63 | oxc | rs | 0.0% (0/6) | $0.94 | 268 | 66.2k |
| 64 | pandas | py | 0.4% (1/228) | $0.72 | 226 | 71.1k |
| 65 | pendulum | py | 33.3% (3/9) | $1.02 | 213 | 96.5k |
| 66 | php-src | c | 3.8% (1/26) | $1.14 | 280 | 85.2k |
| 67 | phpspreadsheet | php | 0.0% (0/9) | $1.18 | 237 | 73.3k |
| 68 | pint | py | 0.0% (0/13) | $1.66 | 279 | 159.9k |
| 69 | prettier | js | 0.0% (0/34) | $1.19 | 319 | 81.6k |
| 70 | proj | cpp | 0.0% (0/21) | $2.49 | 368 | 217.8k |
| 71 | pulsar | java | 0.0% (0/19) | $3.45 | 525 | 118.0k |
| 72 | quarkus | java | 0.0% (0/72) | $2.25 | 435 | 121.9k |
| 73 | qutip | py | 0.0% (0/10) | $1.56 | 319 | 128.7k |
| 74 | rails | rb | 0.0% (0/140) | $0.77 | 215 | 70.9k |
| 75 | react-router | ts | 0.0% (0/14) | $1.23 | 243 | 42.1k |
| 76 | roslyn | cs | 0.0% (0/31) | $1.10 | 293 | 93.0k |
| 77 | ruff | rs | 0.0% (0/52) | $1.05 | 253 | 78.7k |
| 78 | rxjava | java | 3.8% (1/26) | $1.57 | 334 | 118.2k |
| 79 | scikit-learn | py | 1.2% (1/80) | $1.65 | 303 | 130.2k |
| 80 | scipy | py | 0.0% (0/136) | $1.83 | 390 | 162.3k |
| 81 | shapely | py | 11.1% (1/9) | $0.99 | 212 | 59.5k |
| 82 | shardingsphere | java | 0.0% (0/15) | $0.78 | 228 | 48.9k |
| 83 | sqlglot | py | 0.0% (0/130) | $1.61 | 312 | 98.6k |
| 84 | stylelint | js | 0.0% (0/54) | $0.92 | 238 | 84.8k |
| 85 | sunpy | py | 0.0% (0/15) | $1.40 | 305 | 74.6k |
| 86 | svgo | js | 9.1% (1/11) | $1.53 | 253 | 162.8k |
| 87 | swc | rs | 5.3% (1/19) | $4.21 | 662 | 149.9k |
| 88 | symfony | php | 0.0% (0/149) | $1.26 | 282 | 84.0k |
| 89 | syn | rs | 0.0% (0/13) | $2.97 | 409 | 170.9k |
| 90 | tarantool | c | n/a | n/a | n/a | n/a |
| 91 | terser | js | 0.0% (0/6) | $2.89 | 484 | 185.1k |
| 92 | testify | go | 0.0% (0/9) | $0.53 | 147 | 97.0k |
| 93 | three-js | js | 0.0% (0/9) | $2.55 | 389 | 158.4k |
| 94 | tinygrad | py | 0.0% (0/15) | $3.69 | 499 | 204.0k |
| 95 | tokio | rs | 0.0% (0/12) | $3.20 | 490 | 137.6k |
| 96 | trino | java | 0.0% (0/43) | $4.13 | 639 | 148.7k |
| 97 | v | v | 0.0% (0/239) | $1.25 | 336 | 81.5k |
| 98 | webpack | js | 0.0% (0/35) | $2.23 | 391 | 90.9k |
| 99 | xarray | py | 0.0% (0/31) | $1.49 | 290 | 98.5k |
| 100 | z3 | cpp | 0.0% (0/11) | $1.22 | 307 | 113.0k |