Model Data
See which models are winning real usage, how the mix is shifting, and what that means for cost.
As of October 29, 2026, DeepSeek V4.1 Flash led OpenCode usage over the past 7 days with 111T tokens, followed by Muse Spark 1.3 Contributor (6.8T) and GLM-5.3-Flash (6.5T).
Top Models. Usage of models across OpenCode.
010203
deepseek-v4.1-flash111T tokens
DeepSeek-4% vs previous week
muse-spark-1.3-contributor6.8T tokens
Meta-44% vs previous week
glm-5.3-flash6.5T tokens
Zhipu-30% vs previous week
040506070809101112131415161718
beam-1.0-501b-a23b5.1T tokens
Reflection+3% vs previous week
mimo-v2.6-flash4.0T tokens
Xiaomi-59% vs previous week
iceman2.1T tokens
New
deepseek-v4.1-flash-10171.9T tokens
DeepSeek+279% vs previous week
nemotron-3.5-super-vl1.2T tokens
NVIDIA-49% vs previous week
nemotron-3-ultra1.1T tokens
NVIDIA-66% vs previous week
gpt-6-luna862B tokens
OpenAI-5% vs previous week
minimax-m3.1-flash746B tokens
MiniMax-98% vs previous week
deepseek-v4-pro740B tokens
DeepSeek+11% vs previous week
mimo-v2.6-pro524B tokens
Xiaomi+1% vs previous week
deepseek-v4-flash478B tokens
DeepSeek-58% vs previous week
nemotron-3.5-lightning409B tokens
NVIDIA-20% vs previous week
mimo-v2.5342B tokens
Xiaomi-4% vs previous week
claude-haiku-5-5330B tokens
Anthropic+11% vs previous week
minimax-m3318B tokens
MiniMax+49% vs previous week
010203040506070809101112131415161718
deepseek-v4.1-flash111T tokens
DeepSeek-4% vs previous week
muse-spark-1.3-contributor6.8T tokens
Meta-44% vs previous week
glm-5.3-flash6.5T tokens
Zhipu-30% vs previous week
beam-1.0-501b-a23b5.1T tokens
Reflection+3% vs previous week
mimo-v2.6-flash4.0T tokens
Xiaomi-59% vs previous week
iceman2.1T tokens
New
deepseek-v4.1-flash-10171.9T tokens
DeepSeek+279% vs previous week
nemotron-3.5-super-vl1.2T tokens
NVIDIA-49% vs previous week
nemotron-3-ultra1.1T tokens
NVIDIA-66% vs previous week
gpt-6-luna862B tokens
OpenAI-5% vs previous week
minimax-m3.1-flash746B tokens
MiniMax-98% vs previous week
deepseek-v4-pro740B tokens
DeepSeek+11% vs previous week
mimo-v2.6-pro524B tokens
Xiaomi+1% vs previous week
deepseek-v4-flash478B tokens
DeepSeek-58% vs previous week
nemotron-3.5-lightning409B tokens
NVIDIA-20% vs previous week
mimo-v2.5342B tokens
Xiaomi-4% vs previous week
claude-haiku-5-5330B tokens
Anthropic+11% vs previous week
minimax-m3318B tokens
MiniMax+49% vs previous week
Unique Users. Daily unique OpenCode users by model.
| Date | deepseek-v4.1-flash | gpt-6-luna | glm-5.3-flash | mimo-v2.6-flash | beam-1.0-501b-a23b | muse-spark-1.3-contributor | iceman | deepseek-v4-pro | deepseek-v4.1-flash-1017 | Other | total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| SEP 4 | 0 | 0 | 22K | 0 | 0 | 29K | 0 | 13K | 0 | 264K | 328K |
| SEP 5 | 0 | 0 | 16K | 0 | 0 | 27K | 0 | 8.9K | 0 | 203K | 254K |
| SEP 6 | 0 | 0 | 15K | 0 | 0 | 28K | 0 | 8.8K | 0 | 194K | 246K |
| SEP 7 | 0 | 0 | 21K | 0 | 0 | 33K | 0 | 12K | 0 | 243K | 309K |
