AI渗透测试工具列表

一个汇集AI驱动的渗透测试、漏洞赏金、红队对抗和网络安全分析等领域工具、框架与资源的开源精选列表,帮助安全研究人员和渗透测试人员快速发现并利用前沿AI安全能力。

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Awesome AI Pentesting

A curated list of AI-powered tools, frameworks, and resources for penetration testing, bug bounty hunting, red teaming, and cybersecurity operations.

The intersection of Artificial Intelligence and offensive/defensive security is evolving rapidly. This list tracks the most impactful open-source projects that leverage LLMs, machine learning, and autonomous agents for cybersecurity.

Created by @skyvanguard — Cybersecurity & AI Researcher | TryHackMe Top 1% Global

Stars updated: October 2026


Contents


Autonomous AI Pentesting Agents

Fully autonomous agents that perform end-to-end penetration testing tasks with minimal human intervention.

Tool Description AI Tool Stars
Strix Open-source AI hackers that run code dynamically, find vulnerabilities, and validate them through actual proof-of-concepts. Claude API
Shannon Fully autonomous AI hacker using Claude Agent SDK. 96.15% success rate on XBOW Benchmark. Finds and exploits real vulnerabilities in web apps. Claude API (Agent SDK)
PentAGI Fully autonomous AI agents system. Docker sandboxed, 20+ built-in tools (nmap, metasploit, sqlmap), Neo4j knowledge graph. Multi-LLM (OpenAI, Claude, DeepSeek)
PentestGPT Automated penetration testing agentic framework powered by LLMs. Published at USENIX Security 2024. OpenAI API (GPT-4)
CyberStrikeAI AI-native security platform in Go combining Eino-powered agents, MCP-native tools, RAG knowledge, and human oversight in one auditable workspace. Multi-LLM (OpenAI-compatible: OpenAI, DeepSeek, Qwen)
Decepticon Autonomous hacking agent for red teaming. Modular multi-agent architecture built on LangGraph with MCP tool integration. Multi-LLM (via LiteLLM)
Cairn General-purpose state-space search engine validated on autonomous penetration testing: given an origin and a goal, it searches for the attack path. Claude Code, Codex (worker backends)
PentestAgent AI agent framework for black-box security testing with prebuilt attack playbooks for bug bounty, red-team, and pentest. OpenAI API (GPT-4)
CyberStrike Terminal-based offensive security harness with 13+ specialized agents, 7,600+ security skills, and 120+ OWASP test cases. Multi-LLM (Claude, OpenAI, Gemini, Ollama, Bedrock)
RedAmon Self-hosted framework that maps the attack surface into a graph, exploits it from a Kali sandbox behind human approval gates, and opens pull requests that fix what it finds. Multi-LLM (OpenAI, Anthropic, Bedrock, OpenRouter, Ollama)
Pentest-Swarm-AI Autonomous pentesting with a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning. Bug bounty, monitoring, and CTF modes. Claude API
Pentest-AI AI pentester usable via MCP, CLI, or CI that re-runs each exploit with machine oracles before marking a finding as verified. Claude Code, Codex, Ollama/local models
Pentest Copilot AI-powered browser-based ethical hacking assistant with agentic architecture that runs commands in the pentest environment. OpenAI API
NeuroSploit AI-powered pentest framework with 100 vulnerability types, isolated Kali containers, 9 specialized agent personas. Multi-LLM (OpenAI, Claude, Ollama/local)
LuaN1aoAgent Cognitive-driven autonomous AI hacker using dual-graph reasoning (causal and attack graphs) for plan-execute-reflect penetration testing. Multi-LLM (OpenAI, DeepSeek, Claude)
hackingBuddyGPT Academic framework for building LLM-driven ethical hacking agents in ~50 lines of code. Research platform with reproducible privilege-escalation benchmarks. OpenAI API (GPT-4)
Xalgorix Self-hosted autonomous pentesting agents for real-time recon, vulnerability detection, and exploit-verified findings with a local web dashboard. Multi-LLM (OpenAI, Anthropic, DeepSeek, Gemini, Ollama, LiteLLM)
Nebula AI-powered pentesting assistant for automating recon, note-taking, and vulnerability analysis with human decision checkpoints. OpenAI API (GPT-4)
Darkmoon Open source autonomous AI penetration testing platform that orchestrates 80+ offensive tools through Markdown playbooks and MCP controlled execution, covering web, cloud, Active Directory, Kubernetes and API with an evidence trail per finding. Multi-LLM (OpenAI, Anthropic, Ollama/local)
Cybermes Offensive security and bug bounty agent framework with 200+ playbooks, a native Go MCP server, and a standalone CLI driven by Hermes Agent. Hermes Agent, MCP clients (Claude, Gemini)
PentestCode Multi-agent terminal pentesting agent that runs tools, keeps persistent engagement state, and chains attacks toward a stated goal. Multi-LLM (20+ providers incl. Claude, OpenAI, Ollama)
numasec Terminal AI security agent that drives your local tools with runbooks, keeps operation context, and tracks findings, evidence, and reports. Multi-LLM (OpenAI, Anthropic, Google, OpenRouter, Ollama)
ARTEMIS ARTEMIS is an autonomous agent created by the Stanford Trinity project to automate vulnerability discovery. OpenAI API (GPT-4)
AIDA AI-Driven Security Assessment that connects AI to 400+ pentesting tools via MCP (Exegol container), enabling natural language-driven security workflows. Multi-LLM (OpenAI, Claude, Ollama via MCP)
Zen-AI-Pentest Autonomous multi-agent pentest framework integrating 72+ security tools with a React dashboard, REST API, and CLI. Multi-LLM (DeepSeek, GPT-4o, Claude, Llama)
BugTraceAI Open-source multi-agent platform for authorized web application security testing with validation, evidence capture, and reporting. Multi-LLM
cyber-harness Single-binary agent runtime for pentest, red team, and bug bounty that bundles scanners, proxy routing, skills, and a source-code audit distribution. Multi-LLM (OpenAI/Anthropic-compatible, DeepSeek)

