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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 20, 2026, DeepSeek V4.1 Flash led OpenCode usage over the past 7 days with 94T tokens, followed by MiniMax-M3.1-Flash (25T) and Muse Spark 1.3 Contributor (21T).

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-ultralongcat-2.5-previewstep-5-previewOthertotal
AUG 260B0B0B0B6.3T0B596B0B0B9.4T16T
AUG 270B0B0B0B634B0B643B0B0B10T12T
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 264.3T7.9T5.1T1.2T309B0B731B136B0B1.7T21T
SEP 274.4T8.3T5.1T1.2T299B0B663B359B0B1.5T22T
SEP 286.2T8.7T5.4T1.5T410B0B634B529B0B2.3T26T
SEP 296.4T9.6T5.3T1.5T393B0B465B543B0B2.1T26T
SEP 305.7T10T4.8T1.5T362B0B459B546B0B1.8T25T
OCT 14.9T9.7T4.5T1.4T276B0B524B427B0B1.4T23T
OCT 24.7T9.0T4.4T1.4T256B0B536B321B0B1.6T22T
OCT 34.4T8.3T4.9T1.3T227B0B577B292B0B1.4T21T
OCT 44.4T8.9T5.2T1.3T231B0B650B278B0B1.4T22T
OCT 55.3T9.9T5.7T1.5T294B0B564B278B0B1.6T25T
OCT 65.7T5.8T6.0T2.2T303B0B516B369B0B2.1T23T
OCT 75.6T3.9T5.7T2.4T320B0B578B368B0B2.1T21T
OCT 86.3T3.7T5.8T2.4T340B0B588B348B354B2.0T22T
OCT 97.1T3.5T5.5T1.7T342B0B640B360B1.2T1.6T22T
OCT 106.9T3.3T5.7T1.5T314B0B681B315B1.5T1.4T22T
OCT 116.3T3.0T5.7T1.3T276B0B732B254B1.2T1.2T20T
OCT 128.9T3.1T5.8T1.6T418B0B705B275B622B1.6T23T
OCT 1310T3.1T6.0T1.6T401B135B657B263B675B1.5T25T
OCT 1411T3.0T6.0T1.6T409B340B659B339B722B1.2T25T
OCT 1512T2.9T5.6T1.8T419B330B476B370B731B1.1T26T
OCT 1614T2.5T5.2T1.6T694B427B42B370B183B1.2T26T
OCT 1713T2.6T1.1T1.2T1.3T836B41B387B12B1.0T22T
OCT 1812T2.2T988B1.4T1.1T761B510B328B11B867B21T
OCT 1917T4.7T1.2T1.7T1.4T822B508B342B14B1.2T29T
OCT 2015T7.4T873B1.2T1.1T505B437B242B9B918B28T
01
deepseek-v4.1-flash94T tokens
DeepSeek+84% vs previous week
02
minimax-m3.1-flash25T tokens
MiniMax+7% vs previous week
03
muse-spark-1.3-contributor21T tokens
Meta-48% vs previous week
04
mimo-v2.6-flash11T tokens
Xiaomi-16% vs previous week
05
glm-5.3-flash6.6T tokens
Zhipu+172% vs previous week
06
beam4.0T tokens
ReflectionNew
07
nemotron-3-ultra2.7T tokens
NVIDIA-42% vs previous week
08
longcat-2.5-preview2.4T tokens
Meituan+9% vs previous week
09
step-5-preview1.7T tokens
StepFun-69% vs previous week
10
nemotron-3.5-super-vl1.7T tokens
NVIDIANew
11
deepseek-v4-flash1.2T tokens
DeepSeek-77% vs previous week
12
gpt-6-luna700B tokens
OpenAI-9% vs previous week
13
nemotron-3.5-lightning565B tokens
NVIDIA-29% vs previous week
14
