# Cybersec frontier score and cost | The Inference Directory

[Directory Cybersec & Abliterated](/cybersec/)

[Overview](/cybersec/)[Models](/cybersec/models/)[Compare prices](/cybersec/models/compare/)[Benchmarks](/cybersec/compare/)[Defense](/cybersec/defense/)

CyberOffense score first, price second. DeepSeek V4.1 Flash is the top open-weight model on the offensive range. Pick a family, set your monthly tokens, then rank by value, score, or lowest bill.

54 frontier models 22 with CyberOffense 46 with CyberBench 27 with CyberGym 18 frontier providers

Model family All frontier, flagship per provider GLM 5.3 (22)DeepSeek V4.1 (20)Qwen3.8 (6)MiMo V2.6 (2)Other frontier (4)

Cyber benchmark CyberOffense CyberBench CyberGym

Rank by Best cyber value Highest cyber score Lowest monthly bill

Input, M tokens/month 

Output, M tokens/month 

Presets 1M / 250K 10M / 2.5M 100M / 25M

Best cyber value at this volume UberLLM DeepSeek V4.1 Flash Uncensored CyberOffense score 72.8 · 24.3 pts/$

Monthly bill $3.00

#

Provider

Frontier model

CyberOffense

In / out per 1M

Monthly

Value

01

 [![](/logos/uncensoredllm.png) uncensoredllm.ai](/cybersec/providers/uncensoredllm)

GLM-5.3 Flash Uncensored GLM 5.3

19.2 CyberOffense

$0.109 / $0.380

$2.04

9.4pts/$

02

 [![](/logos/refuseless.png) Refuseless](/cybersec/providers/refuseless)

GLM 5.3 Flash Abliterated GLM 5.3

19.2 CyberOffense

$0.150 / $0.500

$2.75

7.0pts/$

03

 [![](/logos/nanogpt.png) NanoGPT](/cybersec/providers/nanogpt)

GLM 5.3 Flash Apex Abliterated GLM 5.3

19.2 CyberOffense

$0.150 / $0.500

$2.75

7.0pts/$

04

 [![](/logos/experiential.png) Experiential Labs](/cybersec/providers/experiential)

GLM-5.3 Flash Uncensored GLM 5.3

19.2 CyberOffense

$0.150 / $0.500

$2.75

7.0pts/$

05

 [![](/logos/dreamtune.png) Dreamtune](/cybersec/providers/dreamtune)

GLM 5.3 Flash Abliterated GLM 5.3

19.2 CyberOffense

$0.250 / $0.800

$4.50

4.3pts/$

06

 [![](/logos/unlid.png) Unlid](/cybersec/providers/unlid)

GLM 5.3 Flash Uncensored GLM 5.3

19.2 CyberOffense

$0.240 / $0.960

$4.80

4.0pts/$

07

 [![](/logos/silk-compute.svg) Silk Compute](/cybersec/providers/silkcompute)

GLM-5.3 Flash Uncensored GLM 5.3

19.2 CyberOffense

$0.240 / $1.00

$4.90

3.9pts/$

08

 [![](/logos/uncensoredllm.png) uncensoredllm.ai](/cybersec/providers/uncensoredllm)

GLM-5.3 Uncensored GLM 5.3

\- No CyberOffense CyberGym 84.5 · ExploitBench 54.4

$0.282 / $0.846

$4.93

\-pts/$

09

 [![](/logos/magmarouter.png) MagmaRouter](/cybersec/providers/magmarouter)

GLM 5.3 Flash Xploded GLM 5.3

19.2 CyberOffense

$0.300 / $1.00

$5.50

3.5pts/$

10

 [![](/logos/orcarouter.png) OrcaRouter](/cybersec/providers/orcarouter)

OrcaCyber: GLM 5.3 Flash Abliterated GLM 5.3

\- No CyberOffense

$0.800 / $1.60

$12.00

\-pts/$

11

 [![](/logos/outrun.png) Outrun](/cybersec/providers/outrun)

