Skip to main content

AI Rankings

Best Open-Source LLMs: Open-Weights Models Ranked by Intelligence

In everyday talk, open-source models usually means open-weights models: the trained model files can be downloaded, so you can run one yourself or on a host you choose. This page ranks those models on the Epoch Capabilities Index.

Data updated

Top 20 at a glance

Tap a model to see its full page: scores, price and how it compares.
Top 20 models on Epoch Capabilities IndexRanked list of 20 items. 1. Kimi K3, 157.9; 2. GLM-5.3, 156.0; 3. DeepSeek V4.1 Flash, 155.9.
  1. Kimi K3157.9Open weightsReleased 16 Jul 2026 (range 155 to 161)
  2. GLM-5.3156.0Open weightsReleased 14 Aug 2026 (range 154 to 158)
  3. DeepSeek V4.1 Flash155.9Open weightsReleased 9 Sep 2026 (range 154 to 159)
  4. DeepSeek V4 Pro 0813155.6Open weightsReleased 13 Aug 2026 (range 154 to 158)
  5. Muse Spark Open155.1Open weightsReleased 15 Oct 2026 (range 153 to 158)
  6. DeepSeek V4 Flash 0731154.8Open weightsReleased 31 Jul 2026 (range 152 to 157)
  7. GLM-5.3-Flash153.1Open weightsReleased 20 Aug 2026 (range 151 to 156)
  8. GLM-5.2151.9Open weightsReleased 16 Jun 2026 (range 150 to 154)
  9. Qwen 3.8 27B151.7Open weightsReleased 14 Aug 2026 (range 150 to 154)
  10. Kimi K2.6150.9Open weightsReleased 20 Apr 2026 (range 149 to 153)
  11. Inkling-Small150.3Open weightsReleased 15 Jul 2026 (range 147 to 152)
  12. Kimi K2.7 Code150.1Open weightsReleased 12 Jun 2026 (range 148 to 152)
  13. GLM-5.1149.8Open weightsReleased 7 Apr 2026 (range 148 to 152)
  14. DeepSeek-V4-Pro149.1Open weightsReleased 24 Apr 2026 (range 148 to 151)
  15. Inkling148.4Open weightsReleased 15 Jul 2026 (range 146 to 150)
  16. Kimi K2.5148.1Open weightsReleased 27 Jan 2026 (range 147 to 150)
  17. MiniMax-M3146.9Open weightsReleased 1 Jun 2026 (range 142 to 150)
  18. Qwen3.5 397B-A17B146.8Open weightsReleased 13 Feb 2026 (range 145 to 149)
  19. MiniMax-M2.5146.6Open weightsReleased 12 Feb 2026 (range 142 to 148)
  20. Qwen3.6 27B146.2Open weightsReleased 22 Apr 2026 (range 144 to 148)

Bars start at 140, not zero, so differences are easier to see.

The thin line on each bar is the likely range. When two lines overlap, the models are too close to call.

