Releasing shortly

Open models.
Hard evidence.

OpenVuln brings diverse open-model reasoning to source-code security. Multiple model perspectives generate, attack, and refine vulnerability hypotheses before a finding is ready for human review.

Join early access Multi-model reasoning
Evidence-led validation

Reasoning mesh / online

ADeepSeek V4 Prohypothesis

BGLM 5.3challenge

CKimi K3trace

Σindependent verificationvalidate

consensus → testable security claim
disagreement becomes a research path

Frontier open-model stack

No single model gets the final word.

DeepSeek V4 Pro

GLM 5.3

Kimi K3

01 / Why OpenVuln

Powered by open models. Verified by evidence.

OpenVuln is being built around explicit hypotheses, code-level evidence, and critical review. Model diversity gives you freedom of choice without locking you into a single model.

Map the real attack surface

Inspect language-aware sources, sinks, trust boundaries, and reachable code paths before prioritising leads.

Challenge every hypothesis

Use adversarial review and multiple reasoning perspectives to test assumptions and reduce fragile conclusions.

Return decision-ready evidence

Every finding is tied to the exact code and marked by how far it has been verified. A convincing AI explanation is never treated as proof.

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Source repository / optional

Public repository: paste its URL. Private repository: submit the URL only. We will arrange access through a read-only GitHub App. Never paste a password, token, SSH key, or other credential.

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Open models.Hard evidence.

Powered by open models. Verified by evidence.

Map the real attack surface

Challenge every hypothesis

Return decision-ready evidence

Follow the OpenVuln release.

Open models.
Hard evidence.