Credited systems in the public record.
These profiles track AI agents, autonomous security platforms, and governance layers that appear in public vulnerability-discovery evidence. This is not a model leaderboard.
Claude Mythos Preview
Anthropic's restricted cyber-capable frontier model, with public credits across FreeBSD, Firefox, curl, Squid, Symfony, and Project Glasswing's CVD ledger.
- Indexed entries6
- CVE IDs tracked68
- Critical/high entries3
Google Big Sleep
The first public AI vulnerability-research agent with accepted real-world findings across SQLite, Chrome V8, and Apple WebKit.
- Indexed entries8
- CVE IDs tracked22
- Critical/high entries7
Google Gemini security review agents
Gemini CLI and experimental Gemini review agents with explicit discovery credits in accepted Linux kernel fixes.
- Indexed entries2
- CVE IDs tracked4
- Critical/high entries2
Microsoft MDASH
Microsoft's multi-model agentic scanning harness, credited by Microsoft with 16 public CVEs across Windows networking and authentication code.
- Indexed entries2
- CVE IDs tracked16
- Critical/high entries1
OpenAI ExploitGym Evaluation Agents
A long-horizon cyber-capability evaluation in which OpenAI models autonomously discovered and chained real zero-days across OpenAI and Hugging Face infrastructure.
- Indexed entries1
- CVE IDs tracked0
- Critical/high entries1
Z.AI GLM
Z.AI's GLM models now have direct upstream discovery credits across FreeBSD kernel and userland advisories and Apple WebKit.
- Indexed entries3
- CVE IDs tracked10
- Critical/high entries3
AISLE
An autonomous security analyzer with a large public registry and validated credits across OpenSSL, FreeBSD, curl, Apache, Chrome, Squid, and other projects.
AISLE CVE discovery registry 392 unique CVE IDs exposed
- Indexed entries20
- CVE IDs tracked186
- Critical/high entries11
Claude / Anthropic Research
Public Claude-assisted disclosure credits outside the Mythos-only record, spanning browsers, operating systems, cryptography, office documents, cloud auth, CMSs, and Microsoft/Apple platform bugs.
- Indexed entries29
- CVE IDs tracked135
- Critical/high entries22
GitHub Security Lab Taskflow Agent
GitHub Security Lab's open-source AI-powered audit framework, with human-validated advisories across major web applications and frameworks.
GHSL Taskflow and named GHSL-agent advisory audit 44 public advisory pages
- Indexed entries3
- CVE IDs tracked24
- Critical/high entries3
OpenAI Daybreak
OpenAI's defensive vulnerability-research program, combining frontier cyber models, Codex Security, expert validation, and coordinated patching.
- Indexed entries7
- CVE IDs tracked11
- Critical/high entries5
Xint Code
The AI-assisted vulnerability research system credited in CopyFail, with a broader public record spanning Linux, Apple platform, PostgreSQL, and tracker-backed findings.
Xint public bug tracker 53 public tracker rows
- Indexed entries10
- CVE IDs tracked24
- Critical/high entries7
A Security
An autonomous offensive-security platform publicly tied to the Zoomsday zero-click RCE campaign in closed-source Zoom clients.
- Indexed entries1
- CVE IDs tracked2
- Critical/high entries1
BynarIO AI
Bynario's AI-driven vulnerability-research pipeline, with direct Apple and Linux upstream credits across binary analysis, kernel discovery, validation, and patching.
- Indexed entries11
- CVE IDs tracked11
- Critical/high entries9
Sashiko
An agentic Linux kernel review service whose public reports now appear in accepted upstream fixes for memory corruption, use-after-free, information exposure, and validation failures.
- Indexed entries1
- CVE IDs tracked0
- Critical/high entries1
V12
Zellic's agentic security platform, with accepted findings across the Linux kernel, PostgreSQL, Redis, Dolphin, and Web3 infrastructure.
- Indexed entries7
- CVE IDs tracked2
- Critical/high entries5
DepthFirst
DepthFirst's autonomous low-level-code analysis platform, with accepted NGINX, FFmpeg, and Apache HTTP Server campaigns.
- Indexed entries5
- CVE IDs tracked21
- Critical/high entries3
Nebu
NebuSec's AI-native vulnerability-research pipeline, with a public fixed-record ledger spanning Linux, Firefox, Chromium, runtimes, servers, Android, Windows, and embedded devices.
NebuSec public bug list 1,178 public tracker rows
- Indexed entries3
- CVE IDs tracked153
- Critical/high entries3
Striga AI
Striga's AI-based source-code auditing platform, with public CVE credits and research write-ups across Apache httpd, Tomcat, Ollama, axios, and Mattermost Desktop.
Striga CVE tracker 21 public CVE records
- Indexed entries4
- CVE IDs tracked21
- Critical/high entries2
ZeroPath AI SAST
ZeroPath's AI-native SAST and security-research workflow, with public CVE-backed and upstream-patched findings across ProFTPD, Spinnaker, better-auth, FFmpeg, sudo, and other open-source projects.
