GLM 5.3 Flash (max)
0.7%
Bugs resolved
n/a
Total cost
n/a
Turns / repo
n/a
Output tokens / repo
Estimated from recorded Fireworks token usage and cache hits at public serverless Standard prices; not an invoice. Datafusion trajectory and usage were lost to a disk-full error; its resources and full-model averages are unavailable.
Per-repository results
100 repositories| # | Repository | Language | Bugs resolved | Cost | Turns | Tokens |
|---|---|---|---|---|---|---|
| 1 | agda | hs | 0.0% (0/45) | $5.97 | 769 | 200.8k |
| 2 | arrow | cpp | 0.0% (0/47) | $4.80 | 557 | 220.4k |
| 3 | arrow-py | py | 0.0% (0/4) | $1.89 | 291 | 180.7k |
| 4 | astropy | py | 0.0% (0/80) | $2.85 | 399 | 174.0k |
| 5 | aws-cdk | ts | 2.7% (1/37) | $1.56 | 322 | 86.8k |
| 6 | babel | js | 0.0% (0/31) | $2.65 | 424 | 158.8k |
| 7 | black | py | 4.8% (1/21) | $1.71 | 320 | 144.7k |
| 8 | click | py | 0.0% (0/13) | $3.73 | 403 | 268.4k |
| 9 | clippy | rs | 0.0% (0/76) | $1.19 | 271 | 91.6k |
| 10 | conan | py | 0.0% (0/24) | $1.68 | 304 | 71.5k |
| 11 | cvc5 | cpp | 0.0% (0/38) | $2.81 | 503 | 155.8k |
| 12 | dart-sdk | dart | 2.0% (1/50) | $2.51 | 479 | 149.3k |
| 13 | dask | py | 0.0% (0/21) | $4.04 | 528 | 199.9k |
| 14 | dataframes-jl | jl | 14.3% (1/7) | $3.27 | 455 | 174.3k |
| 15 | datafusion | rs | 0.0% (0/38) | n/a | n/a | n/a |
| 16 | dateutil | py | 20.0% (2/10) | $2.12 | 350 | 167.7k |
| 17 | dayjs | js | 0.0% (0/11) | $1.77 | 252 | 193.0k |
| 18 | distributions-jl | jl | 11.1% (1/9) | $3.23 | 425 | 206.5k |
| 19 | dmd | d | 0.0% (0/112) | $1.98 | 417 | 128.3k |
| 20 | dolphinscheduler | java | 0.0% (0/10) | $1.10 | 251 | 57.0k |
| 21 | duckdb | cpp | 0.9% (1/109) | $5.42 | 693 | 212.4k |
| 22 | echo | go | 0.0% (0/6) | $2.10 | 299 | 209.6k |
| 23 | elixir | ex | 0.0% (0/47) | $3.45 | 429 | 151.3k |
| 24 | fasthttp | go | 0.0% (0/9) | $2.37 | 320 | 191.9k |
| 25 | formulajs | js | 0.0% (0/9) | $1.70 | 219 | 195.2k |
| 26 | fsharp | fs | 0.0% (0/28) | $7.76 | 898 | 281.5k |
| 27 | gdal | cpp | 0.0% (0/72) | $1.87 | 376 | 166.1k |
| 28 | gin | go | 0.0% (0/11) | $0.66 | 157 | 101.2k |
| 29 | gitoxide | rs | 0.0% (0/9) | $2.30 | 372 | 116.6k |
| 30 | go | go | 2.0% (2/98) | $5.57 | 632 | 373.3k |
| 31 | go-git | go | 4.3% (1/23) | $2.04 | 318 | 82.3k |
| 32 | goawk | go | 7.1% (1/14) | $2.42 | 338 | 171.3k |
| 33 | godot | cpp | 0.0% (0/17) | $1.61 | 323 | 155.5k |
| 34 | gorm | go | 0.0% (0/19) | $2.61 | 305 | 256.3k |
| 35 | gson | java | 0.0% (0/6) | $3.49 | 436 | 281.6k |
| 36 | hdf5 | c | 0.0% (0/14) | $2.38 | 441 | 128.7k |
| 37 | idris2 | idr | 0.0% (0/13) | $1.95 | 310 | 79.1k |
| 38 | isomorphic-git | js | 0.0% (0/13) | $1.71 | 284 | 105.8k |
| 39 | isort | py | 9.1% (1/11) | $4.59 | 515 | 300.2k |
| 40 | jerryscript | c | 6.7% (1/15) | $2.23 | 403 | 151.9k |
| 41 | jest | ts | 0.0% (0/20) | $1.48 | 367 | 94.1k |
| 42 | keycloak | java | 0.0% (0/64) | $1.85 | 365 | 110.8k |
| 43 | lean4 | lean | 0.0% (0/63) | $1.99 | 351 | 139.4k |
| 44 | libexpat | c | 0.0% (0/9) | $3.05 | 418 | 158.1k |
| 45 | luxon | js | 7.1% (1/14) | $0.99 | 188 | 118.6k |
| 46 | material-ui | js | 0.0% (0/39) | $1.61 | 315 | 94.9k |