GLM-5.3 Abliterated GLM 5.3

\- No CyberOffense CyberGym 84.5 · ExploitBench 54.4

$1.40 / $1.40

$17.50

\-pts/$

12

 [![](/logos/refuseless.png) Refuseless](/cybersec/providers/refuseless)

GLM 5.3 Abliterated GLM 5.3

\- No CyberOffense CyberGym 84.5 · ExploitBench 54.4

$1.25 / $2.25

$18.13

\-pts/$

13

 [![](/logos/uncensoredllm.png) uncensoredllm.ai](/cybersec/providers/uncensoredllm)

GLM-5.3 Flash Abliterated GLM 5.3

19.2 CyberOffense

$1.71 / $1.71

$21.34

0.9pts/$

14

 [![](/logos/dreamtune.png) Dreamtune](/cybersec/providers/dreamtune)

GLM 5.3 Abliterated GLM 5.3

\- No CyberOffense CyberGym 84.5 · ExploitBench 54.4

$2.00 / $3.00

$27.50

\-pts/$

15

 [![](/logos/silk-compute.svg) Silk Compute](/cybersec/providers/silkcompute)

GLM-5.3 Uncensored GLM 5.3

\- No CyberOffense CyberGym 84.5

$2.00 / $4.00

$30.00

\-pts/$

16

 [![](/logos/magmarouter.png) MagmaRouter](/cybersec/providers/magmarouter)

GLM 5.3 Xploded GLM 5.3

\- No CyberOffense CyberGym 84.5 · ExploitBench 54.4

$2.00 / $5.00

$32.50

\-pts/$

17

 [![](/logos/outrun.png) Outrun](/cybersec/providers/outrun)

GLM-5.3 Uncensored (route 3) GLM 5.3

\- No CyberOffense CyberGym 84.5 · ExploitBench 54.4

$2.50 / $4.50

$36.25

\-pts/$

18

 [![](/logos/abliteration-ai.png) Abliteration.ai](/cybersec/providers/abliteration-ai)

Abliterated Large v2 (GLM-5.3) GLM 5.3

\- No CyberOffense CyberGym 84.5 · ExploitBench 54.4

$3.00 / $5.00

$42.50

\-pts/$

19

 [![](/logos/venice.png) Venice.ai](/cybersec/providers/venice)

Abliterated Large V2 GLM 5.3

\- No CyberOffense CyberGym 84.5 · ExploitBench 54.4

$3.00 / $5.00

$42.50

\-pts/$

20

 [![](/logos/ppq.png) PPQ.ai](/cybersec/providers/ppq)

Abliterated Large V2 GLM 5.3

\- No CyberOffense CyberGym 84.5 · ExploitBench 54.4

$3.17 / $5.28

$44.84

\-pts/$

21

 [![](/logos/dagon.png) Dagon Inference](/cybersec/providers/dagon)

Abliterated Large V2 GLM 5.3

\- No CyberOffense CyberGym 84.5 · ExploitBench 54.4

$3.30 / $5.50

$46.75

\-pts/$

22

 [![](/logos/unlid.png) Unlid](/cybersec/providers/unlid)

Abliterated Large v2 (GLM 5.3 base) GLM 5.3

\- No CyberOffense CyberGym 84.5 · ExploitBench 54.4

$3.60 / $6.00

$51.00

\-pts/$

23

 [![](/logos/uberllm.png) UberLLM](/cybersec/providers/uberllm)

DeepSeek V4.1 Flash Uncensored DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$0.150 / $0.600

$3.00

24.3pts/$

24

 [![](/logos/refuseless.png) Refuseless](/cybersec/providers/refuseless)

DeepSeek V4.1 Flash 1017 Abliterated DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$0.220 / $0.750

$4.08

17.9pts/$

25

 [![](/logos/experiential.png) Experiential Labs](/cybersec/providers/experiential)

DeepSeek V4.1 Flash Uncensored DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$0.225 / $0.900

$4.50

16.2pts/$

26

 [![](/logos/silk-compute.svg) Silk Compute](/cybersec/providers/silkcompute)

DeepSeek V4.1 Flash 1017 Uncensored DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$0.280 / $1.00