Full ranking

Showing the top 100 of 123 models.Download the full table (CSV)Data credit: Epoch AI, LiteLLM model price list, used under open licences (details at the foot of the page).
Best Open-Source LLMs: Open-Weights Models Ranked by Intelligence: 100 of 123 models
Rank and modelEpoch Capabilities IndexLikely rangeAccess (Epoch)Price per 1M tokens (in / out)Released
1Kimi K3Moonshot AI · Open weights
157.9155.1 to 160.6Open weights (non-commercial)$3.00 / $15.002026-07-16
2GLM-5.3Z.ai · Open weights
156.0154.2 to 158.3Open weights (restricted use)$1.40 / $4.402026-08-14
3DeepSeek V4.1 FlashDeepSeek · Open weights
155.9153.7 to 158.6Open weights (unrestricted)$0.30 / $1.202026-09-09
4DeepSeek V4 Pro 0813DeepSeek · Open weights
155.6153.7 to 158.0Open weights (unrestricted)$1.32 / $3.962026-08-13
5Muse Spark OpenMeta · Open weights
155.1152.7 to 158.0Open weights (restricted use)$1.25 / $4.252026-10-15
6DeepSeek V4 Flash 0731DeepSeek · Open weights
154.8152.1 to 156.9Open weights (unrestricted)$0.19 / $0.382026-07-31
7GLM-5.3-FlashZ.ai · Open weights
153.1150.8 to 155.5Open weights (unrestricted)$0.15 / $0.502026-08-20
8GLM-5.2Z.ai · Open weights
151.9150.0 to 154.1Open weights (unrestricted)$1.40 / $4.402026-06-16
9Qwen 3.8 27BAlibaba · Open weights
151.7149.8 to 153.7Open weights (unrestricted)$0.45 / $3.002026-08-14
10Kimi K2.6Moonshot AI · Open weights
150.9149.0 to 152.7Open weights (unrestricted)$0.95 / $4.002026-04-20
11Inkling-SmallThinking Machines · Open weights
150.3147.2 to 152.1Open weights (unrestricted)$0.47 / $1.202026-07-15
12Kimi K2.7 CodeMoonshot AI · Open weights
150.1148.2 to 151.8Open weights (unrestricted)$0.95 / $4.002026-06-12
13GLM-5.1Z.ai · Open weights
149.8147.7 to 151.9Open weights (unrestricted)$1.40 / $4.402026-04-07
14DeepSeek-V4-ProDeepSeek · Open weights
149.1147.6 to 150.9Open weights (unrestricted)$1.32 / $3.962026-04-24
15InklingThinking Machines · Open weights
148.4146.0 to 150.2Open weights (unrestricted)$1.00 / $4.052026-07-15
16Kimi K2.5Moonshot AI · Open weights
148.1146.6 to 149.5Open weights (unrestricted)$0.60 / $3.002026-01-27
17MiniMax-M3MiniMax · Open weights
146.9142.3 to 150.2Open weights (restricted use)$0.30 / $1.202026-06-01
18Qwen3.5 397B-A17BAlibaba · Open weights
146.8145.2 to 148.9Open weights (unrestricted)$0.60 / $3.602026-02-13
19MiniMax-M2.5MiniMax · Open weights
146.6142.2 to 147.9Open weights (unrestricted)$0.30 / $1.202026-02-12
20Qwen3.6 27BAlibaba · Open weights
146.2144.1 to 147.7Open weights (unrestricted)$0.37 / $3.202026-04-22
21DeepSeek-V4-FlashDeepSeek · Open weights
146.1143.8 to 148.0Open weights (unrestricted)$0.30 / $1.202026-04-24
22DeepSeek-V3.2DeepSeek · Open weights
146.1144.3 to 147.4Open weights (unrestricted)$0.28 / $0.402025-12-01
23Nemotron 3 UltraNVIDIA · Open weights
146.0143.7 to 148.2Open weights (unrestricted)Not measured2026-06-04
24Kimi K2 ThinkingMoonshot AI · Open weights
145.8143.2 to 147.5Open weights (restricted use)$0.60 / $2.502025-11-06
25GLM-5Z.ai · Open weights
145.8143.8 to 147.7Open weights (unrestricted)$1.00 / $3.202026-02-11
26MiniMax-M2.7MiniMax · Open weights
145.8138.4 to 148.2Open weights (non-commercial)$0.30 / $1.192026-03-18
27DeepSeek-V3.2-ExpDeepSeek · Open weights
144.9142.4 to 146.8Open weights (unrestricted)$0.27 / $0.412025-09-29
28Qwen3-235B-A22B-Thinking (Jul 2025)Alibaba · Open weights
143.8141.7 to 145.3Open weights (unrestricted)$0.30 / $2.902025-07-25
29Qwen 3.6 35B-A3BAlibaba · Open weights
143.7141.1 to 145.8Open weights (unrestricted)$0.20 / $1.102026-04-14
30GLM-4.7Z.ai · Open weights
143.6141.4 to 145.8Open weights (unrestricted)$0.60 / $2.202025-12-22
31Gemma 4 31B ITGoogle · Open weights
143.0140.3 to 145.8Open weights (restricted use)$0.14 / $0.402026-04-02
32Qwen3.5-35B-A3BAlibaba · Open weights
