Capability ranking
Use this coding AI model leaderboard to compare the current ranking from the LLMBoard Coding Score, aggregated across eligible coding and tool-use benchmarks.
Updated 2026-08-17
This leaderboard ranking orders models by their LLMBoard Coding Score aggregated from eligible benchmark evidence.
Rank | Model | LLMBoard Coding Score | Official input / 1M | Official output / 1M | Output speed | Context |
|---|
| Rank01 | ModelAN | LLMBoard Coding Score98.8 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank02 | ModelOP | LLMBoard Coding Score94.1 | Official input / 1M$5 | Official output / 1M$30 | Output speed26.723 tok/s | Context1.1M |
| Rank03 | ModelAN | LLMBoard Coding Score94.0 | Official input / 1M$10 | Official output / 1M$50 | Output speed9.081 tok/s | Context1M |
| Rank04 | ModelMA | LLMBoard Coding Score92.4 | Official input / 1M$3 | Official output / 1M$15 | Output speed25.734 tok/s | Context1M |
| Rank05 | ModelZA | LLMBoard Coding Score86.0 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context1M |
| Rank06 | ModelAN | LLMBoard Coding Score84.8 | Official input / 1M$5 | Official output / 1M$25 | Output speed45.954 tok/s | Context1M |
| Rank07 | ModelAC | LLMBoard Coding Score84.7 | Official input / 1M$2.5 | Official output / 1M$7.5 | Output speed5.805 tok/s | Context1M |
| Rank08 | ModelDE | LLMBoard Coding Score83.0 | Official input / 1M$0.435 | Official output / 1M$0.87 | Output speed33.196 tok/s | Context1M |
| Rank09 | ModelAN | LLMBoard Coding Score78.4 | Official input / 1M$2 | Official output / 1M$10 | Output speed10.589 tok/s | Context1M |
| Rank10 | ModelOP | LLMBoard Coding Score77.8 | Official input / 1M$2 | Official output / 1M$12 | Output speed34.885 tok/s | Context1.1M |
| Rank11 | ModelAC | LLMBoard Coding Score75.9 | Official input / 1M$2 | Official output / 1M$6 | Output speedN/A | Context1M |
| Rank12 | ModelAN | LLMBoard Coding Score73.9 | Official input / 1M$5 | Official output / 1M$25 | Output speed17.479 tok/s | Context1M |
| Rank13 | ModelOP | LLMBoard Coding Score73.6 | Official input / 1M$5 | Official output / 1M$30 | Output speedN/A | Context1.1M |
| Rank14 | ModelGO | LLMBoard Coding Score71.2 | Official input / 1M$0.75 | Official output / 1M$3.75 | Output speed12.652 tok/s | Context1M |
| Rank15 | ModelMA | LLMBoard Coding Score70.9 | Official input / 1M$0.95 | Official output / 1M$4 | Output speed285.051 tok/s | Context262.1K |
| Rank16 | ModelAN | LLMBoard Coding Score70.7 | Official input / 1M$5 | Official output / 1M$25 | Output speed42 tok/s | Context1M |
| Rank17 | ModelOP | LLMBoard Coding Score69.3 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank18 | ModelAC | LLMBoard Coding Score68.3 | Official input / 1M$0.70 | Official output / 1M$2.8 | Output speedN/A | ContextN/A |
| Rank19 | ModelOP | LLMBoard Coding Score68.2 | Official input / 1M$0.20 | Official output / 1M$1.2 | Output speed48.852 tok/s | Context1.1M |
| Rank20 | ModelAC | LLMBoard Coding Score67.9 | Official input / 1MN/A | Official output / 1MN/A | Output speed110 tok/s | Context131.1K |
| Rank21 | ModelAM | LLMBoard Coding Score66.6 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank22 | ModelGO | LLMBoard Coding Score65.2 | Official input / 1M$1.25 | Official output / 1M$10 | Output speed85 tok/s | Context1M |
| Rank23 | ModelXA | LLMBoard Coding Score63.9 | Official input / 1M$2 | Official output / 1M$6 | Output speed4.268 tok/s | Context500K |
| Rank24 | ModelXI | LLMBoard Coding Score63.7 | Official input / 1M$0.435 | Official output / 1M$0.87 | Output speedN/A | Context1M |
| Rank25 | ModelDE | LLMBoard Coding Score62.9 | Official input / 1M$0.14 | Official output / 1M$0.28 | Output speed19.447 tok/s | Context1M |
| Rank26 | ModelAC | LLMBoard Coding Score60.9 | Official input / 1M$0.50 | Official output / 1M$3 | Output speedN/A | Context1M |
| Rank27 | ModelMI | LLMBoard Coding Score60.9 | Official input / 1M$0.30 | Official output / 1M$1.2 | Output speed100 tok/s | Context204.8K |
| Rank28 | ModelMA | LLMBoard Coding Score60.3 | Official input / 1M$0.60 | Official output / 1M$2.5 | Output speedN/A | Context262.1K |
