skyvanguard/awesome-ai-pentesting

A curated list of AI-powered pentesting tools, frameworks, MCP servers, and resources for autonomous cybersecurity operations

Python

86

48 commits

updated Oct 9, 2026

See the code

README

Awesome AI Pentesting Awesome

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.

Maintained by SkyVanguard — Autonomous AI cybersecurity. Curated by @skyvanguard, TryHackMe Top 1% Global.

📚 Free, hands-on courses on AI pentesting, cybersecurity, AI and vibe coding — in English & Spanish → skyvanguard.com.py/courses

Stars updated: October 2026


Contents


Autonomous AI Pentesting Agents

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

ToolDescriptionAI ToolStars
StrixOpen-source AI hackers that run code dynamically, find vulnerabilities, and validate them through actual proof-of-concepts.Claude APIStars
ShannonFully 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)Stars
PentAGIFully autonomous AI agents system. Docker sandboxed, 20+ built-in tools (nmap, metasploit, sqlmap), Neo4j knowledge graph.Multi-LLM (OpenAI, Claude, DeepSeek)Stars
PentestGPTAutomated penetration testing agentic framework powered by LLMs. Published at USENIX Security 2024.OpenAI API (GPT-4)Stars
CyberStrikeAIAI-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)Stars
DecepticonAutonomous hacking agent for red teaming. Modular multi-agent architecture built on LangGraph with MCP tool integration.Multi-LLM (via LiteLLM)Stars
CairnGeneral-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)Stars
PentestAgentAI agent framework for black-box security testing with prebuilt attack playbooks for bug bounty, red-team, and pentest.OpenAI API (GPT-4)Stars
CyberStrikeTerminal-based offensive security harness with 13+ specialized agents, 7,600+ security skills, and 120+ OWASP test cases.Multi-LLM (Claude, OpenAI, Gemini, Ollama, Bedrock)Stars
RedAmonSelf-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)Stars
Pentest-Swarm-AIAutonomous pentesting with a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning. Bug bounty, monitoring, and CTF modes.Claude APIStars
Pentest-AIAI 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 modelsStars
Pentest CopilotAI-powered browser-based ethical hacking assistant with agentic architecture that runs commands in the pentest environment.OpenAI APIStars
NeuroSploitAI-powered pentest framework with 100 vulnerability types, isolated Kali containers, 9 specialized agent personas.Multi-LLM (OpenAI, Claude, Ollama/local)Stars
LuaN1aoAgentCognitive-driven autonomous AI hacker using dual-graph reasoning (causal and attack graphs) for plan-execute-reflect penetration testing.Multi-LLM (OpenAI, DeepSeek, Claude)Stars
hackingBuddyGPTAcademic framework for building LLM-driven ethical hacking agents in ~50 lines of code. Research platform with reproducible privilege-escalation benchmarks.OpenAI API (GPT-4)Stars
XalgorixSelf-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)Stars
NebulaAI-powered pentesting assistant for automating recon, note-taking, and vulnerability analysis with human decision checkpoints.OpenAI API (GPT-4)Stars
DarkmoonOpen 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)Stars
CybermesOffensive 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)Stars
PentestCodeMulti-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)Stars
numasecTerminal 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)Stars
ARTEMISARTEMIS is an autonomous agent created by the Stanford Trinity project to automate vulnerability discovery.OpenAI API (GPT-4)Stars
AIDAAI-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)Stars
Zen-AI-PentestAutonomous multi-agent pentest framework integrating 72+ security tools with a React dashboard, REST API, and CLI.Multi-LLM (DeepSeek, GPT-4o, Claude, Llama)Stars
BugTraceAIOpen-source multi-agent platform for authorized web application security testing with validation, evidence capture, and reporting.Multi-LLMStars
cyber-harnessSingle-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)Stars

MCP Servers for Security

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

ToolDescriptionStars
REALocal CLI and MCP tools for agent-assisted reverse engineering of native binaries, JavaScript/Electron apps, and .NET assemblies, with evidence provenance; native deep analysis uses separately installed Hopper, Ghidra, or IDA.Stars
IDA Pro MCPAI-powered reverse engineering assistant that bridges IDA Pro with LLMs through MCP.Stars
HexStrike AIAdvanced MCP server with 150+ cybersecurity tools. Lets AI agents autonomously run pentesting, vuln discovery, and bug bounty tools.Stars
Ghidra MCPGhidra MCP server with 200+ tools for AI-assisted reverse engineering, available as GUI plugin or headless server.Stars
Burp Suite MCP ServerOfficial PortSwigger extension that integrates Burp Suite with AI clients through MCP.Stars
MCP ScannerCisco AI Defense scanner that inspects MCP servers for threats and security findings.Stars
mcp-security-hub36 MCP servers with 175+ tools: Nmap, Ghidra, Nuclei, SQLMap, Hashcat. Recon, web sec, binary analysis, blockchain, AD.Stars
JADX MCP ServerMCP server for the JADX-AI plugin enabling LLM-assisted Android APK reverse engineering.Stars
awesome-mcp-securityCurated collection of MCP security resources: tools, papers, videos, articles, and vulnerability information.Stars
Google Security MCPMCP servers that give AI clients access to Google Security Operations (Chronicle), Threat Intelligence, and other Google security products.Stars
pentestMCPAI-powered penetration testing via MCP. 20+ security assessment tools (Nmap, Nuclei, ZAP, SQLMap) through MCP protocol.Stars
awesome-cyber-security-mcpCurated list of MCP servers focused on cybersecurity operations.Stars
mcp-server-security-standardOpen, testable security control standard (MSSS) for certifying MCP servers with levels and evidence requirements.Stars
BoltDocker-based MCP server exposing 100+ Kali Linux security tools as plugins. Successor of mcp-for-security.Stars
mcp-vanguardSecurity pentesting MCP Server with 22 tools. Windows/WSL bridge for Kali tools integration with Claude.Stars
DomScanHosted domain intelligence MCP for DNS, WHOIS/RDAP, TLS, subdomains, reputation, email security, and typosquatting.Stars

