2026 最佳 AI 安全工具推荐
AI 安全扫描 Agent、漏洞检测、代码审计工具和威胁建模工作流。AI 驱动的左移安全。
Claude Code Agent: Smart Contract Auditor
Use this agent when conducting security audits of smart contracts. Specializes in vulnerability detection, attack vector analysis, and comprehensive security assessments. Examples:
RAPTOR — Security Research Agent for Claude Code
Autonomous offensive and defensive security framework built on Claude Code. Performs static analysis, binary fuzzing, vulnerability discovery, exploit generation, and patch development. MIT.
Nuxt + Go-Zero Quality Audit Skill — 30 Checks from 250 Real Bugs
Production-tested quality check skill for Nuxt SSR + Go-Zero + MySQL projects. 30 automated checks across 7 dimensions (security, race conditions, transactions, frontend SSR, dependencies, API contracts, ops) — distilled from 10 rounds of Codex audit that found ~250 real issues in a live SaaS product.
Grype — Container Image Vulnerability Scanner
Grype is a vulnerability scanner for container images and filesystems. It matches installed packages against vulnerability databases (CVE, GHSA) to identify known security issues — essential for securing your container supply chain.
Syft — Generate Software Bill of Materials from Container Images
Syft generates Software Bill of Materials (SBOMs) from container images and filesystems. It detects packages across OS and language ecosystems, outputting SPDX, CycloneDX, and custom formats for compliance, vulnerability scanning, and supply chain security.
Gemini CLI Extension: Security — Vulnerability Scanner
Gemini CLI extension for security analysis. Scans code for vulnerabilities, checks dependencies, and provides remediation guidance.
Claude Code Agent: Security Auditor — OWASP & Dependency Scan
Claude Code agent that audits your codebase for OWASP top 10 vulnerabilities, dependency issues, and security anti-patterns.
Claude Code Agent: Smart Contract Auditor — Web3 Security
Claude Code agent for auditing Solidity smart contracts. Reentrancy, overflow, access control, gas optimization, and best practices.
Polaris — Best Practices Validation for Kubernetes Clusters
Polaris audits your Kubernetes deployments against best practices for security, reliability, and efficiency, with a dashboard, CLI, and admission controller.
Vyper — Pythonic Smart Contract Language for the EVM
Vyper is a contract-oriented programming language for the Ethereum Virtual Machine that emphasizes simplicity, security, and auditability. Its Python-like syntax deliberately omits features like inheritance, operator overloading, and inline assembly to reduce the attack surface of smart contracts. Vyper is used by teams that prioritize readable and auditable on-chain code.
Nuclei — Fast and Customizable Vulnerability Scanner
Nuclei is a fast, template-based vulnerability scanner. Its community-driven template library covers CVEs, misconfigurations, exposed panels, and security checks — letting you scan applications, APIs, networks, and cloud configurations with simple YAML templates.
Prowler — Cloud Security Assessment for AWS, Azure and GCP
Prowler is an open-source security tool that audits your cloud infrastructure against hundreds of compliance checks for AWS, Azure, GCP, and Kubernetes, generating actionable reports.
Clair — Container Image Vulnerability Scanner
Perform static vulnerability analysis on OCI and Docker container images by indexing their contents and matching against multiple security databases.
Nmap — The Network Mapper for Security Scanning and Discovery
A free open-source utility for network discovery, port scanning, service detection, and security auditing used by administrators and security professionals worldwide.
ScoutSuite — Multi-Cloud Security Auditing Tool
ScoutSuite is an open-source multi-cloud security auditing tool that collects configuration data from AWS, Azure, GCP, and other providers to identify security risks through automated rule-based analysis.
Lynis — Security Auditing and Hardening Tool for Linux
An open-source security auditing tool that scans Linux, macOS, and Unix systems for vulnerabilities, misconfigurations, and hardening opportunities.
Greenbone OpenVAS — Open Source Vulnerability Scanner
Greenbone OpenVAS is the open-source vulnerability assessment scanner that checks networks and hosts for known security issues using a continuously updated feed of vulnerability tests.
OpenVAS — Open Source Vulnerability Assessment Scanner
OpenVAS is a full-featured open-source vulnerability scanner maintained by Greenbone. It scans networks and hosts for known security vulnerabilities using a database of over 100,000 network vulnerability tests.