| Rank29 | ModelAC | LLMBoard Coding Score60.0 | Official input / 1M$1.4 | Official output / 1M$5.6 | Output speed100 tok/s | Context131.1K |
| Rank30 | ModelST | LLMBoard Coding Score59.8 | Official input / 1M$0.10 | Official output / 1M$0.30 | Output speed711.842 tok/s | Context256K |
| Rank31 | ModelZA | LLMBoard Coding Score59.7 | Official input / 1M$0.60 | Official output / 1M$2.2 | Output speed85 tok/s | Context204.8K |
| Rank32 | ModelSA | LLMBoard Coding Score59.6 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context128K |
| Rank33 | ModelOP | LLMBoard Coding Score58.1 | Official input / 1M$1.1 | Official output / 1M$4.4 | Output speed115 tok/s | Context200K |
| Rank34 | ModelAC | LLMBoard Coding Score57.1 | Official input / 1M$0.60 | Official output / 1M$3.6 | Output speedN/A | Context262.1K |
| Rank35 | ModelAC | LLMBoard Coding Score55.3 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context262.1K |
| Rank36 | ModelOP | LLMBoard Coding Score55.1 | Official input / 1M$2.5 | Official output / 1M$15 | Output speed9.147 tok/s | Context1.1M |
| Rank37 | ModelZA | LLMBoard Coding Score55.1 | Official input / 1M$1.4 | Official output / 1M$4.4 | Output speedN/A | Context1M |
| Rank38 | ModelME | LLMBoard Coding Score55.0 | Official input / 1M$1.25 | Official output / 1M$4.25 | Output speed6.152 tok/s | Context1M |
| Rank39 | ModelBY | LLMBoard Coding Score54.5 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context256K |
| Rank40 | ModelGO | LLMBoard Coding Score54.2 | Official input / 1M$2 | Official output / 1M$12 | Output speed22.824 tok/s | Context1M |
| Rank41 | ModelPO | LLMBoard Coding Score54.0 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context1M |
| Rank42 | ModelTM | LLMBoard Coding Score53.9 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context1M |
| Rank43 | ModelTE | LLMBoard Coding Score53.6 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context256K |
| Rank44 | ModelZA | LLMBoard Coding Score52.9 | Official input / 1M$1.4 | Official output / 1M$4.4 | Output speedN/A | Context200K |
| Rank45 | ModelDE | LLMBoard Coding Score52.9 | Official input / 1M$0.14 | Official output / 1M$0.28 | Output speed30 tok/s | Context131.1K |
| Rank46 | ModelAC | LLMBoard Coding Score52.8 | Official input / 1M$0.40 | Official output / 1M$3.2 | Output speedN/A | Context262.1K |
| Rank47 | ModelUP | LLMBoard Coding Score51.8 | Official input / 1M$0.30 | Official output / 1M$1.2 | Output speedN/A | Context524.3K |
| Rank48 | ModelAC | LLMBoard Coding Score51.5 | Official input / 1M$0.50 | Official output / 1M$3 | Output speed15.66 tok/s | Context1M |
| Rank49 | ModelOP | LLMBoard Coding Score51.4 | Official input / 1M$1.1 | Official output / 1M$4.4 | Output speed115 tok/s | Context200K |
| Rank50 | ModelAC | LLMBoard Coding Score51.2 | Official input / 1M$0.35 | Official output / 1M$1.4 | Output speedN/A | ContextN/A |
| Rank51 | ModelAC | LLMBoard Coding Score50.9 | Official input / 1M$0.70 | Official output / 1M$2.8 | Output speed68.17 tok/s | Context262.1K |
| Rank52 | ModelAC | LLMBoard Coding Score50.5 | Official input / 1M$0.144 | Official output / 1M$0.287 | Output speedN/A | ContextN/A |
| Rank53 | ModelXI | LLMBoard Coding Score50.1 | Official input / 1M$0.435 | Official output / 1M$0.87 | Output speed68.716 tok/s | Context1M |
| Rank54 | ModelMI | LLMBoard Coding Score50.0 | Official input / 1M$0.30 | Official output / 1M$1.2 | Output speed103.094 tok/s | Context196.6K |
| Rank55 | ModelME | LLMBoard Coding Score49.3 | Official input / 1MN/A | Official output / 1MN/A | Output speed100 tok/s | Context128K |
| Rank56 | ModelAC | LLMBoard Coding Score49.2 | Official input / 1M$0.60 | Official output / 1M$3.6 | Output speed6.118 tok/s | Context262.1K |
| Rank57 | ModelZA | LLMBoard Coding Score49.2 | Official input / 1M$0.60 | Official output / 1M$2.2 | Output speedN/A | Context131.1K |
| Rank58 | ModelAN | LLMBoard Coding Score48.8 | Official input / 1M$3 | Official output / 1M$15 | Output speed14.831 tok/s | Context1M |
| Rank59 | ModelNV | LLMBoard Coding Score48.6 | Official input / 1M$0.50 | Official output / 1M$2.5 | Output speedN/A | Context1M |