deepseek-v4-pro504B tokens
DeepSeek+4% vs previous week
15
mimo-v2.6-pro402B tokens
Xiaomi-15% vs previous week
16
mimo-v2.5341B tokens
Xiaomi-7% vs previous week
17
qwen3.8-flash232B tokens
-14% vs previous week
18
claude-haiku-5-5229B tokens
Anthropic-9% 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-flashgpt-6-lunaglm-5.3-flashmuse-spark-1.3-contributorminimax-m3.1-flashlongcat-2.5-previewbeamdeepseek-v4-flashOthertotal
AUG 2600078K000079K274K430K
AUG 2700022K000092K274K388K
AUG 2800022K000089K232K343K
AUG 2900017K000069K180K266K
AUG 3000016K000067K176K260K
AUG 3100024K000089K239K352K
SEP 100024K000089K230K343K
SEP 200023K2.6K00084K222K332K
SEP 300024K25K00082K221K352K
SEP 400022K29K00074K202K328K
SEP 500016K27K00059K152K254K
SEP 600015K28K00057K146K246K
SEP 700021K33K00072K182K309K
SEP 800021K35K00070K173K299K
SEP 900020K34K00067K161K283K
SEP 1032K0021K35K00067K165K319K
SEP 1143K0017K34K00059K141K293K
SEP 1238K0013K31K00045K108K235K
SEP 1339K0012K31K00043K110K235K
SEP 1454K0020K38K00057K149K317K
SEP 1555K0020K38K00055K149K317K
SEP 1658K0019K38K00054K162K331K
SEP 1768K0020K34K00051K161K334K
SEP 1863K00036K00048K136K282K
SEP 1953K0015K35K00036K118K258K
SEP 2054K0016K29K00034K108K242K
SEP 2180K2.2K021K38K00052K127K320K
SEP 2266K41K019K36K00048K122K333K
SEP 2362K39K2.5K18K35K6.9K0045K100K308K
SEP 2460K37K12K16K34K20K0044K83K306K
SEP 2549K21K12K13K32K34K2029K69K260K
SEP 2645K18K11K12K29K36K3.4K018K60K231K
SEP 2746K17K12K12K28K35K6.7K017K60K233K
SEP 2862K22K16K15K34K45K8.4K027K77K306K
SEP 2967K23K17K15K36K49K8.4K025K75K315K
SEP 3061K22K16K14K34K50K8.1K024K69K298K
OCT 155K22K15K13K33K49K7.5K017K63K274K
OCT 253K22K14K12K32K46K7.3K015K65K267K
OCT 346K18K12K10K28K41K6.9K012K59K233K
OCT 445K17K12K10K28K41K6.8K012K58K230K
OCT 553K21K16K12K35K50K7.9K014K71K279K
OCT 657K41K17K13K38K35K12K021K75K309K
OCT 763K42K17K13K39K25K13K023K80K315K
OCT 873K42K19K14K36K25K13K025K93K340K
OCT 986K31K19K14K35K24K13K024K88K333K
OCT 1079K28K16K12K31K22K12K024K77K300K
OCT 1172K22K15K11K30K19K12K019K71K271K
OCT 1297K28K22K15K37K20K14K025K92K350K
OCT 13100K27K25K15K37K19K13K6.7K23K91K356K
OCT 14105K31K27K15K36K18K13K11K13K96K365K
OCT 15121K41K27K16K34K17K13K8.9K9.8K98K387K
OCT 16125K42K25K26K34K18K15K11K8.6K91K396K
OCT 17118K39K22K30K10K18K15K14K6.6K76K349K
OCT 1896K28K20K22K7.6K14K11K12K4.2K59K273K
OCT 19134K35K30K29K9.3K24K13K13K6.2K82K374K
OCT 20127K30K27K25K8.0K25K10K9.5K5.6K66K333K

