ModelSpec Weekly Coverage Report
Generated automatically | 1143 valid cards, 0 errors
Summary
| Metric |
Value |
| Total models |
1143 |
| Valid cards |
1143 |
| Invalid cards |
0 |
| Providers |
47 |
| Avg completeness |
12.7% |
| Models without benchmarks |
594 |
| Models without cost data |
663 |
| Models without parameters |
132 |
Provider Breakdown
| Provider |
Cards |
Avg Completeness |
| 01-ai |
21 |
13.0% |
| ai21 |
14 |
12.2% |
| allen-ai |
30 |
12.5% |
| anthropic |
23 |
13.4% |
| baai |
30 |
12.5% |
| baichuan |
15 |
12.3% |
| black-forest-labs |
20 |
12.0% |
| cerebras |
4 |
12.2% |
| cohere |
12 |
12.3% |
| deepseek |
32 |
13.7% |
| google |
117 |
12.8% |
| ibm |
40 |
12.3% |
| inception |
4 |
11.7% |
| intfloat |
12 |
12.2% |
| jina |
20 |
12.5% |
| kakao |
1 |
12.2% |
| liquid |
10 |
12.3% |
| meta |
50 |
13.3% |
| microsoft |
50 |
12.4% |
| minimax |
6 |
12.9% |
| mistral |
55 |
13.1% |
| moondream |
2 |
12.2% |
| moonshot |
6 |
12.7% |
| nomic |
15 |
12.9% |
| nous-research |
20 |
13.6% |
| nvidia |
50 |
12.9% |
| openai |
51 |
13.1% |
| openbmb |
15 |
12.3% |
| perplexity |
4 |
11.3% |
| qwen |
110 |
12.6% |
| rwkv |
20 |
12.2% |
| salesforce |
30 |
12.2% |
| samsung |
2 |
11.9% |
| sentence-transformers |
20 |
12.1% |
| skywork |
10 |
13.0% |
| snowflake |
14 |
12.4% |
| stability |
30 |
12.3% |
| stepfun |
3 |
11.8% |
| teknium |
5 |
13.4% |
| tencent |
30 |
12.2% |
| tii |
30 |
12.5% |
| together |
15 |
12.5% |
| unsloth |
20 |
13.4% |
| upstage |
3 |
11.6% |
| voyage |
6 |
10.0% |
| xai |
25 |
12.9% |
| zhipu |
41 |
12.4% |
Top 10 Most Complete
| Model |
Completeness |
Benchmarks |
Cost |
Parameters |
| anthropic/claude-opus-4-6 |
17.2% |
yes |
yes |
n/a |
| qwen/qwen3-30b-a3b |
16.7% |
yes |
yes |
30,000,000,000 |
| meta/llama-3-1-70b-instruct |
16.3% |
yes |
yes |
70,000,000,000 |
| meta/llama-3-1-70b |
16.2% |
yes |
yes |
70,000,000,000 |
| meta/llama-3-1-8b-instruct |
15.9% |
yes |
yes |
8,000,000,000 |
| nous-research/hermes-3-llama-3-1-8b |
15.9% |
yes |
yes |
8,000,000,000 |
| nvidia/llama-3-1-8b-instruct-fp8 |
15.9% |
yes |
yes |
8,000,000,000 |
| deepseek/deepseek-v3-2 |
15.7% |
yes |
yes |
671,000,000,000 |
| meta/llama-3-1-8b |
15.7% |
yes |
yes |
8,000,000,000 |
| nvidia/llama-3-3-70b-instruct-nvfp4 |
15.7% |
yes |
yes |
70,000,000,000 |
Top 10 Least Complete
| Model |
Completeness |
Benchmarks |
Cost |
Parameters |
| qwen/qwen3-asr-flash |
11.1% |
no |
yes |
n/a |
| qwen/qwen3-tts-12hz-1-7b-base |
11.1% |
no |
no |
1,700,000,000 |
| cohere/c4ai-aya-vision-32b |
10.9% |
no |
no |
32,000,000,000 |
| cohere/c4ai-aya-vision-8b |
10.9% |
no |
no |
8,000,000,000 |
| voyage/voyage-3-lite |
10.0% |
yes |