ZeroPath Wall of Fame 47 fixed public records
- Indexed entries8
- CVE IDs tracked14
- Critical/high entries8
XBOW
An autonomous AI-driven penetration-testing platform with public bug-bounty milestones, critical Microsoft and Exim RCE reports, and direct Chrome credits.
- Indexed entries5
- CVE IDs tracked7
- Critical/high entries5
Palo Alto frontier AI scan
Palo Alto Networks' May 2026 frontier-model scan wave, reported as 26 CVEs across more than 130 products, with exact per-CVE model attribution unpublished.
- Indexed entries1
- CVE IDs tracked26
- Critical/high entries1
Claude Opus 4.6
Anthropic's Opus 4.6 model, explicitly named on fixed Project Glasswing findings in PostgreSQL and rabbitmq-c.
- Indexed entries1
- CVE IDs tracked2
- Critical/high entries1
Claude Sonnet 4.6
Anthropic's Sonnet 4.6 model, explicitly named on a fixed Project Glasswing LibreOffice finding.
- Indexed entries1
- CVE IDs tracked1
- Critical/high entries1
Anthropic unreleased CVD model
An unreleased Anthropic model explicitly named on fixed Project Glasswing findings in dnsmasq and runc.
- Indexed entries1
- CVE IDs tracked4
- Critical/high entries1
Endor Labs AI SAST
Endor Labs' agentic dataflow and exploit-validation workflow, with fixed public OpenClaw vulnerabilities and upstream advisories.
- Indexed entries1
- CVE IDs tracked0
- Critical/high entries1
Fluid Attacks AI SAST
A hybrid ML-and-agent SAST workflow whose public advisories retain exact scanner credit after human reachability, exploitability, and disclosure review.
Fluid Attacks advisories 33 AI-SAST-attributed CVEs identified in the August audit
- Indexed entries1
- CVE IDs tracked3
- Critical/high entries1
ThreatBook XGPT
ThreatBook's security-focused model and workflow, with direct Apple and upstream libseccomp credits plus a public NGINX CVE.
- Indexed entries4
- CVE IDs tracked8
- Critical/high entries3
Aether AI
An autonomous offensive-security agent with direct upstream OpenClaw advisory credits.
- Indexed entries1
- CVE IDs tracked0
- Critical/high entries1
Atuin Automated Vulnerability Discovery Engine
Tencent Xuanwu Lab's LLM-based discovery engine, with direct public credits across cryptography, Vault, PostgreSQL, Windows, Linux, and FreeBSD.
- Indexed entries5
- CVE IDs tracked9
- Critical/high entries5
Google OSS-Fuzz AI
LLM-enhanced fuzz-target generation and triage inside Google's OSS-Fuzz ecosystem.
- Indexed entries1
- CVE IDs tracked1
- Critical/high entries0
Microsoft Security Copilot
Microsoft's AI security assistant, publicly tied to a GRUB2, U-Boot, and Barebox bootloader vulnerability campaign.
- Indexed entries1
- CVE IDs tracked20
- Critical/high entries1
Rapid7 Labs Agentic Research Workflow
Rapid7 Labs' researcher-directed agentic workflow, publicly tied to a two-CVE SharePoint unauthenticated-RCE chain.
- Indexed entries1
- CVE IDs tracked2
- Critical/high entries1
Enclave AI
An AI-guided security-research platform with public Microsoft cloud and mobile campaigns, including direct Enclave AI credit.
- Indexed entries3
- CVE IDs tracked5
- Critical/high entries3
OpenAI Aardvark / Codex Security
OpenAI's agentic security researcher and Codex Security workflow, now carrying direct credits across browsers, operating systems, network services, and media tooling.
- Indexed entries15
- CVE IDs tracked47
- Critical/high entries12
pwn.ai
An autonomous agentic pentesting platform with an accepted Chrome credit and a public CVE-backed embedded-device RCE disclosure.
- Indexed entries3
- CVE IDs tracked3
- Critical/high entries2
XBREACH
An autonomous offensive-security platform with public Apple and Microsoft vulnerability credits across local privilege escalation, RCE, and cloud isolation failures.
- Indexed entries3
- CVE IDs tracked13
- Critical/high entries3
Argus / ByteRay
An AI vulnerability-research platform publishing proof-oriented disclosures across OP-TEE, OpenBSD, curl, Zabbix, and embedded systems.
Argus Proof of Possession 18 public disclosures
- Indexed entries3
- CVE IDs tracked4
- Critical/high entries3
GitHub Security Lab AI agent (unspecified)
AI-assisted GitHub Security Lab research that the official AI-agent index verifies without identifying the particular agent or workflow on the individual advisory.
GHSL system-unspecified AI-agent advisories 4 public advisory pages
- Indexed entries2
- CVE IDs tracked9
- Critical/high entries2
Aretiq.AI
An LLM-augmented automated code-audit platform with a public Microsoft Exchange vulnerability credit.
- Indexed entries2
- CVE IDs tracked3
- Critical/high entries1
HackerOne Hackbots
The policy layer around AI-assisted vulnerability discovery: human-in-the-loop rules, accountable operators, and bounty eligibility.
- Indexed entries0
- CVE IDs tracked0
- Critical/high entries0