| 47 | mathlib4 | lean | 0.0% (0/14) | $2.35 | 371 | 166.6k |
| 48 | matplotlib | py | 0.0% (0/78) | $1.81 | 312 | 90.9k |
| 49 | micropython | c | 0.0% (0/22) | $2.87 | 489 | 180.8k |
| 50 | modelingtoolkit-jl | jl | 0.0% (0/10) | $2.17 | 363 | 117.2k |
| 51 | mongoose | js | 1.4% (1/70) | $3.08 | 380 | 138.7k |
| 52 | mpmath | py | 6.2% (1/16) | $8.16 | 655 | 408.6k |
| 53 | mypy | py | 0.0% (0/91) | $2.48 | 402 | 131.2k |
| 54 | nacos | java | 0.0% (0/12) | $1.85 | 316 | 73.2k |
| 55 | netty | java | 1.0% (1/96) | $3.08 | 465 | 186.9k |
| 56 | networkx | py | 0.0% (0/18) | $4.42 | 510 | 222.8k |
| 57 | nim | nim | 0.0% (0/192) | $6.63 | 890 | 204.4k |
| 58 | numpy | py | 0.8% (1/131) | $3.32 | 457 | 177.9k |
| 59 | nuxt | ts | 0.0% (0/6) | $1.54 | 308 | 96.6k |
| 60 | openapi-generator | mustache | 0.0% (0/31) | $1.83 | 328 | 79.9k |
| 61 | opencv | cpp | 0.0% (0/47) | $0.71 | 212 | 93.8k |
| 62 | optuna | py | n/a | n/a | n/a | n/a |
| 63 | oxc | rs | 0.0% (0/6) | $1.69 | 311 | 134.2k |
| 64 | pandas | py | 0.4% (1/228) | $3.28 | 469 | 204.0k |
| 65 | pendulum | py | 11.1% (1/9) | $1.44 | 246 | 140.3k |
| 66 | php-src | c | 3.8% (1/26) | $1.61 | 326 | 163.8k |
| 67 | phpspreadsheet | php | 0.0% (0/9) | $1.71 | 276 | 114.0k |
| 68 | pint | py | 0.0% (0/13) | $1.92 | 283 | 169.2k |
| 69 | prettier | js | 0.0% (0/34) | $4.00 | 465 | 191.5k |
| 70 | proj | cpp | 0.0% (0/21) | $3.87 | 524 | 224.0k |
| 71 | pulsar | java | 0.0% (0/19) | $0.12 | 73 | 20.0k |
| 72 | quarkus | java | 0.0% (0/72) | $2.59 | 411 | 113.1k |
| 73 | qutip | py | 0.0% (0/10) | $2.80 | 410 | 142.5k |
| 74 | rails | rb | 0.0% (0/140) | $1.66 | 309 | 126.8k |
| 75 | react-router | ts | 0.0% (0/14) | $3.29 | 396 | 108.9k |
| 76 | roslyn | cs | 0.0% (0/31) | $5.29 | 701 | 209.6k |
| 77 | ruff | rs | 0.0% (0/52) | $3.82 | 526 | 153.7k |
| 78 | rxjava | java | 3.8% (1/26) | $4.35 | 594 | 259.5k |
| 79 | scikit-learn | py | 0.0% (0/80) | $2.47 | 366 | 205.2k |
| 80 | scipy | py | 0.0% (0/136) | $15.95 | 1000 | 508.4k |
| 81 | shapely | py | 0.0% (0/9) | $2.50 | 318 | 157.7k |
| 82 | shardingsphere | java | 6.7% (1/15) | $1.00 | 291 | 63.9k |
| 83 | sqlglot | py | 0.8% (1/130) | $2.54 | 395 | 138.4k |
| 84 | stylelint | js | 0.0% (0/54) | $1.96 | 308 | 116.3k |
| 85 | sunpy | py | 0.0% (0/15) | $2.44 | 372 | 79.5k |
| 86 | svgo | js | 9.1% (1/11) | $1.07 | 217 | 118.0k |
| 87 | swc | rs | 5.3% (1/19) | $1.93 | 370 | 121.0k |
| 88 | symfony | php | 0.0% (0/149) | $2.20 | 376 | 117.4k |
| 89 | syn | rs | 0.0% (0/13) | $5.63 | 565 | 276.0k |
| 90 | tarantool | c | n/a | n/a | n/a | n/a |
| 91 | terser | js | 0.0% (0/6) | $3.30 | 528 | 224.7k |
| 92 | testify | go | 0.0% (0/9) | $0.77 | 188 | 116.2k |
| 93 | three-js | js | 0.0% (0/9) | $2.82 | 393 | 198.5k |
| 94 | tinygrad | py | 6.7% (1/15) | $6.14 | 595 | 280.9k |
| 95 | tokio | rs | 0.0% (0/12) | $1.65 | 307 | 81.8k |
| 96 | trino | java | 0.0% (0/43) | $3.79 | 567 | 163.0k |
| 97 | v | v | 0.0% (0/239) | $2.57 | 448 | 133.0k |
| 98 | webpack | js | 0.0% (0/35) | $1.63 | 346 | 86.0k |
| 99 | xarray | py | 3.2% (1/31) | $4.70 | 561 | 225.2k |
| 100 | z3 | cpp | 0.0% (0/11) | $3.04 | 520 | 192.0k |