DefectDojo — Open Source Vulnerability Management Platform
DefectDojo is a DevSecOps platform that aggregates security scan results from dozens of tools, deduplicates findings, and tracks remediation across your software portfolio.
OpenAnt — Verified Vuln Pipeline CLI (Go + Python)
OpenAnt is a defensive vulnerability discovery CLI: it parses a repo, analyzes findings, and runs verification steps so security output is evidence-backed.
Nikto — Open-Source Web Server Vulnerability Scanner
A comprehensive web server scanner that tests for thousands of dangerous files, outdated software, and server misconfigurations during security assessments.
AgentShield — Security Audit for Claude Code
Security auditor for Claude Code configs. Scans `.claude/` for secrets, risky permissions, hook injection, and MCP misconfigs; outputs CI-ready reports.
agent-audit — Security Linter for LLM Agents
Run a static security scanner for LLM agents: 53 OWASP Agentic Top 10 rules, prompt-injection checks, and MCP config auditing via agent-audit scan.
Aircrack-ng — WiFi Network Security Auditing Suite
A complete suite of WiFi security tools for monitoring, attacking, testing, and cracking wireless networks, used by security professionals for authorized WiFi assessments.
hashcat — Advanced GPU-Accelerated Password Recovery
The fastest password recovery tool supporting 350+ hash types with GPU acceleration for security auditing and penetration testing.
Awesome DevOps MCP Servers — Ops-Focused MCP List
DevOps-focused MCP server directory for CI/CD, monitoring, security, and infra automation. Helps map ops tools into auditable agent surfaces.
DeepAudit — AI Multi-Agent Code Vulnerability Scanner
DeepAudit is an open-source multi-agent system that automates code vulnerability discovery using LLMs, with automatic sandbox-based PoC verification and one-click report generation.
John the Ripper — Advanced Offline Password Security Auditor
A fast offline password cracker supporting hundreds of hash types, used by security professionals to audit password strength and test credential policies.
CyberStrikeAI — AI Security Testing Platform (MCP)
CyberStrikeAI is a Go-based AI security testing platform with MCP transports and an auditable web UI; verified 3,783★ and starts via `./run.sh`.
Claude Code Security Review — PR Audit Action
Claude Code Security Reviewer is a GitHub Action that scans PR diffs for security issues and comments findings on the PR using a Claude API key.
AI 驱动的安全防护
AI-Powered Security
AI security tools in 2026 integrate directly into the development workflow, catching vulnerabilities before they reach production. Static Analysis — AI-powered code scanners that understand context, not just patterns. They detect OWASP Top 10 vulnerabilities, injection risks, authentication flaws, and data exposure issues with dramatically fewer false positives than traditional SAST tools.
Threat Modeling — AI agents that analyze your architecture, identify attack surfaces, and generate threat models automatically. They understand common patterns (API gateways, microservices, serverless) and suggest mitigations specific to your stack. Dependency Auditing — AI tools that scan your dependency tree for known vulnerabilities, assess actual exploitability (not just CVE scores), and generate patching plans with minimal breaking changes.
Penetration Testing — AI-assisted pentesting tools that crawl your application, identify potential entry points, and generate proof-of-concept exploits for authorized security testing. Incident Response — AI agents that analyze logs, correlate events, and suggest remediation steps during security incidents.
Security is no longer a gate at the end of the pipeline — it's an AI agent sitting in every developer's terminal.
常见问题
Can AI find security vulnerabilities in code?+
Yes, and increasingly well. AI security tools combine static analysis with semantic understanding — they grasp data flow, authentication context, and business logic in ways that pattern-matching tools cannot. They excel at finding injection vulnerabilities, broken access controls, and data exposure risks. However, they should complement, not replace, human security review for critical systems.
What is shift-left security?+
Shift-left security means integrating security testing earlier in the development process — at the code editor level, not just in CI/CD pipelines. AI agent skills on TokRepo enable this: install a security scanning skill, and your AI assistant checks for vulnerabilities as you write code, before you even commit.
Are AI security tools reliable enough for production?+
Modern AI security tools have dramatically reduced false positive rates compared to traditional scanners. They're reliable for automated scanning and triage, but critical findings should always be verified by security engineers. The best approach: use AI for continuous scanning and initial triage, humans for validation and remediation planning.