| SEP 8 | 0 | 0 | 21K | 0 | 0 | 35K | 0 | 11K | 0 | 232K | 299K |
| SEP 9 | 0 | 0 | 20K | 0 | 0 | 34K | 0 | 11K | 0 | 218K | 283K |
| SEP 10 | 32K | 0 | 21K | 0 | 0 | 35K | 0 | 12K | 0 | 220K | 319K |
| SEP 11 | 43K | 0 | 17K | 0 | 0 | 34K | 0 | 8.7K | 0 | 191K | 293K |
| SEP 12 | 38K | 0 | 13K | 0 | 0 | 31K | 0 | 6.0K | 0 | 147K | 235K |
| SEP 13 | 39K | 0 | 12K | 0 | 0 | 31K | 0 | 6.0K | 0 | 147K | 235K |
| SEP 14 | 54K | 0 | 20K | 0 | 0 | 38K | 0 | 9.3K | 0 | 196K | 317K |
| SEP 15 | 55K | 0 | 20K | 0 | 0 | 38K | 0 | 8.8K | 0 | 195K | 317K |
| SEP 16 | 58K | 0 | 19K | 0 | 0 | 38K | 0 | 8.5K | 0 | 207K | 331K |
| SEP 17 | 68K | 0 | 20K | 0 | 0 | 34K | 0 | 8.6K | 0 | 204K | 334K |
| SEP 18 | 63K | 0 | 0 | 0 | 0 | 36K | 0 | 7.6K | 0 | 176K | 282K |
| SEP 19 | 53K | 0 | 15K | 0 | 0 | 35K | 0 | 6.7K | 0 | 148K | 258K |
| SEP 20 | 54K | 0 | 16K | 0 | 0 | 29K | 0 | 6.9K | 0 | 135K | 242K |
| SEP 21 | 80K | 0 | 21K | 2.2K | 0 | 38K | 0 | 9.6K | 0 | 169K | 320K |
| SEP 22 | 66K | 0 | 19K | 41K | 0 | 36K | 0 | 8.2K | 0 | 162K | 333K |
| SEP 23 | 62K | 2.5K | 18K | 39K | 0 | 35K | 0 | 7.4K | 0 | 145K | 308K |
| SEP 24 | 60K | 12K | 16K | 37K | 0 | 34K | 0 | 6.8K | 0 | 140K | 306K |
| SEP 25 | 49K | 12K | 13K | 21K | 0 | 32K | 0 | 5.8K | 0 | 127K | 260K |
| SEP 26 | 45K | 11K | 12K | 18K | 0 | 29K | 0 | 4.9K | 0 | 112K | 231K |
| SEP 27 | 46K | 12K | 12K | 17K | 0 | 28K | 0 | 4.8K | 0 | 113K | 233K |
| SEP 28 | 62K | 16K | 15K | 22K | 0 | 34K | 0 | 7.1K | 0 | 150K | 307K |
| SEP 29 | 68K | 17K | 15K | 23K | 0 | 36K | 0 | 7.1K | 0 | 151K | 317K |
| SEP 30 | 61K | 16K | 15K | 22K | 0 | 34K | 0 | 6.6K | 0 | 145K | 301K |
| OCT 1 | 56K | 15K | 13K | 22K | 0 | 33K | 0 | 5.9K | 0 | 132K | 277K |
| OCT 2 | 54K | 15K | 13K | 22K | 0 | 32K | 0 | 5.7K | 0 | 130K | 271K |
| OCT 3 | 46K | 13K | 11K | 18K | 0 | 29K | 0 | 4.5K | 0 | 116K | 236K |
| OCT 4 | 45K | 13K | 11K | 17K | 0 | 29K | 0 | 4.5K | 0 | 114K | 234K |
| OCT 5 | 54K | 17K | 13K | 21K | 0 | 35K | 0 | 6.1K | 0 | 138K | 284K |
| OCT 6 | 58K | 17K | 14K | 41K | 0 | 38K | 0 | 6.2K | 0 | 141K | 315K |
| OCT 7 | 65K | 18K | 14K | 42K | 0 | 39K | 0 | 6.2K | 0 | 138K | 321K |
| OCT 8 | 74K | 20K | 15K | 42K | 0 | 37K | 0 | 6.7K | 0 | 153K | 347K |
| OCT 9 | 88K | 20K | 15K | 31K | 0 | 35K | 0 | 6.4K | 0 | 146K | 341K |
| OCT 10 | 80K | 17K | 13K | 28K | 0 | 31K | 0 | 5.3K | 0 | 133K | 307K |
| OCT 11 | 73K | 16K | 11K | 22K | 0 | 31K | 0 | 4.8K | 0 | 119K | 278K |
| OCT 12 | 99K | 24K | 16K | 29K | 0 | 37K | 0 | 6.7K | 0 | 149K | 360K |
| OCT 13 | 102K | 26K | 16K | 27K | 6.7K | 37K | 0 | 7.1K | 0 | 145K | 367K |
| OCT 14 | 107K | 28K | 16K | 32K | 11K | 36K | 0 | 7.6K | 0 | 138K | 376K |
| OCT 15 | 123K | 29K | 17K | 42K | 8.9K | 35K | 0 | 8.1K | 0 | 136K | 399K |
| OCT 16 | 128K | 27K | 27K | 42K | 11K | 34K | 0 | 7.5K | 0 | 131K | 408K |
| OCT 17 | 121K | 24K | 31K | 39K | 14K | 11K | 0 | 6.3K | 0 | 114K | 359K |
| OCT 18 | 98K | 21K | 23K | 28K | 12K | 7.9K | 0 | 5.4K | 0 | 87K | 282K |
