| 1 | GLM-5-FP8 | zai-org/GLM-5 | zai-org | 77.8 | medium | SWE-bench Verified |
| 2 | GLM-5 | zai-org/GLM-5 | zai-org | 77.8 | medium | SWE-bench Verified |
| 3 | GLM-5-FP8 | zai-org/GLM-5 | unsloth | 77.8 | medium | SWE-bench Verified |
| 4 | GLM-5-GGUF | zai-org/GLM-5 | unsloth | 77.8 | medium | SWE-bench Verified |
| 5 | Nex-N2-mini-GGUF | nex-agi/Nex-N2-mini | Mungert | 74.4 | medium | SWE-Bench Verified |
| 6 | MiniMax-M2.1 | cerebras/MiniMax-M2.1-REAP-139B-A10B | MiniMaxAI | 74.0 | medium | SWE-bench Verified |
| 7 | MiniMax-M2.1-GGUF | MiniMaxAI/MiniMax-M2.1 | unsloth | 74.0 | medium | SWE-bench Verified |
| 8 | MiniMax-M2.1 | MiniMaxAI/MiniMax-M2.1 | unsloth | 74.0 | medium | SWE-bench Verified |
| 9 | GLM-4.7 | zai-org/GLM-4.7 | zai-org | 73.8 | medium | SWE-bench Verified |
| 10 | GLM-4.7-FP8 | zai-org/GLM-4.7 | zai-org | 73.8 | medium | SWE-bench Verified |
| 11 | GLM-4.7-GGUF | zai-org/GLM-4.7 | unsloth | 73.8 | medium | SWE-bench Verified |
| 12 | MiMo-V2-Flash-GGUF | XiaomiMiMo/MiMo-V2-Flash | unsloth | 73.4 | medium | SWE-Bench Verified |
| 13 | Devstral-Small-2-24B-Instruct-2512 | mistralai/Mistral-Small-3.1-24B-Base-2503 | mistralai | 72.2 | low | |
| 14 | Devstral-2-123B-Instruct-2512 | mistralai/Devstral-2-123B-Instruct-2512 | mistralai | 72.2 | low | |
| 15 | Devstral-Small-2-24B-Instruct-2512-GGUF | mistralai/Devstral-Small-2-24B-Instruct-2512 | unsloth | 72.2 | low | |
| 16 | Devstral-2-123B-Instruct-2512-GGUF | mistralai/Devstral-2-123B-Instruct-2512 | unsloth | 72.2 | low | |
| 17 | Devstral-Small-2-24B-Instruct-2512 | mistralai/Devstral-Small-2-24B-Instruct-2512 | unsloth | 72.2 | low | |
| 18 | NVIDIA-Nemotron-3-Ultra-550B-A55B-GGUF | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | unsloth | 71.9 | medium | SWE-Bench Verified |
| 19 | NVIDIA-Nemotron-3-Ultra-550B-A55B-NVFP4 | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | unsloth | 71.9 | medium | SWE-Bench Verified |
| 20 | Kimi-K2-Thinking | moonshotai/Kimi-K2-Thinking | moonshotai | 71.3 | medium | **SWE-bench Verified** |
| 21 | MiniMax-M2.1 | cerebras/MiniMax-M2.1-REAP-139B-A10B | MiniMaxAI | 71.3 | medium | SWE-bench Verified (Droid) |
| 22 | Kimi-K2-Thinking-GGUF | moonshotai/Kimi-K2-Thinking | unsloth | 71.3 | medium | **SWE-bench Verified** |
| 23 | MiniMax-M2.1-GGUF | MiniMaxAI/MiniMax-M2.1 | unsloth | 71.3 | medium | SWE-bench Verified (Droid) |
| 24 | Kimi-K2-Thinking | moonshotai/Kimi-K2-Thinking | unsloth | 71.3 | medium | **SWE-bench Verified** |
| 25 | MiniMax-M2.1 | MiniMaxAI/MiniMax-M2.1 | unsloth | 71.3 | medium | SWE-bench Verified (Droid) |
| 26 | NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | nvidia | 70.7 | medium | SWE-Bench Verified |
| 27 | NVIDIA-Nemotron-3-Ultra-550B-A55B-NVFP4 | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | nvidia | 70.7 | medium | SWE-Bench Verified |
| 28 | MiniMax-M2 | MiniMaxAI/MiniMax-M2 | MiniMaxAI | 69.4 | medium | **SWE-bench Verified** |
| 29 | MiniMax-M2-GGUF | MiniMaxAI/MiniMax-M2 | unsloth | 69.4 | medium | **SWE-bench Verified** |
