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Model Data

See which models are winning real usage, how the mix is shifting, and what that means for cost.

As of October 22, 2026, DeepSeek V4.1 Flash led OpenCode usage over the past 7 days with 105T tokens, followed by MiniMax-M3.1-Flash (44T) and Muse Spark 1.3 Contributor (11T).

Top Models. Usage of models across OpenCode.

Stacked top model usage chart
Datedeepseek-v4.1-flashminimax-m3.1-flashmuse-spark-1.3-contributormimo-v2.6-flashglm-5.3-flashbeamnemotron-3-ultranemotron-3.5-super-vllongcat-2.5-previewOthertotal
AUG 280B0B0B0B620B0B609B0B0B9.2T10T
AUG 290B0B0B0B453B0B627B0B0B8.0T9.1T
AUG 300B0B0B0B442B0B423B0B0B7.7T8.6T
AUG 310B0B0B0B669B0B378B0B0B9.4T10T
SEP 10B0B0B0B695B0B368B0B0B9.5T11T
SEP 20B0B117B0B581B0B412B0B0B9.3T10T
SEP 30B0B3.3T0B538B0B388B0B0B8.0T12T
SEP 40B0B4.4T0B485B0B398B0B0B7.3T13T
SEP 50B0B4.6T0B364B0B414B0B0B5.9T11T
SEP 60B0B4.6T0B343B0B390B0B0B5.7T11T
SEP 70B0B4.5T0B516B0B426B0B0B6.8T12T
SEP 80B0B4.6T0B506B0B318B0B0B7.0T12T
SEP 90B0B5.7T0B546B0B322B0B0B6.7T13T
SEP 103.0T0B5.9T0B603B0B336B0B0B6.5T16T
SEP 115.0T0B5.2T0B468B0B272B0B0B5.1T16T
SEP 125.4T0B5.5T0B400B0B410B0B0B4.7T16T
SEP 135.6T0B4.4T0B403B0B311B0B0B4.6T15T
SEP 146.5T0B5.0T0B624B0B307B0B0B5.5T18T
SEP 157.5T0B5.1T0B635B0B306B0B0B5.6T19T
SEP 168.2T0B5.3T0B596B0B391B0B0B5.6T20T
SEP 178.8T0B5.9T0B566B0B438B0B0B5.1T21T
SEP 188.2T0B5.9T0B0B0B541B0B0B4.8T19T
SEP 196.5T0B4.7T0B380B0B515B0B0B4.1T16T
SEP 206.9T0B4.8T0B426B0B503B0B0B4.2T17T
SEP 218.9T0B5.4T32B566B0B489B0B0B4.9T20T
SEP 228.0T0B5.7T941B506B0B507B0B0B4.8T20T
SEP 237.0T1.5T5.8T1.2T446B0B307B0B0B4.3T21T
SEP 246.2T6.8T5.4T1.2T402B0B398B0B0B4.1T25T
SEP 254.6T9.0T5.1T1.3T370B0B642B0B0B2.7T24T
SEP 264.3T7.9T5.1T1.2T309B0B731B0B136B1.7T21T
SEP 274.4T8.3T5.1T1.2T299B0B663B0B359B1.5T22T
SEP 286.2T8.7T5.4T1.5T410B0B634B0B529B2.3T26T
SEP 296.4T9.6T5.3T1.5T393B0B465B0B543B2.1T26T
SEP 305.7T10T4.8T1.5T362B0B459B0B546B1.8T25T
OCT 14.9T9.7T4.5T1.4T276B0B524B0B427B1.4T23T
OCT 24.7T9.0T4.4T1.4T256B0B536B0B321B1.6T22T
OCT 34.4T8.3T4.9T1.3T227B0B577B0B292B1.4T21T
OCT 44.4T8.9T5.2T1.3T231B0B650B0B278B1.4T22T
OCT 55.3T9.9T5.7T1.5T294B0B564B0B278B1.6T25T
OCT 65.7T5.8T6.0T2.2T303B0B516B0B369B2.1T23T
OCT 75.6T3.9T5.7T2.4T320B0B578B0B368B2.1T21T
OCT 86.3T3.7T5.8T2.4T340B0B588B0B348B2.3T22T
OCT 97.1T3.5T5.5T1.7T342B0B640B0B360B2.8T22T
OCT 106.9T3.3T5.7T1.5T314B0B681B0B315B2.9T22T
OCT 116.3T3.0T5.7T1.3T276B0B732B0B254B2.4T20T
OCT 128.9T3.1T5.8T1.6T418B0B705B0B275B2.2T23T
OCT 1310T3.1T6.0T1.6T401B135B657B0B263B2.2T25T
OCT 1411T3.0T6.0T1.6T409B340B659B0B339B1.9T25T
OCT 1512T2.9T5.6T1.8T419B330B476B87B370B1.7T26T
OCT 1614T2.5T5.2T1.6T694B427B42B293B370B1.1T26T
OCT 1713T2.6T1.1T1.2T1.3T836B41B374B387B651B22T
OCT 1812T2.2T988B1.4T1.1T761B510B334B328B545B21T
OCT 1917T4.7T1.2T1.7T1.4T822B508B335B342B913B29T
OCT 2018T10T1.1T1.5T1.5T679B637B331B322B876B36T
OCT 2118T14T987B1.2T1.4T626B692B307B164B843B38T
OCT 2212T7.4T634B600B937B447B396B183B1B658B23T
01
deepseek-v4.1-flash105T tokens
DeepSeek+70% vs previous week
02
minimax-m3.1-flash44T tokens
MiniMax+101% vs previous week
03
muse-spark-1.3-contributor11T tokens
Meta-72% vs previous week
04
mimo-v2.6-flash9.3T tokens
Xiaomi-16% vs previous week
05
glm-5.3-flash8.4T tokens
Zhipu+225% vs previous week
06
beam4.6T tokens
Reflection+471% vs previous week
07
nemotron-3-ultra2.8T tokens
NVIDIA-38% vs previous week
08
nemotron-3.5-super-vl2.2T tokens
NVIDIANew
09
longcat-2.5-preview1.9T tokens
Meituan-12% vs previous week
10
deepseek-v4-flash1.0T tokens
DeepSeek-75% vs previous week
11
gpt-6-luna687B tokens
OpenAI-8% vs previous week
12
deepseek-v4-pro495B tokens
DeepSeek-1% vs previous week
13
nemotron-3.5-lightning465B tokens
NVIDIA-49% vs previous week
14
mimo-v2.6-pro366B tokens
Xiaomi-23% vs previous week
15
mimo-v2.5320B tokens
Xiaomi-10% vs previous week
16
deepseek-v4.1-flash-1017253B tokens
DeepSeekNew
17
step-5-preview240B tokens
StepFun-96% vs previous week
18
qwen3.8-flash223B tokens
Qwen-16% vs previous week
LEARN MORETOP MODELS▸

