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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 November 10, 2026, DeepSeek V4.1 Flash led OpenCode usage over the past 7 days with 166T tokens, followed by GLM-5.3-Flash (7.6T) and Muse Spark 1.3 Contributor (6.6T).

Top Models. Usage of models across OpenCode.

Stacked top model usage chart
Datedeepseek-v4.1-flashglm-5.3-flashmuse-spark-1.3-contributorbeam-1.0-501b-a23bmimo-v2.6-flashnemotron-3.5-super-vlmuse-ember-1.0inkling-2-smallminimax-m3.1-flashOthertotal
SEP 168.2T596B5.3T0B0B0B0B0B0B6.0T20T
SEP 178.8T566B5.9T0B0B0B0B0B0B5.6T21T
SEP 188.2T487B5.9T0B0B0B0B0B0B5.3T20T
SEP 196.5T380B4.7T0B0B0B0B0B0B4.6T16T
SEP 206.9T426B4.8T0B0B0B0B0B0B4.7T17T
SEP 218.9T566B5.4T0B32B0B0B0B0B5.4T20T
SEP 228.0T506B5.7T0B941B0B0B0B0B5.3T20T
SEP 237.0T446B5.8T0B1.2T0B0B0B1.5T4.6T21T
SEP 246.2T402B5.4T0B1.2T0B0B0B6.8T4.5T25T
SEP 254.6T370B5.1T0B1.3T0B0B0B9.0T3.4T24T
SEP 264.3T309B5.1T0B1.2T0B0B0B7.9T2.5T21T
SEP 274.4T299B5.1T0B1.2T0B0B0B8.3T2.5T22T
SEP 286.3T413B5.5T0B1.5T0B0B0B8.7T3.5T26T
SEP 296.5T408B5.3T0B1.5T0B0B0B9.6T3.1T26T
SEP 305.8T389B4.8T0B1.5T0B0B0B10T2.9T25T
OCT 15.0T300B4.6T0B1.4T0B0B0B9.7T2.4T23T
OCT 24.9T277B4.4T0B1.4T0B0B0B9.0T2.5T22T
OCT 34.5T245B5.0T0B1.3T0B0B0B8.3T2.3T22T
OCT 44.6T253B5.2T0B1.3T0B0B0B8.9T2.4T23T
OCT 55.6T327B5.8T0B1.5T0B0B0B9.9T2.6T26T
OCT 66.0T335B6.1T0B2.2T0B0B0B5.8T3.1T24T
OCT 75.9T361B5.8T0B2.4T0B0B0B3.9T3.2T22T
OCT 86.6T381B5.9T0B2.4T0B0B0B3.7T3.4T22T
OCT 97.4T391B5.6T0B1.8T0B0B0B3.5T3.9T23T
OCT 107.3T352B5.8T0B1.5T0B0B0B3.3T4.0T22T
OCT 116.7T317B5.8T0B1.3T0B0B0B3.0T3.5T21T
OCT 129.4T485B5.9T0B1.6T0B0B0B3.1T3.4T24T
OCT 1311T462B6.1T135B1.6T0B0B0B3.1T3.3T26T
OCT 1411T474B6.1T340B1.6T0B0B0B3.0T3.0T26T
OCT 1513T489B5.7T330B1.8T87B0B0B2.9T2.7T27T
OCT 1615T758B5.3T427B1.6T293B0B0B2.5T1.6T27T
OCT 1714T1.4T1.2T836B1.3T374B0B0B2.6T1.2T23T
OCT 1813T1.2T1.1T761B1.4T334B0B0B2.2T1.5T22T
OCT 1918T1.5T1.3T822B1.7T335B0B0B4.7T1.9T30T
OCT 2019T1.5T1.2T679B1.6T331B0B0B10T2.0T37T
OCT 2119T1.4T1.1T626B1.2T307B0B0B14T1.9T40T
OCT 2218T1.5T1.1T817B933B291B0B0B7.5T2.0T32T
OCT 2318T1.4T1.1T1.0T815B279B0B0B162B2.1T24T
OCT 2415T833B1.0T722B517B140B0B0B121B1.5T19T
OCT 2516T910B975B762B571B148B0B0B98B1.8T21T
OCT 2620T1.1T1.2T849B715B137B0B0B133B2.1T26T
OCT 2721T1.2T1.2T870B678B223B0B0B120B1.7T27T
OCT 2822T1.1T1.2T859B648B221B0B0B109B1.7T27T
OCT 2920T1.0T1.1T893B604B169B0B0B100B1.4T26T
OCT 3019T933B1.1T926B576B130B0B0B90B1.5T24T
OCT 3118T838B972B883B473B139B0B0B74B1.4T23T
