ai-ml-security은(는) 무엇을 하나요?
AI/ML 보안 플레이북. 모델 공급망 공격(pickle RCE, 중독된 가중치), 적대적 예제, 모델 중독, 모델 도용, 데이터 프라이버시 공격(멤버십 추론, 모델 역전), 그리고 자율 에이전트 보안 위험을 평가할 때 사용합니다.
AI/ML 보안 플레이북. 모델 공급망 공격(pickle RCE, 중독된 가중치), 적대적 예제, 모델 중독, 모델 도용, 데이터 프라이버시 공격(멤버십 추론, 모델 역전), 그리고 자율 에이전트 보안 위험을 평가할 때 사용합니다.
이 스킬은 AI/ML 시스템의 보안 위험을 평가하고 완화하기 위한 종합적인 플레이북을 제공합니다. 보안 연구자나 AI 개발자가 모델 공급망 공격, 적대적 예제, 모델 중독, 모델 도용, 데이터 프라이버시 공격, 자율 에이전트 보안 위협 등 다양한 영역을 진단하는 데 유용합니다. 주로 CLI 환경에서 사용되며, Python 기반의 보안 분석 도구와 연동하여 pickle RCE 취약점 점검, 적대적 패치 테스트, 멤버십 추론 공격 시뮬레이션, 모델 역전 공격 등을 수행할 수 있습니다. 각 공격 유형에 대해 개념 설명, 공격 시나리오, 방어 기법, 그리고 실제 코드 예제를 포함하여 실무에서 바로 활용할 수 있도록 구성되어 있습니다.
npx skills add https://github.com/yaklang/hack-skills/tree/main/skills/ai-ml-securityInstalled? Explore more 생산성 & 협업 skills: steipete/gemini, steipete/gh-issues, steipete/skill-creator · View all 6 →
AI/ML 보안 플레이북. 모델 공급망 공격(pickle RCE, 중독된 가중치), 적대적 예제, 모델 중독, 모델 도용, 데이터 프라이버시 공격(멤버십 추론, 모델 역전), 그리고 자율 에이전트 보안 위험을 평가할 때 사용합니다.
This repo contains 20 individual skills — each has its own dedicated page.
401/403 bypass playbook. Use when encountering access-denied responses on admin panels, API endpoints, or restricted paths. Covers path manipulation, HTTP method tampering, header injection, protocol downgrade, and automated bypass tools.
Active Directory ACL abuse playbook. Use when exploiting misconfigured AD permissions including GenericAll, WriteDACL, DCSync rights, shadow credentials, LAPS reading, GPO abuse, and BloodHound-guided attack paths.
AD Certificate Services attack playbook. Use when targeting misconfigured AD CS for privilege escalation via ESC1-ESC13 template abuse, NTLM relay to enrollment, CA officer abuse, and certificate-based persistence.
Kerberos attack playbook for Active Directory. Use when targeting AD authentication via AS-REP roasting, Kerberoasting, golden/silver/diamond tickets, delegation abuse, or pass-the-ticket attacks.
Android pentesting playbook. Use when testing Android applications for SSL pinning bypass, exported component abuse, WebView vulnerabilities, intent redirection, root detection bypass, tapjacking, and backup extraction during authorized mobile security assessments.
Anti-debugging detection and bypass playbook. Use when reversing protected binaries that detect debuggers via ptrace, PEB flags, timing checks, or signal/exception handlers on Linux and Windows.
API authentication and JWT abuse playbook. Use when testing bearer tokens, API keys, claim trust, header spoofing, rate limits, and API auth boundary weaknesses.
API authorization and BOLA testing playbook. Use when APIs expose object identifiers, nested resources, hidden writable fields, or weak function-level authorization.
API reconnaissance and documentation review playbook. Use when discovering endpoints, schemas, versions, OpenAPI specs, hidden docs, and surface area for API testing.
Entry P1 category router for API security. Use when choosing between API recon, authorization, token abuse, and hidden-parameter workflows before any deeper API topic skill.
Arbitrary write to RCE playbook. Use when you have an arbitrary write primitive (from heap exploitation, format string, or OOB write) and need to convert it into code execution by targeting GOT, hooks, _IO_FILE vtable, exit_funcs, TLS_dtor_list, modprobe_path, .fini_array, or C++ vtables.
Authentication bypass testing playbook. Use when assessing login flows, password reset logic, account recovery, MFA bypass, token predictability, brute-force resistance, and session boundary flaws.
Entry P1 category router for authentication and authorization. Use when testing login flows, sessions, object authorization, JWT, OAuth, CORS, CSRF, and enterprise SSO weaknesses before any deeper auth topic skill.
Binary protection bypass playbook. Use when identifying and bypassing ASLR, PIE, NX/DEP, stack canary, RELRO, FORTIFY_SOURCE, CET, and MTE protections in ELF binaries to enable exploitation.
Browser and V8 exploitation playbook. Use when exploiting JavaScript engine vulnerabilities including JIT type confusion, incorrect bounds elimination, and V8 sandbox bypass to achieve renderer RCE and sandbox escape in Chrome/Chromium.
Entry P1 category router for business logic testing. Use when workflow abuse, race conditions, pricing flaws, or multi-step state attacks matter more than parser-level input injection.
Business logic vulnerability playbook. Use when reasoning about workflows, race conditions, price manipulation, coupon abuse, state machines, and multi-step authorization gaps.
Classical cipher analysis playbook. Use when encountering substitution ciphers, Vigenere, transposition, XOR, or encoded text in CTF challenges that requires frequency analysis, Kasiski examination, or known-plaintext cryptanalysis.
Clickjacking playbook. Use when testing whether target pages can be framed, whether X-Frame-Options or CSP frame-ancestors are properly configured, and whether UI redress attacks can trigger sensitive actions.
Command injection playbook. Use when user input may reach shell commands, process execution, converters, import pipelines, or blind out-of-band command sinks.
Gemini CLI one-shot prompts, summaries, generation, skills, hooks, MCP, or Gemma routing.
Fetch GitHub issues, select candidates, spawn background fix agents, open PRs, and optionally process PR review comments.
Create, edit, audit, tidy, validate, or restructure AgentSkills and SKILL.md files.
Search, install, update, sync, or publish agent skills with the ClawHub CLI and registry.
Delegate coding work to Codex, Claude Code, or OpenCode as background workers; not simple edits or read-only code lookup.
List, configure, authenticate, call, and inspect MCP servers/tools with mcporter over HTTP or stdio.