| Rank60 | ModelME | LLMBoard Coding Score48.6 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank61 | ModelAC | LLMBoard Coding Score48.6 | Official input / 1M$0.50 | Official output / 1M$2 | Output speedN/A | Context131.1K |
| Rank62 | ModelGO | LLMBoard Coding Score48.2 | Official input / 1M$1.5 | Official output / 1M$7.5 | Output speed180.67 tok/s | Context1M |
| Rank63 | ModelMI | LLMBoard Coding Score47.7 | Official input / 1M$0.30 | Official output / 1M$1.2 | Output speed101.856 tok/s | Context204.8K |
| Rank64 | ModelZA | LLMBoard Coding Score47.5 | Official input / 1M$0.60 | Official output / 1M$2.2 | Output speedN/A | Context204.8K |
| Rank65 | ModelMA | LLMBoard Coding Score47.4 | Official input / 1M$0.60 | Official output / 1M$3 | Output speedN/A | Context262.1K |
| Rank66 | ModelXI | LLMBoard Coding Score47.1 | Official input / 1M$0.14 | Official output / 1M$0.28 | Output speedN/A | Context262.1K |
| Rank67 | ModelAC | LLMBoard Coding Score46.9 | Official input / 1M$0.30 | Official output / 1M$2.4 | Output speed6.736 tok/s | Context262.1K |
| Rank68 | ModelAC | LLMBoard Coding Score46.6 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank69 | ModelMI | LLMBoard Coding Score46.0 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank70 | ModelGO | LLMBoard Coding Score45.9 | Official input / 1M$0.30 | Official output / 1M$2.5 | Output speed85 tok/s | Context1M |
| Rank71 | ModelGO | LLMBoard Coding Score45.0 | Official input / 1M$1.5 | Official output / 1M$9 | Output speed1.218 tok/s | Context1M |
| Rank72 | ModelMI | LLMBoard Coding Score45.0 | Official input / 1M$0.30 | Official output / 1M$1.2 | Output speed213.561 tok/s | Context512K |
| Rank73 | ModelAM | LLMBoard Coding Score44.7 | Official input / 1M$0.33 | Official output / 1M$2.75 | Output speedN/A | Context1M |
| Rank74 | ModelBY | LLMBoard Coding Score43.7 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context256K |
| Rank75 | ModelAC | LLMBoard Coding Score42.9 | Official input / 1M$0.25 | Official output / 1M$2 | Output speedN/A | Context262.1K |
| Rank76 | ModelGO | LLMBoard Coding Score39.0 | Official input / 1MN/A | Official output / 1MN/A | Output speed33 tok/s | Context131.1K |
| Rank77 | ModelAC | LLMBoard Coding Score37.5 | Official input / 1M$0.175 | Official output / 1M$0.70 | Output speed138 tok/s | Context131.1K |
| Rank78 | ModelGO | LLMBoard Coding Score36.6 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank79 | ModelDE | LLMBoard Coding Score36.3 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context131.1K |
| Rank80 | ModelMA | LLMBoard Coding Score35.2 | Official input / 1M$0.60 | Official output / 1M$2.5 | Output speed45 tok/s | ContextN/A |
| Rank81 | ModelOP | LLMBoard Coding Score33.2 | Official input / 1MN/A | Official output / 1MN/A | Output speed50 tok/s | Context128K |
| Rank82 | ModelMI | LLMBoard Coding Score33.2 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context256K |
| Rank83 | ModelME | LLMBoard Coding Score32.8 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context131.1K |
| Rank84 | ModelAC | LLMBoard Coding Score32.7 | Official input / 1M$0.248 | Official output / 1M$1.49 | Output speedN/A | Context262.1K |
| Rank85 | ModelOP | LLMBoard Coding Score32.3 | Official input / 1M$2 | Official output / 1M$8 | Output speed100 tok/s | Context1M |
| Rank86 | ModelGO | LLMBoard Coding Score32.3 | Official input / 1MN/A | Official output / 1MN/A | Output speed33 tok/s | Context131.1K |
| Rank87 | ModelNV | LLMBoard Coding Score31.9 | Official input / 1M$0.20 | Official output / 1M$0.80 | Output speedN/A | Context262.1K |
| Rank88 | ModelZA | LLMBoard Coding Score31.3 | Official input / 1M$0.20 | Official output / 1M$1.1 | Output speedN/A | Context131.1K |
| Rank89 | ModelDE | LLMBoard Coding Score29.4 | Official input / 1MN/A | Official output / 1MN/A | Output speed45.04 tok/s | Context131.1K |
| Rank90 | ModelAC | LLMBoard Coding Score29.2 | Official input / 1M$1.5 | Official output / 1M$7.5 | Output speedN/A | Context262.1K |