NOV 119T836B928B884B416B137B0B0B67B1.4T23T
NOV 224T1.0T1.1T914B508B159B0B0B104B1.7T29T
NOV 327T1.0T1.1T859B520B142B2B0B101B1.8T32T
NOV 426T1.1T1.0T812B552B387B36B0B94B1.7T32T
NOV 525T1.1T1.0T834B543B535B129B0B96B1.7T31T
NOV 623T1.1T1.0T846B574B505B674B0B88B1.5T29T
NOV 718T1.0T881B754B471B484B451B340B80B1.0T23T
NOV 821T972B802B729B440B514B433B531B67B1.3T27T
NOV 928T1.2T998B794B498B531B490B596B102B1.8T35T
NOV 1025T1.1T863B711B431B430B0B597B937B1.6T31T
04
beam-1.0-501b-a23b5.5T tokens
Reflection-12% vs previous week
05
mimo-v2.6-flash3.5T tokens
Xiaomi-6% vs previous week
06
nemotron-3.5-super-vl3.4T tokens
NVIDIA+209% vs previous week
07
muse-ember-1.02.2T tokens
MetaNew
08
inkling-2-small2.1T tokens
Thinking MachinesNew
09
minimax-m3.1-flash1.5T tokens
MiniMax+128% vs previous week
10
pulse-alpha1.2T tokens
+259% vs previous week
11
deepseek-v4.1-flash-10171.0T tokens
DeepSeek+60% vs previous week
12
gpt-6-luna1.0T tokens
OpenAI-3% vs previous week
13
deepseek-v4-pro964B tokens
DeepSeek+5% vs previous week
14
nemotron-3.5-lightning688B tokens
NVIDIA+18% vs previous week
15
deepseek-v4.1-flash-1017-op681B tokens
DeepSeek-40% vs previous week
16
flint-40b519B tokens
Recursive-22% vs previous week
17
iceman457B tokens
-59% vs previous week
18
mimo-v2.6-pro449B tokens
Xiaomi-10% vs previous week
01
deepseek-v4.1-flash166T tokens
DeepSeek+12% vs previous week
02
glm-5.3-flash7.6T tokens
Zhipu+11% vs previous week
03
muse-spark-1.3-contributor6.6T tokens
Meta-12% vs previous week
04
beam-1.0-501b-a23b5.5T tokens
Reflection-12% vs previous week
05
mimo-v2.6-flash3.5T tokens
Xiaomi-6% vs previous week
06
nemotron-3.5-super-vl3.4T tokens
NVIDIA+209% vs previous week
07
muse-ember-1.02.2T tokens
MetaNew
08
inkling-2-small2.1T tokens
Thinking MachinesNew
09
minimax-m3.1-flash1.5T tokens
MiniMax+128% vs previous week
10
pulse-alpha1.2T tokens
+259% vs previous week
11
deepseek-v4.1-flash-10171.0T tokens
DeepSeek+60% vs previous week
12
gpt-6-luna1.0T tokens
OpenAI-3% vs previous week
13
deepseek-v4-pro964B tokens
DeepSeek+5% vs previous week
14
nemotron-3.5-lightning688B tokens
NVIDIA+18% vs previous week
15
deepseek-v4.1-flash-1017-op681B tokens
DeepSeek-40% vs previous week
16
flint-40b519B tokens
Recursive-22% vs previous week
17
iceman457B tokens
-59% vs previous week
18
mimo-v2.6-pro449B tokens
Xiaomi-10% vs previous week
LEARN MORETOP MODELS▸

Unique Users. Daily unique OpenCode users by model.