no |
n/a |
| voyage/voyage-3 |
10.0% |
yes |
no |
n/a |
| voyage/voyage-code-3 |
10.0% |
yes |
no |
n/a |
| voyage/voyage-finance-2 |
10.0% |
yes |
no |
n/a |
| voyage/voyage-law-2 |
10.0% |
yes |
no |
n/a |
| voyage/voyage-multilingual-2 |
10.0% |
yes |
no |
n/a |
Models Without Benchmarks (594 total)
Show list
ai21/ai21-jamba-large-1-5ai21/ai21-jamba-large-1-6ai21/ai21-jamba-mini-1-5ai21/ai21-jamba-mini-1-6ai21/ai21-jamba-mini-1-7ai21/ai21-jamba-reasoning-3b-ggufai21/ai21-jamba-reasoning-3bai21/ai21-jamba2-3bai21/ai21-jamba2-mini-fp8ai21/ai21-jamba2-miniai21/jamba-tiny-devai21/jamba-tiny-randomai21/jamba-tiny-reward-devallen-ai/biomed-roberta-baseallen-ai/led-base-16384allen-ai/longformer-base-4096allen-ai/molmo-7b-d-0924allen-ai/molmo2-4ballen-ai/molmo2-8ballen-ai/molmo2-o-7ballen-ai/molmo2-videopoint-4ballen-ai/molmopoint-vid-4ballen-ai/olmo-2-0425-1b-instructallen-ai/olmo-2-0425-1ballen-ai/olmo-3-1-32b-instructallen-ai/olmo-3-1025-7ballen-ai/olmo-3-1125-32ballen-ai/olmo-3-7b-instruct-sftallen-ai/olmo-3-7b-instructallen-ai/olmo-3-7b-thinkallen-ai/olmo-hybrid-7ballen-ai/olmocr-2-7b-1025-fp8allen-ai/olmocr-2-7b-1025allen-ai/olmocr-7b-0225-previewallen-ai/scibert-scivocab-uncasedallen-ai/specter2-baseallen-ai/unifiedqa-t5-smallallen-ai/wildguardbaai/altclipbaai/aquilachat-7bbaai/aquilachat2-7bbaai/bge-reranker-basebaai/bge-reranker-largebaai/bge-reranker-v2-gemmabaai/emu3-chat-hfbaai/emu3-visiontokenizerbaai/llm-embedderbaai/robobrain2-5-8b-nvbaai/seggpt-vit-largebaichuan/baichuan-13b-base
... and 544 more
Models Without Cost Data (663 total)
Show list
01-ai/yi-1-5-6b-chat01-ai/yi-1-5-6b01-ai/yi-34b-200k01-ai/yi-34b-chat01-ai/yi-34b01-ai/yi-6b-200k01-ai/yi-6b-chat-4bits01-ai/yi-6b-chat01-ai/yi-6b01-ai/yi-9b-200k01-ai/yi-9b01-ai/yi-coder-9b-chat01-ai/yi-coder-9bai21/ai21-jamba-large-1-5ai21/ai21-jamba-large-1-6ai21/ai21-jamba-mini-1-5ai21/ai21-jamba-mini-1-6ai21/ai21-jamba-mini-1-7ai21/ai21-jamba-reasoning-3b-ggufai21/ai21-jamba-reasoning-3bai21/ai21-jamba2-3bai21/ai21-jamba2-mini-fp8ai21/ai21-jamba2-miniai21/jamba-tiny-devai21/jamba-tiny-randomai21/jamba-tiny-reward-devai21/jamba-v0-1allen-ai/biomed-roberta-baseallen-ai/led-base-16384allen-ai/longformer-base-4096allen-ai/molmo-7b-d-0924allen-ai/molmo2-4ballen-ai/molmo2-8ballen-ai/molmo2-o-7ballen-ai/molmo2-videopoint-4ballen-ai/molmopoint-vid-4ballen-ai/olmo-1b-hfallen-ai/olmo-hybrid-7ballen-ai/olmocr-2-7b-1025-fp8allen-ai/olmocr-2-7b-1025allen-ai/olmocr-7b-0225-previewallen-ai/olmoe-1b-7b-0125-instructallen-ai/olmoe-1b-7b-0125allen-ai/olmoe-1b-7b-0924allen-ai/scibert-scivocab-uncasedallen-ai/specter2-baseallen-ai/unifiedqa-t5-smallallen-ai/wildguardbaai/altclipbaai/aquilachat-7b