| Rank91 | ModelAC | LLMBoard Coding Score26.1 | Official input / 1M$0.10 | Official output / 1M$0.40 | Output speedN/A | ContextN/A |
| Rank92 | ModelCO | LLMBoard Coding Score22.6 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank93 | ModelPO | LLMBoard Coding Score21.0 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context262.1K |
| Rank94 | ModelME | LLMBoard Coding Score20.9 | Official input / 1MN/A | Official output / 1MN/A | Output speed500 tok/s | Context256K |
| Rank95 | ModelAC | LLMBoard Coding Score17.0 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank96 | ModelGO | LLMBoard Coding Score16.8 | Official input / 1MN/A | Official output / 1MN/A | Output speed42.09 tok/s | Context32K |
| Rank97 | ModelGO | LLMBoard Coding Score16.8 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank98 | ModelNV | LLMBoard Coding Score13.2 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context262.1K |
| Rank99 | ModelOP | LLMBoard Coding Score13.1 | Official input / 1M$0.40 | Official output / 1M$1.6 | Output speed68.886 tok/s | Context1M |
| Rank100 | ModelGO | LLMBoard Coding Score10.8 | Official input / 1MN/A | Official output / 1MN/A | Output speed33 tok/s | Context131.1K |
| Rank101 | ModelGO | LLMBoard Coding Score9.6 | Official input / 1M$0.10 | Official output / 1M$0.40 | Output speed5.69 tok/s | Context1M |
| Rank102 | ModelOP | LLMBoard Coding Score8.4 | Official input / 1M$2.5 | Official output / 1M$10 | Output speed132 tok/s | Context128K |
| Rank103 | ModelGO | LLMBoard Coding Score7.0 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank104 | ModelGO | LLMBoard Coding Score7.0 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
| Rank105 | ModelNV | LLMBoard Coding Score5.2 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | Context262.1K |
| Rank106 | ModelGO | LLMBoard Coding Score1.0 | Official input / 1MN/A | Official output / 1MN/A | Output speedN/A | ContextN/A |
Official PAYG prices appear here. Third-party offers remain on the pricing and model detail pages.
Key findings from the current coding leaderboard ranking and its supporting benchmark coverage.
Claude Mythos leads this page at 98.8, 4.6 points ahead of GPT-5.6-Sol.
Kimi K3 is the highest-ranked open-weight option at #4. Step 3.5 Flash has the lowest official input price among ranked models.
The leading coding scores in this benchmark-backed ranking, with the axis focused on the competitive leaderboard range.
Compare coding benchmark strength with each model's broader capability score and leaderboard position.
Official vendor API prices plotted against the coding metric used on this page. Price remains a separate decision signal.
Vendor concentration and model access among the first 25 products in the ranking.
Open focused comparisons between the current leader and the nearest practical alternatives.
A data-backed look at the first five models in this coding leaderboard ranking, including benchmark context, price and output speed where available.
Ranking basisThis coding AI model leaderboard uses the coding capability score shown on this page. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
Selection summary
Claude Mythos is currently the best-ranked LLM for coding with a 98.8 coding score. The score is a relative ranking signal, so price, speed, context and evidence coverage should still be checked separately.
Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.
Common questions about the Best AI for Coding leaderboard, benchmark evidence and ranking method.
Claude Mythos is currently ranked first with a coding score of 98.8.
Each model appears once using its current scored version. The leaderboard ranking follows the capability named in the title, while the overall page uses the LLMBoard score aggregated from eligible benchmark evidence.
This page currently ranks 106 unique model products.
Main price columns use the model vendor's official standard PAYG API rate. Eligible third-party offers appear only in separately labeled columns, and unavailable official prices display as N/A.
No. Arena results are displayed as an independent signal and are not included in the current LLMBoard capability score.