MCP Servers for Security

Model Context Protocol servers that bridge AI assistants with cybersecurity tools.

Tool Description Stars
IDA Pro MCP AI-powered reverse engineering assistant that bridges IDA Pro with LLMs through MCP.
HexStrike AI Advanced MCP server with 150+ cybersecurity tools. Lets AI agents autonomously run pentesting, vuln discovery, and bug bounty tools.
Ghidra MCP Ghidra MCP server with 200+ tools for AI-assisted reverse engineering, available as GUI plugin or headless server.
Burp Suite MCP Server Official PortSwigger extension that integrates Burp Suite with AI clients through MCP.
MCP Scanner Cisco AI Defense scanner that inspects MCP servers for threats and security findings.
mcp-security-hub 36 MCP servers with 175+ tools: Nmap, Ghidra, Nuclei, SQLMap, Hashcat. Recon, web sec, binary analysis, blockchain, AD.
JADX MCP Server MCP server for the JADX-AI plugin enabling LLM-assisted Android APK reverse engineering.
awesome-mcp-security Curated collection of MCP security resources: tools, papers, videos, articles, and vulnerability information.
Google Security MCP MCP servers that give AI clients access to Google Security Operations (Chronicle), Threat Intelligence, and other Google security products.
pentestMCP AI-powered penetration testing via MCP. 20+ security assessment tools (Nmap, Nuclei, ZAP, SQLMap) through MCP protocol.
awesome-cyber-security-mcp Curated list of MCP servers focused on cybersecurity operations.
mcp-server-security-standard Open, testable security control standard (MSSS) for certifying MCP servers with levels and evidence requirements.
Bolt Docker-based MCP server exposing 100+ Kali Linux security tools as plugins. Successor of mcp-for-security.
mcp-vanguard Security pentesting MCP Server with 22 tools. Windows/WSL bridge for Kali tools integration with Claude.
DomScan Hosted domain intelligence MCP for DNS, WHOIS/RDAP, TLS, subdomains, reputation, email security, and typosquatting.