Bug Bounty & Recon AI

AI-enhanced tools for reconnaissance and bug bounty automation.

ToolDescriptionStars
NucleiFast vulnerability scanner with YAML-based DSL. AI-powered template generation via -ai flag. 10k+ community templates.Stars
Sn1perAttack surface management platform combining automated scanning with intelligent analysis.Stars
awesome-bugbounty-toolsCurated list of bug bounty tools including AI-enhanced scanners and recon automation frameworks.Stars
Agentic Bug HunterAI bug bounty toolkit that runs recon, finding, validation, and reporting from a CLI or inside Claude Code, with free or subscription AI providers.Stars
Claude-BugHunterClaude Code skill bundle for bug hunting and external red teaming: 80+ skills, 15 slash commands, and 681 disclosed-report patterns.Stars
MantisSecurity framework automating discovery, reconnaissance, and vulnerability scanning. Chains multiple tools from domain input.Stars
HackBotAI-powered cybersecurity chatbot using LLaMA for code analysis, scan analysis, and cybersecurity Q&A.Stars
JuliusPraetorian's LLM service fingerprinting tool that identifies Ollama, vLLM, LiteLLM, and 60+ AI servers on network endpoints.Stars

CTF Solvers & Challenge Tools

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

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

Vulnerability Analysis & Scanning

AI-powered vulnerability discovery and code analysis tools.

ToolDescriptionStars
SkillSpectorNVIDIA's security scanner for AI agent skills. Detects vulnerabilities, malicious patterns, and prompt injection before a skill is installed.Stars
SemgrepLightweight static analysis for finding bugs and enforcing code standards with AI pattern matching.Stars
Codex SecurityOpenAI's CLI and TypeScript SDK for defining security policy and finding, validating, and fixing vulnerabilities in code.Stars
GarakNVIDIA's LLM vulnerability scanner. Probes for hallucination, data leakage, prompt injection, toxicity, and jailbreaks.Stars
agent-scanSnyk's security scanner for AI agents, MCP servers and agent skills. Detects prompt injections and tool poisoning.Stars
open-krittSelf-hosted platform that orchestrates AI agents to find, de-duplicate, rank, and validate vulnerabilities in code.Stars
Agentic SecurityLLM vulnerability scanner / AI red teaming kit. Protects AI systems from jailbreaks, fuzzing, and multimodal attacks.Stars
AutoCVEAgent-driven CVE discovery pipeline that selects projects, audits source code, verifies vulnerabilities, and writes reports.Stars
LLM SAST SkillsAgent skills that turn Claude Code, Codex, and other coding assistants into a SAST scanner for web and mobile codebases.Stars
AgentShieldSecurity auditor for AI agent configurations: hardcoded secrets, permission misconfigs, hook injection, and MCP server risks.Stars
Agentic RadarSecurity scanner for agentic systems. Workflow visualization, tool identification, MCP server detection, vulnerability mapping.Stars
MEDUSAAI-first security scanner with 40,000+ detection patterns for AI/ML apps, agents, and LLM integrations.Stars
ModelScanScans ML models for unsafe code. Supports H5, Pickle, SavedModel, and more formats.Stars
DockSecOWASP AI-powered Docker security scanner that explains vulnerabilities in plain English.Stars
agentggAgentic white-box SAST scanner whose agents follow imports and call graphs to confirm findings before reporting. CI ready.Stars
OpenHackAgentic security scanner and verifier for codebases that exclusively uses open-source models.Stars
NVIDIA Vulnerability AnalysisNVIDIA blueprint for identifying and mitigating container security vulnerabilities with generative AI.Stars
rust-in-peaceAgent-assisted vulnerability discovery for Rust with adversarial triage, dynamic verification, and an experimental Android APK analysis profile.Stars