Stacked unique user chart by model
Datedeepseek-v4.1-flashgpt-6-lunaglm-5.3-flashmimo-v2.6-flashbeam-1.0-501b-a23bmuse-spark-1.3-contributordeepseek-v4-proclaude-haiku-5-5glm-5.3Othertotal
SEP 1658K019K0037K8.5K05.5K199K328K
SEP 1768K020K0033K8.6K06.0K197K332K
SEP 1863K019K0033K7.6K05.6K165K293K
SEP 1953K015K0028K6.7K04.4K126K234K
SEP 2054K016K0025K6.9K04.5K117K223K
SEP 2180K021K2.2K038K9.6K06.0K163K320K
SEP 2266K019K41K036K8.2K05.6K156K333K
SEP 2362K2.5K18K39K035K7.4K04.7K140K308K
SEP 2460K12K16K37K034K6.8K04.3K136K306K
SEP 2549K12K13K21K032K5.8K03.6K123K260K
SEP 2645K11K12K18K029K4.9K03.2K109K231K
SEP 2746K12K12K17K028K4.8K03.4K110K233K
SEP 2862K16K15K22K034K7.1K04.9K145K307K
SEP 2968K17K15K23K036K7.1K05.0K146K317K
SEP 3061K16K15K22K034K6.6K04.8K141K301K
OCT 156K15K13K22K033K5.9K04.3K128K277K
OCT 254K15K13K22K032K5.7K04.2K126K271K
OCT 346K13K11K18K029K4.5K03.6K112K236K
OCT 445K13K11K17K029K4.5K03.5K111K234K
OCT 554K17K13K21K035K6.1K04.7K134K284K
OCT 658K17K14K41K038K6.2K04.7K136K315K
OCT 765K18K14K42K039K6.2K6914.6K133K321K
OCT 874K20K15K42K037K6.7K4.9K5.0K143K347K
OCT 988K20K15K31K035K6.4K5.4K4.8K136K341K
OCT 1080K17K13K28K031K5.3K4.8K4.3K123K307K
OCT 1173K16K11K22K031K4.8K4.4K3.9K111K278K
OCT 1299K24K16K29K037K6.7K6.5K5.4K137K360K
OCT 13102K26K16K27K6.7K37K7.1K6.3K5.5K133K367K
OCT 14107K28K16K32K11K36K7.6K6.3K5.6K126K376K
OCT 15123K29K17K42K8.9K35K8.1K6.6K5.9K124K399K
OCT 16128K27K27K42K11K34K7.5K5.8K5.6K119K408K
OCT 17121K24K31K39K14K11K6.3K4.9K4.5K105K359K
OCT 1898K21K23K28K12K7.9K5.4K4.2K3.8K79K282K
OCT 19137K32K30K36K13K9.8K7.8K6.2K5.5K111K388K
OCT 20142K33K30K35K12K9.3K7.5K6.1K5.5K113K393K
OCT 21144K34K32K27K12K9.4K7.7K6.2K5.9K134K412K
OCT 22149K34K32K24K14K9.4K7.7K6.3K5.4K130K411K
OCT 23152K34K32K22K16K9.7K7.2K6.0K5.1K96K379K
OCT 24122K28K25K14K13K8.2K5.8K5.0K4.3K77K303K
OCT 25116K29K24K14K13K7.9K5.8K5.1K4.1K76K296K
OCT 26147K40K30K18K15K9.8K8.4K6.9K5.7K93K374K
OCT 27154K42K31K18K16K9.8K8.9K7.1K5.7K85K378K
OCT 28158K42K30K18K15K9.8K8.7K7.3K5.3K79K374K
OCT 29161K42K31K18K16K9.7K8.7K7.3K5.3K74K373K
OCT 30153K40K29K17K16K9.3K7.8K6.9K5.1K73K357K
OCT 31130K33K24K14K15K7.9K6.5K5.9K4.3K64K305K
NOV 1129K33K24K14K14K7.4K6.6K5.8K4.3K62K301K
NOV 2173K46K31K17K16K9.1K9.2K8.4K5.8K85K401K
NOV 3180K48K32K17K17K9.4K9.5K8.7K5.8K75K402K
NOV 4185K47K32K17K16K9.2K9.0K8.5K5.6K79K409K
NOV 5190K48K34K17K17K9.4K9.4K8.8K5.8K81K420K
NOV 6187K46K36K17K16K9.3K9.6K8.4K5.8K78K414K
NOV 7159K37K32K15K14K8.4K7.7K7.1K4.8K71K357K
NOV 8151K35K28K13K14K7.5K6.8K6.3K4.4K73K339K
NOV 9189K49K35K16K15K9.1K9.6K8.8K6.2K92K431K
NOV 10183K45K32K15K14K8.6K8.8K8.1K11K82K408K