Bug Bounty & Recon AI

AI-enhanced tools for reconnaissance and bug bounty automation.

Tool Description Stars
Nuclei Fast vulnerability scanner with YAML-based DSL. AI-powered template generation via -ai flag. 10k+ community templates.
Sn1per Attack surface management platform combining automated scanning with intelligent analysis.
awesome-bugbounty-tools Curated list of bug bounty tools including AI-enhanced scanners and recon automation frameworks.
Agentic Bug Hunter AI bug bounty toolkit that runs recon, finding, validation, and reporting from a CLI or inside Claude Code, with free or subscription AI providers.
Claude-BugHunter Claude Code skill bundle for bug hunting and external red teaming: 80+ skills, 15 slash commands, and 681 disclosed-report patterns.
Mantis Security framework automating discovery, reconnaissance, and vulnerability scanning. Chains multiple tools from domain input.
HackBot AI-powered cybersecurity chatbot using LLaMA for code analysis, scan analysis, and cybersecurity Q&A.
Julius Praetorian's LLM service fingerprinting tool that identifies Ollama, vLLM, LiteLLM, and 60+ AI servers on network endpoints.

CTF Solvers & Challenge Tools

AI tools for solving Capture The Flag competitions and security challenges.

Tool Description Stars
Project Muteki Multi-agent CTF-solving swarm where a coordinator schedules several CLI agent engines toward a single goal.
BoxPwnr Framework for benchmarking LLMs and agentic strategies on HackTheBox, PortSwigger, picoCTF, TryHackMe, and other CTF platforms.
EnIGMA Enhanced Interactive Generative Model Agent. State-of-the-art on NYU CTF and CyBench. 3x more challenges than prior agents. (ICML 2025) Paper
CTFAgent LLM-powered CTF solver with plan-and-execute paradigm. Outperforms 88% of human CTF participants. Paper
CSAW LLM CTF Attack Competition CSAW competition using generative autonomous AI to solve CTF challenges. Major academic AI security benchmark. Competition
Cybench Framework for evaluating LLM agents on 40 professional-level CTF tasks from 4 competitions.
ChatGPT on CTF Research testing whether AI-LLMs can solve CTF challenges by running commands in test environments.

Vulnerability Analysis & Scanning

AI-powered vulnerability discovery and code analysis tools.

Tool Description Stars
SkillSpector NVIDIA's security scanner for AI agent skills. Detects vulnerabilities, malicious patterns, and prompt injection before a skill is installed.
Semgrep Lightweight static analysis for finding bugs and enforcing code standards with AI pattern matching.
Codex Security OpenAI's CLI and TypeScript SDK for defining security policy and finding, validating, and fixing vulnerabilities in code.
Garak NVIDIA's LLM vulnerability scanner. Probes for hallucination, data leakage, prompt injection, toxicity, and jailbreaks.
agent-scan Snyk's security scanner for AI agents, MCP servers and agent skills. Detects prompt injections and tool poisoning.
open-kritt Self-hosted platform that orchestrates AI agents to find, de-duplicate, rank, and validate vulnerabilities in code.
Agentic Security LLM vulnerability scanner / AI red teaming kit. Protects AI systems from jailbreaks, fuzzing, and multimodal attacks.
AutoCVE Agent-driven CVE discovery pipeline that selects projects, audits source code, verifies vulnerabilities, and writes reports.
LLM SAST Skills Agent skills that turn Claude Code, Codex, and other coding assistants into a SAST scanner for web and mobile codebases.
AgentShield Security auditor for AI agent configurations: hardcoded secrets, permission misconfigs, hook injection, and MCP server risks.
Agentic Radar Security scanner for agentic systems. Workflow visualization, tool identification, MCP server detection, vulnerability mapping.
MEDUSA AI-first security scanner with 40,000+ detection patterns for AI/ML apps, agents, and LLM integrations.
ModelScan Scans ML models for unsafe code. Supports H5, Pickle, SavedModel, and more formats.
DockSec OWASP AI-powered Docker security scanner that explains vulnerabilities in plain English.
agentgg Agentic white-box SAST scanner whose agents follow imports and call graphs to confirm findings before reporting. CI ready.
OpenHack Agentic security scanner and verifier for codebases that exclusively uses open-source models.
NVIDIA Vulnerability Analysis NVIDIA blueprint for identifying and mitigating container security vulnerabilities with generative AI.
rust-in-peace Agent-assisted vulnerability discovery for Rust with adversarial triage, dynamic verification, and an experimental Android APK analysis profile.

