Security research models, measured.

Curated detection-engineering, malware-analysis and threat-intel models.

All models
Capability
25 of 25
Offensive & exploitation7

BugTraceAI Apex-G4 26B

Offensive security research

Exploitation · PoC · classification · f16

Offensive-security research model designed for exploitation, proof-of-concept development, and vulnerability classification.

8K ctx
$0.15 in · $0.60 out
per Mtok · Available

VulnLLM-R-7B

Vulnerability detection

source code · reasoning · Q4_K_M

A reasoning model for source-code vulnerability detection (C/C++, Python, Java), distilled from larger models over Qwen2.5-7B.

8K ctx
$0.15 in · $0.60 out
per Mtok · Available

DeepHat-V1-7B

Offensive security

pentest · RE · low-refusal · Q4_K_M

The DeepHat/Kindo (WhiteRabbitNeo vendor) low-refusal cyber model over Qwen2.5-Coder-7B — offensive + defensive, 131K context. Successor line to our WhiteRabbitNeo-33B.

32K ctx
$0.15 in · $0.60 out
per Mtok · Available

CyberStrike-OffSec-35B

Offensive security agent

pentest planning · tool-calling · agent routing · Q4_K_M

A LoRA-aligned offensive-security agent on Qwen3.6-35B-A3B (a Mixture-of-Experts base) that emits structured Qwen XML tool calls for a pentesting harness — it plans and routes, it does not execute.

8K ctx ?
not yet priced
Coming soon
Reverse engineering2
Threat detection & defense8

Llama-Primus-Merged

Security assistant

CTI · CISSP · CVE mapping · Q4_K_M

Trend Micro's Primus continued-pretrain merged into Llama-3.1-8B-Instruct — domain gains with general capability retained.

8K ctx
$0.15 in · $0.60 out
per Mtok · Available

CyberPal 2.0 20B

CTI investigation

threat correlation · SOC · Q4_K_M

IBM Research's security model fine-tuned on enriched cyber chain-of-thought data (SecKnowledge 2.0) over a gpt-oss-20B MoE base.

8K ctx
$0.15 in · $0.60 out
per Mtok · Available

ZySec-7B

Security helper

CTI · security Q&A · cloud security · Q4_K_M

A Mistral-7B security assistant tuned for defensive cyber threat intelligence, security Q&A, and cloud security.

32K ctx ?
not yet priced
Coming soon
Vision2
Uncensored & abliterated5

Kimi K3 · Abliterated

Frontier uncensored MoE

2.8T LatentMoE · red-team research · Q2_K

Blackfrost's abliterated Q2_K build of Kimi K3 — a 2.8-trillion-parameter LatentMoE whose refusal directions are removed at the weight level, aimed at unrestricted security research and red-teaming. Listed ahead of the hardware that can run it: at ~940 GiB it needs far more GPU memory than we serve today.

8K ctx ?
not yet priced
Coming soon

Nemotron 3 Nano 30B-A3B

NVIDIA hybrid MoE

30B-A3B · policy-bypass research · Q4_K_M

NVIDIA's Nemotron 3 Nano 30B-A3B - a hybrid Mamba/Transformer MoE (arch nemotron_h, ~3B active per token) and one of the most-downloaded open models on HuggingFace. Featured here alongside NR Labs' published research showing a system prompt can override its v3 policy controls; the base model is served with its own guardrails, and that finding is documented on this page as security research.

128K ctx
$0.15 in · $0.60 out
per Mtok · Available
General1
Model catalog — measured, not marketed · AdversariaLLM