142.5140.4 to 145.0Open weights (unrestricted)$0.25 / $1.252026-02-24
33Gemma 4 26B A4BGoogle · Open weights
141.9138.9 to 143.4Open weights (unrestricted)$0.15 / $0.602026-04-02
34Mistral Medium 3.5Mistral AI · Open weights
141.4138.5 to 144.3Open weights (restricted use)$1.50 / $7.502026-04-28
35DeepSeek-R1 (May 2025)DeepSeek · Open weights
141.1139.1 to 142.7Open weights (unrestricted)$0.75 / $2.452025-05-28
36Kimi K2 (Jul 2025)Moonshot AI · Open weights
140.0136.3 to 141.9Open weights (restricted use)$0.55 / $2.202025-07-12
37DeepSeek-V3.1DeepSeek · Open weights
139.8135.7 to 143.3Open weights (unrestricted)$0.56 / $1.682025-08-21
37gpt-oss-120bOpenAI · Open weights
139.8135.6 to 142.1Open weights (unrestricted)$0.15 / $0.602025-08-05
39Qwen3-30B-A3B-Thinking (Jul 2025)Alibaba · Open weights
139.6135.4 to 141.0Open weights (unrestricted)$0.90 / $0.902025-07-30
40Qwen3.5-9BAlibaba · Open weights
139.3136.1 to 140.8Open weights (restricted use)$0.17 / $0.152026-02-24
41Qwen3-235B-A22BAlibaba · Open weights
139.2134.6 to 140.5Open weights (unrestricted)$0.21 / $0.842025-04-28
42DeepSeek-R1DeepSeek · Open weights
138.8136.0 to 140.2Open weights (unrestricted)$0.55 / $2.192025-01-20
43Qwen3-235B-A22B-Instruct (Jul 2025)Alibaba · Open weights
138.8135.5 to 140.8Open weights (unrestricted)$0.22 / $0.882025-07-25
44Qwen3-32BAlibaba · Open weights
138.4134.7 to 140.2Open weights (unrestricted)$0.10 / $0.382025-04-29
45Qwen3-14BAlibaba · Open weights
138.2133.2 to 140.0Open weights (unrestricted)$0.08 / $0.242025-04-29
46gpt-oss-20bOpenAI · Open weights
137.7132.2 to 139.6Open weights (unrestricted)$0.06 / $0.242025-08-05
47QwQ-32BAlibaba · Open weights
137.5132.6 to 141.8Open weights (unrestricted)$0.20 / $0.452025-03-05
48Qwen3-30B-A3B-Instruct (Jul 2025)Alibaba · Open weights
137.3132.0 to 139.5Open weights (unrestricted)$0.10 / $0.302025-07-29
49Qwen3-30B-A3BAlibaba · Open weights
136.1130.9 to 138.7Open weights (unrestricted)$0.095 / $0.392025-04-29
50Qwen3-8BAlibaba · Open weights
136.1129.9 to 138.3Open weights (unrestricted)$0.04 / $0.142025-04-28
51DeepSeek-V3 (Mar 2025)DeepSeek · Open weights
135.8132.2 to 137.8Open weights (restricted use)$0.45 / $0.902025-03-24
52Magistral Small 1.0Mistral AI · Open weights
133.1129.0 to 134.3Open weights (unrestricted)Not measured2025-06-10
53DeepSeek-V3DeepSeek · Open weights
132.3128.1 to 135.2Open weights (restricted use)$0.27 / $1.102024-12-26
54Llama 4 MaverickMeta · Open weights
132.2127.7 to 134.3Open weights (restricted use)$0.22 / $0.792025-04-06
55Phi-4Microsoft · Open weights
130.5124.7 to 132.0Open weights (unrestricted)$0.098 / $0.322024-12-12
56Gemma 3 27BGoogle · Open weights
130.0124.5 to 132.0Open weights (restricted use)$0.12 / $0.302025-03-12
57Llama 4 ScoutMeta · Open weights
129.6125.1 to 131.2Open weights (restricted use)$0.10 / $0.302025-04-05
58Qwen2.5-72BAlibaba · Open weights
129.0123.5 to 130.7Open weights (unrestricted)$0.37 / $0.402024-09-19
59Llama 3.1-405BMeta · Open weights
128.8124.4 to 130.6Open weights (restricted use)$2.40 / $2.402024-07-23
60Mistral Large 2 (Nov 2024)Mistral AI · Open weights
128.6124.0 to 130.6Open weights (non-commercial)$2.00 / $6.002024-11-18
61Mistral Large 2 (Jul 2024)Mistral AI · Open weights
127.6122.0 to 129.7Open weights (non-commercial)Not measured2024-07-24
62Mistral Small 3.1Mistral AI · Open weights
127.5122.3 to 129.3Open weights (unrestricted)Not measured2025-03-17
63Llama 3.3 70BMeta · Open weights
127.3122.5 to 129.4Open weights (restricted use)$0.68 / $0.682024-12-06
64Llama 3.1-70BMeta · Open weights
125.9120.6 to 128.2Open weights (restricted use)$0.72 / $0.722024-07-23
65Llama 3.2 90BMeta · Open weights
125.5120.1 to 127.2Open weights (restricted use)$0.72 / $0.722024-09-24
66Qwen2-72BAlibaba · Open weights