$5.30

13.7pts/$

27

 [![](/logos/jarvislabs.png) JarvisLabs](/cybersec/providers/jarvislabs)

DeepSeek V4.1 Flash Cyber DeepSeek V4.1

\- No CyberOffense

$0.300 / $1.00

$5.50

\-pts/$

28

 [![](/logos/uncensored-com.png) uncensored.com](/cybersec/providers/uncensored-com)

DeepSeek V4.1 Flash Uncensored DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$0.300 / $1.20

$6.00

12.1pts/$

29

 [![](/logos/outrun.png) Outrun](/cybersec/providers/outrun)

DeepSeek V4 Pro Uncensored DeepSeek V4.1

\- No CyberOffense

$0.500 / $0.500

$6.25

\-pts/$

30

 [![](/logos/venice.png) Venice.ai](/cybersec/providers/venice)

DeepSeek V4.1 Flash Uncensored DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$0.330 / $1.32

$6.60

11.0pts/$

31

 [![](/logos/venice.png) Venice.ai](/cybersec/providers/venice)

DeepSeek V4.1 Flash 1017 Uncensored DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$0.330 / $1.32

$6.60

11.0pts/$

32

 [![](/logos/ppq.png) PPQ.ai](/cybersec/providers/ppq)

DeepSeek V4.1 Flash Uncensored DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$0.348 / $1.39

$6.96

10.5pts/$

33

 [![](/logos/dreamtune.png) Dreamtune](/cybersec/providers/dreamtune)

DeepSeek V4.1 Flash Abliterated DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$0.600 / $1.60

$10.00

7.3pts/$

34

 [![](/logos/orcarouter.png) OrcaRouter](/cybersec/providers/orcarouter)

OrcaCyber: DeepSeek V4.1 Flash Abliterated DeepSeek V4.1

\- No CyberOffense Vendor CyberGym 88.1

$0.800 / $1.60

$12.00

\-pts/$

35

 [![](/logos/uncensoredllm.png) uncensoredllm.ai](/cybersec/providers/uncensoredllm)

DeepSeek V4.1 Flash Abliterated DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$0.849 / $1.70

$12.73

5.7pts/$

36

 [![](/logos/outrun.png) Outrun](/cybersec/providers/outrun)

DeepSeek V4.1 Flash Uncensored 1017 DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$0.660 / $2.64

$13.20

5.5pts/$

37

 [![](/logos/abliteration-ai.png) Abliteration.ai](/cybersec/providers/abliteration-ai)

Abliterated Large Flash (DeepSeek V4.1 Flash) DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$1.00 / $2.00

$15.00

4.9pts/$

38

 [![](/logos/nanogpt.png) NanoGPT](/cybersec/providers/nanogpt)

Abliterated Large Flash DeepSeek V4.1

\- No CyberOffense

$1.00 / $2.00

$15.00

\-pts/$

39

 [![](/logos/dagon.png) Dagon Inference](/cybersec/providers/dagon)

Abliterated Large Flash DeepSeek V4.1

\- No CyberOffense

$1.00 / $2.20

$15.50

\-pts/$

40

 [![](/logos/magmarouter.png) MagmaRouter](/cybersec/providers/magmarouter)

DeepSeek V4.1 Flash 1017 Xploded DeepSeek V4.1

72.8 CyberOffense CyberGym 88.1

$1.00 / $2.50

$16.25

4.5pts/$

41

 [![](/logos/venice.png) Venice.ai](/cybersec/providers/venice)

Abliterated Large Flash DeepSeek V4.1

\- No CyberOffense

$1.25 / $2.50

$18.75

\-pts/$

42

 [![](/logos/ppq.png) PPQ.ai](/cybersec/providers/ppq)

Abliterated Large Flash DeepSeek V4.1

\- No CyberOffense

$1.32 / $2.64

$19.78

\-pts/$

43

 [![](/logos/unlid.png) Unlid](/cybersec/providers/unlid)

Qwen3.8 27B Uncensored Qwen3.8

\- No CyberOffense

$0.300 / $1.80

$7.50

\-pts/$

44

 [![](/logos/orcarouter.png) OrcaRouter](/cybersec/providers/orcarouter)