| OCT 19 | 137K | 32K | 30K | 36K | 13K | 9.8K | 0 | 7.8K | 3.4K | 119K | 388K |
| OCT 20 | 142K | 33K | 30K | 35K | 12K | 9.3K | 0 | 7.5K | 824 | 124K | 393K |
| OCT 21 | 144K | 34K | 32K | 27K | 12K | 9.4K | 0 | 7.7K | 1.3K | 145K | 412K |
| OCT 22 | 149K | 34K | 32K | 24K | 14K | 9.4K | 0 | 7.7K | 9.5K | 133K | 411K |
| OCT 23 | 152K | 34K | 32K | 22K | 16K | 9.7K | 1.3K | 7.2K | 16K | 90K | 379K |
| OCT 24 | 122K | 28K | 25K | 14K | 13K | 8.2K | 11K | 5.8K | 3.1K | 73K | 303K |
| OCT 25 | 116K | 29K | 24K | 14K | 13K | 7.9K | 7.5K | 5.8K | 6.9K | 71K | 296K |
| OCT 26 | 147K | 40K | 30K | 18K | 15K | 9.8K | 6.9K | 8.4K | 12K | 86K | 374K |
| OCT 27 | 154K | 42K | 31K | 18K | 16K | 9.8K | 14K | 8.9K | 3.5K | 80K | 378K |
| OCT 28 | 158K | 42K | 30K | 18K | 15K | 9.8K | 13K | 8.7K | 0 | 78K | 374K |
| OCT 29 | 38K | 4.0K | 4.4K | 2.9K | 2.3K | 2.5K | 771 | 1.1K | 0 | 8.1K | 64K |
Weekly Retention. Weekly users returning the next week.
| Rank | Model | Retention | Rate | Eligible |
|---|---|---|---|---|
| 01 | mimo-v2.6-flash | 77.7% | 6.1K | |
| 02 | minimax-m3.1-flash | 75.4% | 11K | |
| 03 | muse-spark-1.3-contributor | 69.3% | 57K | |
| 04 | deepseek-v4.1-flash | 69.2% | 413K | |
| 05 | muse-spark-1.2-contributor | 67.7% | 3.8K | |
| 06 | mimo-v2.5 | 66.9% | 18K | |
| 07 | mimo-v2.6-pro | 64.5% | 5.6K | |
| 08 | longcat-2.0 | 64.3% | 753 | |
| 09 | hy3 | 63.9% | 1.9K | |
| 10 | omen-alpha | 63.4% | 4.2K | |
| 11 | beam-1.0-501b-a23b | 63.3% | 983 | |
| 12 | deepseek-v4-flash | 63.1% | 139K | |
| 13 | minimax-m2.5 | 63.1% | 179 | |
| 14 | longcat-2.5-preview | 62.6% | 2.8K | |
| 15 | glm-5.3-flash | 62.5% | 83K |
Session Cost. Average cost per session.
COST / SESSION
TOKENS / SESSION
Cost/Session$0.0187
Tokens/Session3.4M
Token Cost. Price per 1M tokens.
Input$0.14
Output$0.28
Cached$0.0028
Cache Ratio. Share of input tokens served from cache.
Cache Ratio97%
Cached107T
Uncached3.3T
Geographic Breakdown
Methodology. How this data is collected.
- Updates
- Aggregated every hour. Days and weeks use UTC.
- Tokens
- Input, output, reasoning, and cached tokens for each request.
- Users and sessions
- Approximate counts of distinct users and OpenCode sessions.
- Cost
- Session cost is the average cost per OpenCode session. Token prices are list prices from the OpenCode model catalog.
- Retention
- The share of a model's users in one week who use it again the next week.
- Citation
- Cite OpenCode Data (opencode.ai/data) with the update time shown at the top of the page.
Model Comparisons. Popular model pairs from the leaderboard.
Top two by recent usagedeepseek-v4.1-flash vs muse-spark-1.3-contributordeepseek-v4.1-flash·muse-spark-1.3-contributorLeader vs challengerdeepseek-v4.1-flash vs glm-5.3-flashdeepseek-v4.1-flash·glm-5.3-flashAdjacent leaderboard pairmuse-spark-1.3-contributor vs glm-5.3-flashmuse-spark-1.3-contributor·glm-5.3-flashTop model alternativeglm-5.3-flash vs beam-1.0-501b-a23bglm-5.3-flash·beam-1.0-501b-a23b