125.3119.1 to 126.9Open weights (unrestricted)$0.90 / $0.902024-06-07
67DeepSeek-V2 (MoE-236B, May 2024)DeepSeek · Open weights
124.8118.8 to 127.8Open weights (restricted use)Not measured2024-05-07
68Gemma 3 12BGoogle · Open weights
123.5114.2 to 128.8Open weights (restricted use)$0.07 / $0.132025-03-12
69Llama 3-70BMeta · Open weights
123.0117.3 to 125.8Open weights (restricted use)$0.62 / $1.772024-04-18
70Gemma 2 27BGoogle · Open weights
122.1115.5 to 124.2Open weights (restricted use)$0.80 / $0.802024-06-24
71Mixtral 8x22BMistral AI · Open weights
122.0115.3 to 124.4Open weights (unrestricted)$1.20 / $1.202024-04-17
72phi-3-small 7.4BMicrosoft · Open weights
121.8114.3 to 124.6Open weights (unrestricted)Not measured2024-04-23
73phi-3-medium 14BMicrosoft · Open weights
121.2114.3 to 124.4Open weights (unrestricted)Not measured2024-04-23
74Gemma 2 9BGoogle · Open weights
119.8111.8 to 122.3Open weights (restricted use)$0.20 / $0.202024-06-24
75Qwen2.5-Coder-32BAlibaba · Open weights
119.5110.8 to 124.8Open weights (unrestricted)$0.66 / $0.802024-09-18
76Command R+Cohere · Open weights
119.2110.3 to 125.0Open weights (non-commercial)$2.75 / $12.502024-08-30
77Mistral NeMoMistral AI · Open weights
118.7111.1 to 121.4Open weights (unrestricted)$0.13 / $0.152024-07-18
78Qwen2.5-7BAlibaba · Open weights
118.5109.6 to 121.7Open weights (unrestricted)$0.07 / $0.102024-09-19
79Mixtral 8x7BMistral AI · Open weights
118.4111.3 to 120.9Open weights (unrestricted)$0.45 / $0.502023-12-11
80Yi-34B01.AI · Open weights
117.3108.9 to 120.6Open weights (restricted use)$0.90 / $0.902023-11-02
81phi-3-mini 3.8BMicrosoft · Open weights
117.3109.6 to 120.8Open weights (unrestricted)Not measured2024-04-23
82Stable Beluga 2Stability AI · Open weights
117.0109.6 to 120.1Open weights (non-commercial)Not measured2023-07-20
83Llama 3.1-8BMeta · Open weights
116.5105.9 to 121.6Open weights (restricted use)$0.10 / $0.102024-07-23
84Llama 3-8BMeta · Open weights
116.4107.5 to 119.3Open weights (restricted use)$0.05 / $0.202024-04-18
85Gemma 3 4BGoogle · Open weights
115.997.4 to 123.6Open weights (restricted use)$0.04 / $0.082025-03-12
86Llama 2-70BMeta · Open weights
113.7104.6 to 117.2Open weights (restricted use)$0.65 / $2.752023-07-18
87Qwen2.5-Coder (7B)Alibaba · Open weights
113.0102.9 to 119.2Open weights (unrestricted)$0.035 / $0.0752024-09-18
88Qwen-14BAlibaba · Open weights
112.9104.2 to 117.4Open weights (restricted use)Not measured2023-09-24
89Mistral 7B v0.1Mistral AI · Open weights
112.0103.1 to 116.0Open weights (unrestricted)$0.17 / $0.232023-09-27
90Falcon-180BTechnology Innovation Institute · Open weights
112.0102.2 to 119.5Open weights (restricted use)Not measured2023-09-06
91Gemma 7BGoogle · Open weights
111.8103.1 to 116.7Open weights (restricted use)$0.17 / $0.172024-02-21
92LLaMA-65BMeta · Open weights
110.0100.7 to 114.3Open weights (non-commercial)Not measured2023-02-24
93Falcon 2 11BTechnology Innovation Institute · Open weights
109.4100.7 to 115.8Open weights (restricted use)Not measured2024-05-09
94Mistral 7B v0.3Mistral AI · Open weights
108.998.3 to 112.6Open weights (unrestricted)$0.10 / $0.152024-05-27
95Phi-2Microsoft · Open weights
107.786.3 to 113.5Open weights (unrestricted)Not measured2023-12-12
96LLaMA-33BMeta · Open weights
107.297.0 to 111.9Open weights (non-commercial)Not measured2023-02-24
97Qwen-7BAlibaba · Open weights
106.695.3 to 111.8Open weights (restricted use)Not measured2023-09-28
98Llama 2-13BMeta · Open weights
105.694.8 to 110.9Open weights (restricted use)$0.10 / $0.502023-07-18
99StarCoder 2 15BHugging Face · Open weights
104.791.3 to 111.7Open weights (restricted use)$0.20 / $0.202024-02-20
100Yi 6B01.AI · Open weights
104.594.0 to 110.3Open weights (restricted use)$0.20 / $0.202023-11-22