Weekly Retention. Weekly users returning the next week.

RankModelRetentionRateEligible
01mimo-v2.6-flash80.2%9.6K
02deepseek-v4.1-flash75.6%637K
03beam-1.0-501b-a23b74.5%7.9K
04minimax-m3.1-flash72.2%15K
05muse-spark-1.3-contributor69.2%55K
06mimo-v2.6-pro68.2%8.1K
07iceman-contributor67.8%423
08gpt-6-luna66.7%17K
09claude-haiku-5-566.1%7.7K
10gemini-4-argon64.9%1.9K
11hy364.1%1.1K
12minimax-m2.563.3%109
13glm-5.3-flash62.7%68K
14qwen3.8-flash61.6%9.2K
15qwen3.7-plus61.3%5.6K
LEARN MORETOP MODELS▸

Session Cost. Average cost per session.

COST / SESSION

TOKENS / SESSION

Cost/Session$0.0350

Tokens/Session1.8M

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 Ratio97%

Cached6.4T

Uncached188.3B

LEARN MORECACHE RATIO▸

Market Share. Compare token share by model author.

Market share by model author
DateDeepSeekMetaMiniMaxXiaomiZhipuOtherNVIDIAReflectionMeituan
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%3.5%2.5%0.0%0.0%
SEP 1855.8%31.7%0.2%4.7%2.6%1.8%3.1%0.0%0.0%
SEP 1955.4%31.7%0.2%4.9%2.5%1.9%3.4%0.0%0.0%
SEP 2056.3%30.8%0.2%4.9%2.7%1.8%3.2%0.0%0.0%
SEP 2158.3%29.1%0.2%4.9%3.0%1.9%2.6%0.0%0.0%
SEP 2254.3%29.9%0.2%8.5%2.7%1.7%2.7%0.0%0.0%
SEP 2348.4%30.7%7.4%7.8%2.3%1.6%1.7%0.0%0.0%
SEP 2437.1%23.9%28.0%6.0%1.8%1.4%1.8%0.0%0.0%
SEP 2527.0%22.6%37.9%6.6%1.7%1.4%2.8%0.0%0.0%
SEP 2624.7%24.5%37.1%6.6%1.5%1.4%3.6%0.0%0.7%
SEP 2723.9%23.8%38.1%6.5%1.5%1.3%3.2%0.0%1.7%
SEP 2830.0%21.6%33.8%6.7%1.7%1.4%2.7%0.0%2.1%
SEP 2929.8%20.4%36.5%6.6%1.7%1.1%1.9%0.0%2.1%
SEP 3027.5%19.2%39.8%6.7%1.7%1.0%1.9%0.0%2.2%
OCT 125.0%19.9%41.7%6.8%1.4%1.0%2.4%0.0%1.8%
OCT 225.4%20.1%40.1%7.2%1.4%1.8%2.6%0.0%1.4%
OCT 323.8%23.2%38.5%6.9%1.2%2.2%2.9%0.0%1.4%
OCT 422.9%23.2%39.3%6.6%1.2%2.2%3.2%0.0%1.2%
OCT 524.5%22.8%38.7%6.6%1.4%2.4%2.5%0.0%1.1%
OCT 630.0%26.1%24.7%10.3%1.6%3.2%2.5%0.0%1.6%