OrcaCyber: Qwen3.8 Flash Next Abliterated Qwen3.8

\- No CyberOffense

$0.800 / $1.60

$12.00

\-pts/$

45

 [![](/logos/unlid.png) Unlid](/cybersec/providers/unlid)

Qwen3.8 27B Uncensored Thinking Qwen3.8

\- No CyberOffense

$1.20 / $3.60

$21.00

\-pts/$

46

 [![](/logos/magmarouter.png) MagmaRouter](/cybersec/providers/magmarouter)

Qwen3.8 27B Xploded Qwen3.8

\- No CyberOffense

$1.50 / $5.00

$27.50

\-pts/$

47

 [![](/logos/magmarouter.png) MagmaRouter](/cybersec/providers/magmarouter)

Qwen3.8 27B Ultrafast Xploded Qwen3.8

\- No CyberOffense

$1.75 / $5.50

$31.25

\-pts/$

48

 [![](/logos/unlid.png) Unlid](/cybersec/providers/unlid)

Qwen3.8 27B Abliterated Qwen3.8

\- No CyberOffense

$1.20 / $9.00

$34.50

\-pts/$

49

 [![](/logos/orcarouter.png) OrcaRouter](/cybersec/providers/orcarouter)

OrcaCyber: MiMo V2.6 Flash Abliterated MiMo V2.6

\- No CyberOffense Vendor CyberGym 95.1

$0.800 / $1.60

$12.00

\-pts/$

50

 [![](/logos/magmarouter.png) MagmaRouter](/cybersec/providers/magmarouter)

MiMo V2.6 Flash Xploded MiMo V2.6

\- No CyberOffense

$1.00 / $2.00

$15.00

\-pts/$

51

 [![](/logos/featherless.png) Featherless](/cybersec/providers/featherless)

Qwen3.5 27B Abliterated Other frontier

\- No CyberOffense

$0.300 / $2.40

$9.00

\-pts/$

52

 [![](/logos/unlid.png) Unlid](/cybersec/providers/unlid)

Qwen3.5 27B Abliterated Other frontier

\- No CyberOffense

$0.360 / $2.88

$10.80

\-pts/$

53

 [![](/logos/unlid.png) Unlid](/cybersec/providers/unlid)

Qwen3.6 35B A3B Claude Opus Abliterated Other frontier

\- No CyberOffense

$0.480 / $4.80

$16.80

\-pts/$

54

 [![](/logos/silk-compute.svg) Silk Compute](/cybersec/providers/silkcompute)

Kimi K3.1 Uncensored Other frontier

\- No CyberOffense

$2.00 / $10.00

$45.00

\-pts/$

CyberOffense (Vals AI, Oct 2026) runs autonomous agents against two simulated company networks. DeepSeek V4.1 Flash 1017 completes 72.8% of objectives, #2 overall and #1 open-weight, behind only GPT-6 Sol Daybreak, which is restricted. CyberGym measures vulnerability discovery and exploitation; GLM-5.3 scores 84.5 there and 54.4 on ExploitBench. CyberBench v1.1 measures defensive bug-finding and patching. These are different tests and are never mixed in one ranking. Abliterated and uncensored variants inherit the published base-model score. Models without a published score for the selected benchmark are not ranked by value. OrcaCyber Zero and Ultra were not run on CyberOffense or CyberBench; their vendor CyberGym/CVE-Bench scores are shown as a secondary line and excluded from value ranking.

Field note

DeepSeek V4.1 Flash is not just a benchmark result. CrowdStrike’s [October 2026 report](https://www.crowdstrike.com/en-us/blog/unknown-threat-actor-uses-artex-to-target-south-korean-finance) found an ARTEX intrusion using `deepseek-v4.1-flash` as its primary backend against South Korean financial firms. [Reuters](https://www.reuters.com/legal/government/how-one-hacker-used-ai-agents-few-thousand-dollars-break-into-scores-sites-2026-10-19) also reported an autonomous campaign whose worker was named `claudecode_deepseek-v4.1-flash`; the model attribution there was not independently confirmed. [Read the documented defense cases.](/cybersec/defense)