Unique Users. Daily unique OpenCode users by model.

Stacked unique user chart by model
Datedeepseek-v4.1-flashmimo-v2.6-flashglm-5.3-flashminimax-m3.1-flashgpt-6-lunamuse-spark-1.3-contributorlongcat-2.5-previewbeamdeepseek-v4-proOthertotal
AUG 280022K0000017K303K343K
AUG 290017K0000012K237K266K
AUG 300016K0000011K232K260K
AUG 310024K0000017K311K352K
SEP 10024K0000017K301K343K
SEP 20023K002.6K0016K290K332K
SEP 30024K0025K0015K288K352K
SEP 40022K0029K0013K264K328K
SEP 50016K0027K008.9K203K254K
SEP 60015K0028K008.8K194K246K
SEP 70021K0033K0012K243K309K
SEP 80021K0035K0011K232K299K
SEP 90020K0034K0011K218K283K
SEP 1032K021K0035K0012K220K319K
SEP 1143K017K0034K008.7K191K293K
SEP 1238K013K0031K006.0K147K235K
SEP 1339K012K0031K006.0K147K235K
SEP 1454K020K0038K009.3K196K317K
SEP 1555K020K0038K008.8K195K317K
SEP 1658K019K0038K008.5K207K331K
SEP 1768K020K0034K008.6K204K334K
SEP 1863K000036K007.6K176K282K
SEP 1953K015K0035K006.7K148K258K
SEP 2054K016K0029K006.9K135K242K
SEP 2180K2.2K21K0038K009.6K169K320K
SEP 2266K41K19K0036K008.2K162K333K
SEP 2362K39K18K6.9K2.5K35K007.4K138K308K
SEP 2460K37K16K20K12K34K006.8K120K306K
SEP 2549K21K13K34K12K32K205.8K92K260K
SEP 2645K18K12K36K11K29K3.4K04.9K73K231K
SEP 2746K17K12K35K12K28K6.7K04.8K71K233K
SEP 2862K22K15K45K16K34K8.4K07.1K97K306K
SEP 2967K23K15K49K17K36K8.4K07.0K93K315K
SEP 3061K22K14K50K16K34K8.1K06.5K86K298K
OCT 155K22K13K49K15K33K7.5K05.7K74K274K
OCT 253K22K12K46K14K32K7.3K05.5K75K267K
OCT 346K18K10K41K12K28K6.9K04.4K66K233K
OCT 445K17K10K41K12K28K6.8K04.4K65K230K
OCT 553K21K12K50K16K35K7.9K05.9K78K279K
OCT 657K41K13K35K17K38K12K06.0K90K309K
OCT 763K42K13K25K17K39K13K05.9K97K315K
OCT 873K42K14K25K19K36K13K06.4K111K340K
OCT 986K31K14K24K19K35K13K06.0K106K333K
OCT 1079K28K12K22K16K31K12K05.0K95K300K
OCT 1172K22K11K19K15K30K12K04.5K86K271K
OCT 1297K28K15K20K22K37K14K06.2K111K350K
OCT 13100K27K15K19K25K37K13K6.7K6.7K108K356K
OCT 14105K31K15K18K27K36K13K11K7.1K102K365K
OCT 15121K41K16K17K27K34K13K8.9K7.5K100K387K
OCT 16125K42K26K18K25K34K15K11K7.0K93K396K
OCT 17118K39K30K18K22K10K15K14K5.9K77K349K
OCT 1896K28K22K14K20K7.6K11K12K5.0K58K273K
OCT 19134K35K29K24K30K9.3K13K13K7.2K81K374K
OCT 20138K34K29K29K31K8.9K12K12K6.9K78K379K
OCT 21140K27K31K47K32K9.0K12K12K7.1K80K398K
OCT 22125K19K24K38K25K7.7K5.7K9.8K5.6K67K327K