Red Team & Offensive AI

Offensive AI tools, adversarial ML, and AI red teaming frameworks.

Tool Description Stars
Promptfoo LLM red teaming, pentesting, and vuln scanning with 100+ attack types. Tests complete AI systems including RAG and agents.
Social-Engineer-Toolkit Open-source penetration testing framework designed for social engineering.
Caldera Automated adversary emulation platform with AI-driven attack planning. Originally by MITRE, now an Apache project.
Adversarial Robustness Toolbox IBM's Python library for ML Security: evasion, poisoning, extraction, inference attacks and defenses.
PyRIT Microsoft's Python Risk Identification Tool for red teaming generative AI systems.
DeepTeam Framework for red teaming LLMs. 10+ adversarial attacks, supports OWASP Top 10 for LLMs and NIST AI RMF.
pentest-ai-agents 50 Claude Code subagents for authorized penetration testing and offensive security research.
offensive-ai-compilation Curated list of Offensive AI resources: tools, techniques, research papers, and attack methodologies.
Anamorpher Trail of Bits tool for crafting image-scaling attacks that deliver multimodal prompt injection.
EasyJailbreak Python framework to generate adversarial jailbreak prompts against LLMs.
OPFOR Adversary emulation for AI agents and MCP servers, usable from the CLI, the IDE, or a browser extension.
AgentHound Offensive framework for agentic infrastructure: recon, credential looting, model exfiltration, and poisoning across MCP, A2A, gateways, and vector stores.
Augustus Praetorian's Go-based LLM vulnerability scanner with 210+ adversarial attacks: prompt injection, jailbreaks, encoding exploits, and data extraction.
Spikee Reversec's modular kit for testing LLMs, guardrails, and applications against prompt injection and jailbreaks.

Blue Team & Defensive AI

AI tools for defense, detection, and incident response.

Tool Description Stars
Wazuh Open-source security monitoring with AI-enhanced threat detection, SIEM, and XDR.
Sigma Generic signature format for SIEM systems with AI-powered rule creation.
Falco Cloud Native Runtime Security by CNCF. Detects threats across containers, hosts, K8s, and cloud.
Guardrails AI Adding guardrails to LLMs. Input/output validation, content moderation, and PII detection.
NeMo Guardrails NVIDIA's toolkit for programmable guardrails on LLM systems. Content moderation, jailbreak detection.
Redcells Automated adversarial testing platform for LLMs you own or control. Runs structured red-team jobs (prompt injection, jailbreak, data leakage, etc.) with iterative attack→refine layers and per-layer judge scoring via web dashboard or API. Repo
Shuffle Open-source SOAR platform for security automation and orchestration.
AiSOC Self-hostable AI Security Operations Center with alert fusion, LLM-agent triage, and MITRE ATT&CK investigation.
Beelzebub Deception framework for realistic decoys, with LLM-powered responses that sustain attacker interaction.
GhostWriter Report management platform for red/blue team operations with AI-assisted analysis.
AttackGen Incident response testing tool that uses LLMs with MITRE ATT&CK and ATLAS to generate tailored attack scenarios.
STRIDE GPT AI-powered threat modeling tool that generates STRIDE threat models and attack trees for an application.
numbat Perplexity's endpoint visibility into AI agent activity, with local detection, optional pre-action blocking, and forensic reconstruction.
Agent Threat Rules Open, executable detection rule format for AI agent threats, like Sigma for agents.