| 30 | MiniMax-M2.1 | cerebras/MiniMax-M2.1-REAP-139B-A10B | MiniMaxAI | 67.0 | medium | SWE-bench Verified (mini-swe-agent) |
| 31 | MiniMax-M2.1-GGUF | MiniMaxAI/MiniMax-M2.1 | unsloth | 67.0 | medium | SWE-bench Verified (mini-swe-agent) |
| 32 | MiniMax-M2.1 | MiniMaxAI/MiniMax-M2.1 | unsloth | 67.0 | medium | SWE-bench Verified (mini-swe-agent) |
| 33 | Kimi-K2-Instruct-0905 | moonshotai/Kimi-K2-Instruct | moonshotai | 65.8 | medium | SWE-Bench verified |
| 34 | Kimi-K2-Instruct-0905-GGUF | moonshotai/Kimi-K2-Instruct-0905 | unsloth | 65.8 | medium | SWE-Bench verified |
| 35 | Youtu-LLM-2B-GGUF | tencent/Youtu-LLM-2B-Base | Mungert | 60.0 | medium | SWE-Bench-Verified |
| 36 | GLM-4.7-Flash | zai-org/GLM-4.7-Flash | zai-org | 59.2 | medium | SWE-bench Verified |
| 37 | GLM-4.7-Flash | zai-org/GLM-4.7-Flash | unsloth | 59.2 | medium | SWE-bench Verified |
| 38 | GLM-4.7-Flash-FP8-Dynamic | zai-org/GLM-4.7-Flash | unsloth | 59.2 | medium | SWE-bench Verified |
| 39 | GLM-4.7-Flash-GGUF | zai-org/GLM-4.7-Flash | unsloth | 59.2 | medium | SWE-bench Verified |
| 40 | GLM-4.7-Flash-NVFP4 | zai-org/GLM-4.7-Flash | unsloth | 59.2 | medium | SWE-bench Verified |
| 41 | GLM-4.7-Flash-GGUF | zai-org/GLM-4.7-Flash | Mungert | 59.2 | medium | SWE-bench Verified |
| 42 | Devstral-Small-2507 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | mistralai | 53.6 | low | |
| 43 | cwm | facebook/cwm | facebook | 53.6 | low | |
| 44 | Devstral-Small-2507-GGUF | mistralai/Devstral-Small-2507 | unsloth | 53.6 | low | |
| 45 | Devstral-Small-2507 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 53.6 | low | |
| 46 | Devstral-Small-2507-bnb-4bit | mistralai/Devstral-Small-2507 | unsloth | 53.6 | low | |
| 47 | cwm-pretrain | facebook/cwm-pretrain | facebook | 53.6 | low | |
| 48 | Devstral-Small-2507-unsloth-bnb-4bit | mistralai/Devstral-Small-2507 | unsloth | 53.6 | low | |
| 49 | LLaDA2.2-flash | inclusionAI/LLaDA2.2-flash | inclusionAI | 49.28 | medium | SWE-bench Verified |
| 50 | Devstral-Small-2505 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | mistralai | 46.8 | high | |
| 51 | Devstral-Small-2505-GGUF | mistralai/Devstral-Small-2505 | unsloth | 46.8 | high | |
| 52 | Devstral-Small-2505-unsloth-bnb-4bit | mistralai/Devstral-Small-2505 | unsloth | 46.8 | high | |
| 53 | Devstral-Small-2505-GGUF | mistralai/Devstral-Small-2505 | Mungert | 46.8 | high | |
| 54 | GLM-4-9B-0414 | zai-org/GLM-4-9B-0414 | zai-org | 33.8 | low | |
| 55 | GLM-4-32B-0414 | zai-org/GLM-4-32B-0414 | zai-org | 33.8 | high | |
| 56 | GLM-4-9B-0414-GGUF | THUDM/GLM-4-9B-0414 | unsloth | 33.8 | low | |
| 57 | GLM-4-32B-0414-GGUF | THUDM/GLM-4-32B-0414 | unsloth | 33.8 | high | |
| 58 | GLM-4-32B-Base-0414 | zai-org/GLM-4-32B-Base-0414 | zai-org | 33.8 | low | |
| 59 | GLM-4-9B-0414-unsloth-bnb-4bit | THUDM/GLM-4-9B-0414 | unsloth | 33.8 | low | |
| 60 | GLM-4-9B-0414 | THUDM/GLM-4-9B-0414 | unsloth | 33.8 | low | |
| 61 | GLM-4-9B-0414-bnb-4bit | THUDM/GLM-4-9B-0414 | unsloth | 33.8 | low | |