Weekly Retention. Weekly users returning the next week.

RankModelRetentionRateEligible
01mimo-v2.6-flash81.9%4.6K
02muse-spark-1.2-contributor76.6%7.4K
03step-5-preview76.3%919
04minimax-m3.1-flash75.6%10K
05kimi-k2.572.9%133
06claude-haiku-5-571.1%1.1K
07mimo-v2.570.5%23K
08hy370.0%2.9K
09muse-spark-1.3-contributor69.5%48K
10deepseek-v4.1-flash68.5%317K
11minimax-m2.568.5%219
12deepseek-v4-flash67.1%194K
13mimo-v2.6-pro66.9%4.0K
14longcat-2.066.5%770
15qwen3.7-plus66.2%7.7K
LEARN MORETOP MODELS▸

Session Cost. Average cost per session.

COST / SESSION

TOKENS / SESSION

Cost/Session$0.0158

Tokens/Session4.4M

LEARN MORESESSION COST▸

Token Cost. Price per 1M tokens.

Input$0.12

Output$0.42

Cached$0.03

LEARN MORETOKEN COST▸

Cache Ratio. Share of input tokens served from cache.

Cache Ratio96%

Cached4.4T

Uncached178.7B

LEARN MORECACHE RATIO▸

Market Share. Compare token share by model author.