AI Security (Securing AI Systems)

Tools for defending AI/LLM systems against prompt injection, jailbreaks, and emerging threats.

Tool Description Stars
AI-Infra-Guard Tencent's full-stack AI red teaming platform that scans agents, skills, MCP servers, and AI infrastructure.
Superagent SDK for AI agent safety: blocks prompt injection, redacts PII and secrets, and runs red team scenarios against agents.
PurpleLlama Meta's tools to assess and improve LLM security: CyberSecEval benchmarks, Llama Guard, Prompt Guard, and Code Shield.
nono Zero-setup sandbox that isolates AI coding agents (Claude Code, Codex, and more) with fine-grained, policy-controlled permissions.
ADR Uber's Agentic AI Detection and Response system for securing employee-facing agents like Cursor, Claude Code, and Codex. MLSys 2026.
Pipelock AI agent firewall that inspects HTTP, WebSocket, MCP, and A2A traffic for secret exfiltration and prompt injection.
API Relay Audit Local CLI auditing third-party AI relays and LLM proxies for prompt-injection signals, package-command text changes, error-response leakage, and Anthropic SSE anomalies, with Markdown reports.
Arcanum PI Taxonomy Interactive classification of prompt injection and LLM attacks for pentesters moving into AI red teaming.
ZeroLeaks CLI that red-teams LLM system prompts and agent instructions for prompt injection and extraction.
Open-Prompt-Injection Toolkit and benchmark for implementing and evaluating prompt injection attacks and defenses.
mcp-context-protector Trail of Bits security wrapper for untrusted MCP servers: config pinning, line-jumping and tool-poisoning protection.
Awesome-LLMSecOps LLM Security Operations in one repo. Curated links covering the full LLMSecOps lifecycle.
parry-guard Prompt injection scanner for AI coding tools (Claude Code, Codex). Runs DeBERTa/Llama transformers locally in Rust via Candle or ONNX.

Fuzzing with AI/ML

Machine learning-guided fuzzing and automated test generation tools.

Tool Description Stars
AFL++ Superior fork of AFL with ML-guided mutation strategies. Industry standard for fuzzing.
Buttercup Trail of Bits' Cyber Reasoning System for DARPA AIxCC. Finds vulnerabilities with fuzzing and patches them with LLMs.
FuzzyAI CyberArk's automated LLM fuzzing tool for finding jailbreaks and security vulnerabilities in LLM APIs.
OSS-Fuzz-Gen Google's LLM-powered fuzzing via OSS-Fuzz. Generates fuzz targets for C/C++. 29% max line coverage increase.
EvoMaster First open-source AI-driven tool for system-level test generation. Evolutionary algorithms for REST, GraphQL, RPC.
Atlantis Team Atlanta's Cyber Reasoning System from the DARPA AIxCC Final Competition for automated vulnerability discovery.
OSS-CRS OpenSSF framework for building and running LLM-based autonomous bug-finding and bug-fixing systems.

Pentest Report Generation

AI tools for automated penetration testing report creation.

Tool Description Stars
PwnDoc Pentest report generator for findings and customizable Docx reports with templates.
SysReptor Customizable pentest reporting platform with AI-assisted writing and finding descriptions.
APTRS Automated Pentest Reporting System. Python/Django-based. PDF/Excel generation, project tracking.
Faction Pen test report generation and assessment collaboration platform.

OSINT with AI

AI-powered Open Source Intelligence tools.

Tool Description Stars
Sherlock Hunt down social media accounts by username across 400+ social networks.
GHunt Offensive Google framework for OSINT.
theHarvester E-mails, subdomains and names harvester for OSINT.
Recon-ng Full-featured web reconnaissance framework with modular design.
OpenOSINT AI-powered OSINT agent with 20 tools, usable as an interactive REPL, MCP server, CLI, or web interface.
Taranis AI Advanced OSINT tool using NLP-powered news collection and AI for situational analysis.
OSINTGPT OSINT analysis tool leveraging GPT embeddings and vector search for document similarity.