OCT 732.8%27.2%18.2%11.8%1.8%3.3%3.1%0.0%1.7%
OCT 834.5%26.6%16.7%11.6%1.9%4.2%3.0%0.0%1.6%
OCT 937.5%25.0%15.8%8.4%1.9%6.6%3.3%0.0%1.6%
OCT 1036.9%26.1%15.1%7.4%1.7%7.8%3.5%0.0%1.4%
OCT 1136.1%28.4%14.6%6.9%1.7%7.0%4.1%0.0%1.3%
OCT 1243.2%25.0%13.2%7.5%2.2%4.1%3.6%0.0%1.2%
OCT 1345.7%24.1%12.4%7.0%2.0%4.1%3.2%0.5%1.0%
OCT 1445.4%23.8%11.8%6.9%2.0%4.3%3.2%1.3%1.3%
OCT 1548.8%21.5%11.0%7.3%2.0%4.1%2.7%1.2%1.4%
OCT 1655.3%19.5%9.2%6.6%2.9%2.2%1.4%1.6%1.4%
OCT 1762.3%5.4%11.4%6.0%6.3%1.3%2.0%3.7%1.7%
OCT 1861.6%5.1%10.4%7.1%5.5%1.2%4.0%3.5%1.5%
OCT 1960.8%4.3%15.6%6.1%5.1%1.3%3.1%2.7%1.1%
OCT 2053.2%3.3%28.1%4.6%4.2%1.0%2.9%1.8%0.9%
OCT 2148.2%2.7%36.3%3.4%3.7%0.9%2.8%1.6%0.4%
OCT 2258.3%3.5%23.3%3.3%4.8%1.1%3.2%2.5%0.0%
OCT 2375.4%4.7%0.8%3.9%5.7%1.5%3.7%4.2%0.1%
OCT 2476.0%5.3%0.9%3.3%4.5%3.9%2.3%3.7%0.2%
OCT 2577.8%4.7%0.7%3.4%4.5%2.9%2.2%3.7%0.1%
OCT 2679.9%4.7%0.8%3.4%4.6%2.5%0.8%3.3%0.1%
OCT 2779.3%4.5%0.7%3.1%4.4%3.8%1.1%3.2%0.0%
OCT 2879.8%4.3%0.6%2.9%4.1%4.1%1.0%3.1%0.0%
OCT 2980.7%4.4%0.6%2.7%4.2%2.9%1.0%3.5%0.0%
OCT 3080.7%4.6%0.6%2.7%4.0%2.7%0.9%3.8%0.0%
OCT 3181.8%4.3%0.5%2.3%3.8%2.5%1.0%3.8%0.0%
NOV 182.5%4.0%0.4%2.0%3.7%2.5%0.9%3.8%0.0%
NOV 283.4%3.7%0.5%2.0%3.7%2.7%0.9%3.1%0.0%
NOV 384.1%3.5%0.5%1.8%3.4%3.4%0.7%2.7%0.0%
NOV 483.5%3.4%0.4%1.9%3.4%3.3%1.6%2.5%0.0%
NOV 582.0%3.7%0.5%1.9%3.6%3.5%2.1%2.7%0.0%
NOV 679.4%5.7%0.4%2.2%4.0%3.4%2.1%2.9%0.0%
NOV 777.3%5.7%0.5%2.2%4.6%3.9%2.5%3.2%0.0%
NOV 880.5%4.6%0.4%1.8%3.7%4.1%2.2%2.7%0.0%
NOV 981.7%4.3%0.4%1.7%3.6%3.9%1.8%2.3%0.3%
NOV 1080.2%2.8%3.1%1.6%4.0%3.6%1.6%2.3%0.8%
  1. 01DeepSeek25T tokens80.2%
  2. 02Zhipu1.3T tokens4.0%
  4. 04MiniMax972B tokens3.1%
  5. 05Meta870B tokens2.8%
  6. 06Reflection711B tokens2.3%
  7. 07NVIDIA508B tokens1.6%
  8. 08Xiaomi490B tokens1.6%
  9. 09Meituan237B tokens0.8%

[*]NOV 10 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.