How to read this leaderboard

Higher is better, and ranges that overlap mean a tie. Open weights is not the same as no strings attached. Some licences limit commercial use, size of company or purpose, so read the licence before you build on a model. The price column shows a hosted service's list price where we have one. Running a model yourself has hardware costs instead.

Questions people ask

What does open weights mean?

The trained model can be downloaded. Anyone with suitable hardware can run it, change it or host it. The training data and code may still be closed, which is why many people say open weights rather than open source.

Can I use an open-weights model for business?

Often yes, but not always. Licences differ. The access column shows how Epoch describes each model's terms. Always read the real licence on the maker's page before using a model commercially.

Why compare with models I have to pay for?

Open models can be run at your own cost or hosted by others. Check the overall leaderboard to see how they score next to closed models, and compare the cost of hosting yourself with the price of an API.

Why is a model I know missing?

A model appears only when an open source has published results for it. New models can take days or weeks to be measured, and models with no published score are left out rather than guessed.

Where does the data come from?

Scores come from Epoch AI's open benchmark data (licensed CC BY 4.0). We match models across sources, rank them and show them in charts, without changing the scores. Epoch AI does not endorse this site. Prices and context windows come from the open-source LiteLLM price list (MIT licence), which records each model maker's own price page. Prices change often, so confirm on the maker's site before you buy.

How often is this leaderboard updated?

We check our open data sources every day and show the date of the data at the top of the page. A model only moves when its source publishes new results, so a number can stay the same for weeks.

More leaderboards

Different questions need different tests. Pick the one that matches your work.

Where this data comes from

  • Epoch AI: Benchmark data: Epoch AI, 'Capabilities & benchmarking', epoch.ai/benchmarks (CC BY 4.0). We match models across sources, rank them and show them in charts. Scores are not changed. Epoch AI does not endorse this site.
  • LiteLLM model price list: Prices and context windows: LiteLLM model price list (github.com/BerriAI/litellm, MIT licence). We use the model maker's own price entry when there is one. Prices change often, so always confirm on the maker's site before you buy.

Newest data on this page: 26 Oct 2026. Prices are list prices and change often, so confirm on the maker's site before you buy. Sponsors never change a score or an order. How we calculate this · Report a mistake

We use optional cookies for analytics and referral tracking. Learn more about our privacy policy