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$0.0114

Tokens/Session5.1M

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%

Cached90T

Uncached4.0T

LEARN MORECACHE RATIO▸

Market Share. Compare token share by model author.

Market share by model author
DateDeepSeekMetaMiniMaxXiaomiZhipuNVIDIAOtherMeituanStepFun
AUG 2622.9%10.2%0.5%17.4%39.3%4.3%5.2%0.1%0.0%
AUG 2739.8%19.7%0.6%18.1%6.2%6.2%9.1%0.2%0.0%
AUG 2843.9%20.1%0.6%13.0%6.6%5.9%9.7%0.2%0.0%
AUG 2942.9%20.1%0.4%12.2%5.5%8.3%10.3%0.2%0.0%
AUG 3045.6%21.7%0.5%14.9%5.7%6.7%4.7%0.2%0.0%
AUG 3145.6%20.4%0.6%17.2%7.1%4.8%4.1%0.2%0.0%
SEP 144.8%21.5%0.6%16.8%7.3%4.6%4.1%0.2%0.0%
SEP 243.1%24.3%0.6%16.5%6.2%5.0%4.1%0.2%0.0%
SEP 334.8%39.4%0.5%12.9%4.9%4.1%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%3.5%4.9%4.7%0.1%0.0%
SEP 628.3%48.0%0.3%10.8%3.4%4.7%4.5%0.1%0.0%
SEP 730.4%43.0%0.4%11.6%4.6%4.2%5.5%0.1%0.0%
SEP 831.2%43.1%0.5%12.1%4.5%3.1%5.5%0.1%0.0%
SEP 927.8%48.0%0.4%11.3%4.4%3.0%5.0%0.1%0.0%
SEP 1040.1%39.7%0.3%10.3%3.9%2.5%3.0%0.1%0.0%
SEP 1148.9%35.7%0.3%8.1%3.1%2.0%1.9%0.1%0.0%
SEP 1250.3%36.4%0.2%5.9%2.6%3.0%1.6%0.0%0.0%
SEP 1354.6%31.9%0.2%6.5%2.8%2.3%1.6%0.0%0.0%
SEP 1453.7%30.7%0.3%7.6%3.7%1.9%2.0%0.0%0.0%
SEP 1555.7%29.3%0.3%7.1%3.5%2.1%2.0%0.0%0.0%
SEP 1656.6%28.8%0.3%6.5%3.2%2.3%2.3%0.0%0.0%
SEP 1755.9%30.2%0.2%4.8%2.9%2.5%3.5%0.0%0.0%
SEP 1857.2%32.5%0.2%4.8%0.2%3.2%1.8%0.0%0.0%
SEP 1955.4%31.7%0.2%4.9%2.5%3.4%1.9%0.0%0.0%
SEP 2056.3%30.8%0.2%4.9%2.7%3.2%1.8%0.0%0.0%
SEP 2158.3%29.1%0.2%4.9%3.0%2.6%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%2.3%1.7%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%1.7%2.8%1.4%0.0%0.0%
SEP 2624.7%24.5%37.1%6.6%1.5%3.6%1.4%0.7%0.0%
SEP 2723.9%23.8%38.1%6.5%1.5%3.2%1.3%1.7%0.0%
SEP 2829.9%21.6%33.9%6.7%1.7%2.7%1.4%2.1%0.0%
SEP 2929.6%20.4%36.7%6.6%1.6%1.9%1.1%2.1%0.0%
SEP 3027.1%19.3%40.2%6.7%1.5%2.0%1.0%2.2%0.0%
OCT 124.5%20.0%42.1%6.8%1.3%2.4%1.0%1.9%0.0%
OCT 224.8%20.2%40.7%7.1%1.3%2.7%1.7%1.5%0.0%
OCT 323.2%23.4%39.1%6.9%1.1%2.9%2.1%1.4%0.0%
OCT 422.3%23.4%40.0%6.6%1.1%3.3%2.2%1.3%0.0%
OCT 523.7%22.9%39.5%6.6%1.3%2.6%2.3%1.1%0.0%
OCT 629.2%26.4%25.2%10.4%1.4%2.6%3.1%1.6%0.0%
OCT 732.0%27.6%18.7%11.9%1.6%3.2%3.2%1.8%0.0%
OCT 833.7%27.0%17.1%11.7%1.7%3.1%2.5%1.6%1.6%
OCT 936.7%25.4%16.1%8.5%1.7%3.3%1.3%1.7%5.3%
OCT 1036.0%26.6%15.5%7.4%1.5%3.6%1.1%1.5%6.8%
OCT 1135.3%28.9%15.0%6.9%1.5%4.2%1.1%1.3%5.9%
OCT 1242.3%25.5%13.6%7.6%1.9%3.8%1.3%1.2%2.7%
OCT 1344.7%24.7%12.8%7.1%1.7%3.3%1.8%1.1%2.7%
OCT 1444.4%24.4%12.2%7.0%1.8%3.3%2.6%1.4%2.9%
OCT 1547.9%22.0%11.4%7.4%1.7%2.8%2.4%1.5%2.9%
OCT 1654.6%19.9%9.5%6.7%2.7%1.5%2.9%1.4%0.7%
OCT 1761.8%5.2%11.9%6.2%6.2%2.0%4.9%1.8%0.1%
OCT 1860.9%4.9%10.9%7.3%5.5%4.2%4.6%1.6%0.1%
OCT 1960.2%4.1%16.2%6.2%5.0%3.2%3.8%1.2%0.0%
OCT 2055.1%3.2%26.8%4.5%4.2%2.8%2.6%0.9%0.0%
  1. 01DeepSeek15T tokens55.1%
  2. 02MiniMax7.4T tokens26.8%
  3. 03Xiaomi1.2T tokens4.5%
  4. 04Zhipu1.2T tokens4.2%
  5. 05Meta879B tokens3.2%
  6. 06NVIDIA764B tokens2.8%
  8. 08Meituan243B tokens0.9%
  9. 09StepFun8.8B tokens0.0%

[*]OCT 20 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.