Research Papers & Resources

Papers

Awesome Lists

List Description Stars
awesome-pentest General pentesting resources.
Awesome-LLM4Cybersecurity LLMs for cybersecurity: pentesting reasoning, exploit generation, vulnerability detection.
awesome-ai-security-tools Public-source, research, and commercial tools for AI security and AI-assisted cybersecurity.
AI-Red-Teaming-Guide Guide to adversarial testing and security evaluation of AI systems.
Awesome-AI-Hacking-Agents List of AI hacking agents.
awesome-cybersecurity-agentic-ai Autonomous security agents, frameworks, and research.
awesome-skills-security Curated skill set of security-focused Claude Code skills.
Awesome-Offensive-AI-Agentic-Landscape Open-source projects, papers, benchmarks, and commercial solutions in offensive agentic AI.
awesome-ai-cybersecurity Resources for AI in cybersecurity. Collection for professionals and researchers.

Standards & Frameworks


Unmaintained

Projects with no commits in the last 12 months. Still useful as reference, but expect bugs, outdated dependencies, or broken integrations.

Tool Description Original Category Last Commit Stars
SpiderFoot Automated OSINT platform. 200+ data sources, threat surface mapping, most modules need no API keys. OSINT with AI
Awesome-GPT-Agents GPT agents for cybersecurity: offensive, defensive, and analytical. Awesome Lists
AutoSploit Automated mass exploiter combining Shodan/Censys/Zoomeye for target discovery with Metasploit for exploitation. Bug Bounty & Recon AI
llm-attacks Universal and transferable attacks on aligned language models. Academic research on adversarial attacks against LLMs. Red Team & Offensive AI
Vulnhuntr Zero-shot vulnerability discovery using Claude AI. Analyzes Python call chains. Found 12+ zero-days in production code. Vulnerability Analysis & Scanning
ai-exploits Collection of real-world AI/ML exploits for responsibly disclosed vulnerabilities. Red Team & Offensive AI
awesome-llm-security Tools, documents, and projects about LLM Security. Awesome Lists
BigBountyRecon 58 different techniques using Google dorks and open source tools for initial reconnaissance. Bug Bounty & Recon AI
ReconAIzer Burp Suite extension using OpenAI GPT to discover endpoints, params, URLs, and subdomains during bug bounty recon. Bug Bounty & Recon AI
MCP-Security-Checklist Comprehensive security checklist for MCP-based AI tools by SlowMist. Input validation, audit capability, and risk assessment. MCP Servers for Security
prompt-injection-defenses Every practical and proposed defense against prompt injection attacks. Comprehensive reference. AI Security (Securing AI Systems)
AI-Goat Learn AI security through vulnerable LLM CTF challenges. Run locally, no sign-ups or cloud fees needed. CTF Solvers & Challenge Tools
ToolFuzz First framework for testing LLM agent tools. Combines fuzzing with LLMs for correctness evaluation. Fuzzing with AI/ML
PentestThinkingMCP AI pentesting reasoning engine with Beam Search, MCTS, attack scoring for attack path planning and CTF solving. MCP Servers for Security
LLM-Security-CTF Learn LLM/AI security through CTF challenges: prompt injection, jailbreaks, guardrail bypass, tool abuse. CTF Solvers & Challenge Tools

Contributing

Contributions welcome! Please read CONTRIBUTING.md before submitting a PR.

Criteria for Inclusion

  • Open-source with a GitHub repository
  • Uses AI/ML in a meaningful way for security
  • Actively maintained (commits within 12 months) — tools that go quiet move to Unmaintained
  • Has documentation

Disclaimer

Tools listed are for educational purposes and authorized security testing only. Always obtain proper authorization before testing systems you do not own. The maintainers are not responsible for misuse.


Created by @skyvanguard
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