... and 613 more
Last updated: 2026-06-15T10:06:09.581Z
ModelSpec Weekly Coverage Report
Generated automatically | 1143 valid cards, 0 errors
Summary
Provider Breakdown
Top 10 Most Complete
Top 10 Least Complete
Models Without Benchmarks (594 total)
Show list
ai21/ai21-jamba-large-1-5ai21/ai21-jamba-large-1-6ai21/ai21-jamba-mini-1-5ai21/ai21-jamba-mini-1-6ai21/ai21-jamba-mini-1-7ai21/ai21-jamba-reasoning-3b-ggufai21/ai21-jamba-reasoning-3bai21/ai21-jamba2-3bai21/ai21-jamba2-mini-fp8ai21/ai21-jamba2-miniai21/jamba-tiny-devai21/jamba-tiny-randomai21/jamba-tiny-reward-devallen-ai/biomed-roberta-baseallen-ai/led-base-16384allen-ai/longformer-base-4096allen-ai/molmo-7b-d-0924allen-ai/molmo2-4ballen-ai/molmo2-8ballen-ai/molmo2-o-7ballen-ai/molmo2-videopoint-4ballen-ai/molmopoint-vid-4ballen-ai/olmo-2-0425-1b-instructallen-ai/olmo-2-0425-1ballen-ai/olmo-3-1-32b-instructallen-ai/olmo-3-1025-7ballen-ai/olmo-3-1125-32ballen-ai/olmo-3-7b-instruct-sftallen-ai/olmo-3-7b-instructallen-ai/olmo-3-7b-thinkallen-ai/olmo-hybrid-7ballen-ai/olmocr-2-7b-1025-fp8allen-ai/olmocr-2-7b-1025allen-ai/olmocr-7b-0225-previewallen-ai/scibert-scivocab-uncasedallen-ai/specter2-baseallen-ai/unifiedqa-t5-smallallen-ai/wildguardbaai/altclipbaai/aquilachat-7bbaai/aquilachat2-7bbaai/bge-reranker-basebaai/bge-reranker-largebaai/bge-reranker-v2-gemmabaai/emu3-chat-hfbaai/emu3-visiontokenizerbaai/llm-embedderbaai/robobrain2-5-8b-nvbaai/seggpt-vit-largebaichuan/baichuan-13b-base... and 544 more
Models Without Cost Data (663 total)
Show list
01-ai/yi-1-5-6b-chat01-ai/yi-1-5-6b01-ai/yi-34b-200k01-ai/yi-34b-chat01-ai/yi-34b01-ai/yi-6b-200k01-ai/yi-6b-chat-4bits01-ai/yi-6b-chat01-ai/yi-6b01-ai/yi-9b-200k01-ai/yi-9b01-ai/yi-coder-9b-chat01-ai/yi-coder-9bai21/ai21-jamba-large-1-5ai21/ai21-jamba-large-1-6ai21/ai21-jamba-mini-1-5ai21/ai21-jamba-mini-1-6ai21/ai21-jamba-mini-1-7ai21/ai21-jamba-reasoning-3b-ggufai21/ai21-jamba-reasoning-3bai21/ai21-jamba2-3bai21/ai21-jamba2-mini-fp8ai21/ai21-jamba2-miniai21/jamba-tiny-devai21/jamba-tiny-randomai21/jamba-tiny-reward-devai21/jamba-v0-1allen-ai/biomed-roberta-baseallen-ai/led-base-16384allen-ai/longformer-base-4096allen-ai/molmo-7b-d-0924allen-ai/molmo2-4ballen-ai/molmo2-8ballen-ai/molmo2-o-7ballen-ai/molmo2-videopoint-4ballen-ai/molmopoint-vid-4ballen-ai/olmo-1b-hfallen-ai/olmo-hybrid-7ballen-ai/olmocr-2-7b-1025-fp8allen-ai/olmocr-2-7b-1025allen-ai/olmocr-7b-0225-previewallen-ai/olmoe-1b-7b-0125-instructallen-ai/olmoe-1b-7b-0125allen-ai/olmoe-1b-7b-0924allen-ai/scibert-scivocab-uncasedallen-ai/specter2-baseallen-ai/unifiedqa-t5-smallallen-ai/wildguardbaai/altclipbaai/aquilachat-7b... and 613 more
Last updated: 2026-06-15T10:06:09.581Z