Market share by model author
DateDeepSeekMetaMiniMaxXiaomiNVIDIAZhipuOtherMeituanStepFun
AUG 2843.9%20.1%0.6%13.0%5.9%6.6%9.7%0.2%0.0%
AUG 2942.9%20.1%0.4%12.2%8.3%5.5%10.3%0.2%0.0%
AUG 3045.6%21.7%0.5%14.9%6.7%5.7%4.7%0.2%0.0%
AUG 3145.6%20.4%0.6%17.2%4.8%7.1%4.1%0.2%0.0%
SEP 144.8%21.5%0.6%16.8%4.6%7.3%4.1%0.2%0.0%
SEP 243.1%24.3%0.6%16.5%5.0%6.2%4.1%0.2%0.0%
SEP 334.8%39.4%0.5%12.9%4.1%4.9%3.3%0.2%0.0%
SEP 428.6%43.6%0.4%13.9%4.2%4.2%4.9%0.2%0.0%
SEP 528.3%47.7%0.3%10.6%4.9%3.5%4.7%0.1%0.0%
SEP 628.3%48.0%0.3%10.8%4.7%3.4%4.5%0.1%0.0%
SEP 730.4%43.0%0.4%11.6%4.2%4.6%5.5%0.1%0.0%
SEP 831.2%43.1%0.5%12.1%3.1%4.5%5.5%0.1%0.0%
SEP 927.8%48.0%0.4%11.3%3.0%4.4%5.0%0.1%0.0%
SEP 1040.1%39.7%0.3%10.3%2.5%3.9%3.0%0.1%0.0%
SEP 1148.9%35.7%0.3%8.1%2.0%3.1%1.9%0.1%0.0%
SEP 1250.3%36.4%0.2%5.9%3.0%2.6%1.6%0.0%0.0%
SEP 1354.6%31.9%0.2%6.5%2.3%2.8%1.6%0.0%0.0%
SEP 1453.7%30.7%0.3%7.6%1.9%3.7%2.0%0.0%0.0%
SEP 1555.7%29.3%0.3%7.1%2.1%3.5%2.0%0.0%0.0%
SEP 1656.6%28.8%0.3%6.5%2.3%3.2%2.3%0.0%0.0%
SEP 1755.9%30.2%0.2%4.8%2.5%2.9%3.5%0.0%0.0%
SEP 1857.2%32.5%0.2%4.8%3.2%0.2%1.8%0.0%0.0%
SEP 1955.4%31.7%0.2%4.9%3.4%2.5%1.9%0.0%0.0%
SEP 2056.3%30.8%0.2%4.9%3.2%2.7%1.8%0.0%0.0%
SEP 2158.3%29.1%0.2%4.9%2.6%3.0%1.9%0.0%0.0%
SEP 2254.3%29.9%0.2%8.5%2.7%2.7%1.7%0.0%0.0%
SEP 2348.4%30.7%7.4%7.8%1.7%2.3%1.6%0.0%0.0%
SEP 2437.1%23.9%28.0%6.0%1.8%1.8%1.4%0.0%0.0%
SEP 2527.0%22.6%37.9%6.6%2.8%1.7%1.4%0.0%0.0%
SEP 2624.7%24.5%37.1%6.6%3.6%1.5%1.4%0.7%0.0%
SEP 2723.9%23.8%38.1%6.5%3.2%1.5%1.3%1.7%0.0%
SEP 2829.9%21.6%33.9%6.7%2.7%1.7%1.4%2.1%0.0%
SEP 2929.6%20.4%36.7%6.6%1.9%1.6%1.1%2.1%0.0%
SEP 3027.1%19.3%40.2%6.7%2.0%1.5%1.0%2.2%0.0%
OCT 124.5%20.0%42.1%6.8%2.4%1.3%1.0%1.9%0.0%
OCT 224.8%20.2%40.7%7.1%2.7%1.3%1.7%1.5%0.0%
OCT 323.2%23.4%39.1%6.9%2.9%1.1%2.1%1.4%0.0%
OCT 422.3%23.4%40.0%6.6%3.3%1.1%2.2%1.3%0.0%
OCT 523.7%22.9%39.5%6.6%2.6%1.3%2.3%1.1%0.0%
OCT 629.2%26.4%25.2%10.4%2.6%1.4%3.1%1.6%0.0%
OCT 732.0%27.6%18.7%11.9%3.2%1.6%3.2%1.8%0.0%
OCT 833.7%27.0%17.1%11.7%3.1%1.7%2.5%1.6%1.6%
OCT 936.7%25.4%16.1%8.5%3.3%1.7%1.3%1.7%5.3%
OCT 1036.0%26.6%15.5%7.4%3.6%1.5%1.1%1.5%6.8%
OCT 1135.3%28.9%15.0%6.9%4.2%1.5%1.1%1.3%5.9%
OCT 1242.3%25.5%13.6%7.6%3.8%1.9%1.3%1.2%2.7%
OCT 1344.7%24.7%12.8%7.1%3.3%1.7%1.8%1.1%2.7%
OCT 1444.4%24.4%12.2%7.0%3.3%1.8%2.6%1.4%2.9%
OCT 1547.9%22.0%11.4%7.4%2.8%1.7%2.4%1.5%2.9%
OCT 1654.6%19.9%9.5%6.7%1.5%2.7%2.9%1.4%0.7%
OCT 1761.8%5.2%11.9%6.2%2.0%6.2%4.9%1.8%0.1%
OCT 1860.9%4.9%10.9%7.3%4.2%5.5%4.6%1.6%0.1%
OCT 1960.2%4.1%16.2%6.2%3.2%5.0%3.8%1.2%0.0%
OCT 2052.3%3.2%29.1%4.6%3.0%4.2%2.7%0.9%0.0%
OCT 2147.1%2.6%37.5%3.4%2.9%3.6%2.4%0.4%0.0%
OCT 2253.1%2.7%31.7%2.8%2.7%4.1%2.7%0.0%0.0%
  1. 01DeepSeek12T tokens53.1%
  2. 02MiniMax7.4T tokens31.7%
  3. 03Zhipu952B tokens4.1%
  4. 04Xiaomi663B tokens2.8%
  5. 05NVIDIA641B tokens2.7%
  6. 06Meta639B tokens2.7%
  8. 08StepFun2.1B tokens0.0%
  9. 09Meituan623M tokens0.0%

[*]OCT 22 2026

LEARN MOREMARKET SHARE▸

Geographic Breakdown

LEARN MOREGEO 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.