Red Team & Offensive AI

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

ToolDescriptionStars
PromptfooLLM red teaming, pentesting, and vuln scanning with 100+ attack types. Tests complete AI systems including RAG and agents.Stars
Social-Engineer-ToolkitOpen-source penetration testing framework designed for social engineering.Stars
CalderaAutomated adversary emulation platform with AI-driven attack planning. Originally by MITRE, now an Apache project.Stars
Adversarial Robustness ToolboxIBM's Python library for ML Security: evasion, poisoning, extraction, inference attacks and defenses.Stars
PyRITMicrosoft's Python Risk Identification Tool for red teaming generative AI systems.Stars
DeepTeamFramework for red teaming LLMs. 10+ adversarial attacks, supports OWASP Top 10 for LLMs and NIST AI RMF.Stars
pentest-ai-agents50 Claude Code subagents for authorized penetration testing and offensive security research.Stars
offensive-ai-compilationCurated list of Offensive AI resources: tools, techniques, research papers, and attack methodologies.Stars
AnamorpherTrail of Bits tool for crafting image-scaling attacks that deliver multimodal prompt injection.Stars
EasyJailbreakPython framework to generate adversarial jailbreak prompts against LLMs.Stars
OPFORAdversary emulation for AI agents and MCP servers, usable from the CLI, the IDE, or a browser extension.Stars
AgentHoundOffensive framework for agentic infrastructure: recon, credential looting, model exfiltration, and poisoning across MCP, A2A, gateways, and vector stores.Stars
AugustusPraetorian's Go-based LLM vulnerability scanner with 210+ adversarial attacks: prompt injection, jailbreaks, encoding exploits, and data extraction.Stars
SpikeeReversec's modular kit for testing LLMs, guardrails, and applications against prompt injection and jailbreaks.Stars

Blue Team & Defensive AI

AI tools for defense, detection, and incident response.

ToolDescriptionStars
WazuhOpen-source security monitoring with AI-enhanced threat detection, SIEM, and XDR.Stars
SigmaGeneric signature format for SIEM systems with AI-powered rule creation.Stars
FalcoCloud Native Runtime Security by CNCF. Detects threats across containers, hosts, K8s, and cloud.Stars
Guardrails AIAdding guardrails to LLMs. Input/output validation, content moderation, and PII detection.Stars
NeMo GuardrailsNVIDIA's toolkit for programmable guardrails on LLM systems. Content moderation, jailbreak detection.Stars
RedcellsAutomated 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
ShuffleOpen-source SOAR platform for security automation and orchestration.Stars
AiSOCSelf-hostable AI Security Operations Center with alert fusion, LLM-agent triage, and MITRE ATT&CK investigation.Stars
BeelzebubDeception framework for realistic decoys, with LLM-powered responses that sustain attacker interaction.Stars
GhostWriterReport management platform for red/blue team operations with AI-assisted analysis.Stars
AttackGenIncident response testing tool that uses LLMs with MITRE ATT&CK and ATLAS to generate tailored attack scenarios.Stars
STRIDE GPTAI-powered threat modeling tool that generates STRIDE threat models and attack trees for an application.Stars
numbatPerplexity's endpoint visibility into AI agent activity, with local detection, optional pre-action blocking, and forensic reconstruction.Stars
Agent Threat RulesOpen, executable detection rule format for AI agent threats, like Sigma for agents.Stars

AI Security (Securing AI Systems)

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

ToolDescriptionStars
AI-Infra-GuardTencent's full-stack AI red teaming platform that scans agents, skills, MCP servers, and AI infrastructure.Stars
SuperagentSDK for AI agent safety: blocks prompt injection, redacts PII and secrets, and runs red team scenarios against agents.Stars
PurpleLlamaMeta's tools to assess and improve LLM security: CyberSecEval benchmarks, Llama Guard, Prompt Guard, and Code Shield.Stars
nonoZero-setup sandbox that isolates AI coding agents (Claude Code, Codex, and more) with fine-grained, policy-controlled permissions.Stars
ADRUber's Agentic AI Detection and Response system for securing employee-facing agents like Cursor, Claude Code, and Codex. MLSys 2026.Stars
PipelockAI agent firewall that inspects HTTP, WebSocket, MCP, and A2A traffic for secret exfiltration and prompt injection.Stars
API Relay AuditLocal 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.Stars
Arcanum PI TaxonomyInteractive classification of prompt injection and LLM attacks for pentesters moving into AI red teaming.Stars
ZeroLeaksCLI that red-teams LLM system prompts and agent instructions for prompt injection and extraction.Stars
Open-Prompt-InjectionToolkit and benchmark for implementing and evaluating prompt injection attacks and defenses.Stars
mcp-context-protectorTrail of Bits security wrapper for untrusted MCP servers: config pinning, line-jumping and tool-poisoning protection.Stars
Awesome-LLMSecOpsLLM Security Operations in one repo. Curated links covering the full LLMSecOps lifecycle.Stars
parry-guardPrompt injection scanner for AI coding tools (Claude Code, Codex). Runs DeBERTa/Llama transformers locally in Rust via Candle or ONNX.Stars

Fuzzing with AI/ML

Machine learning-guided fuzzing and automated test generation tools.

ToolDescriptionStars
AFL++Superior fork of AFL with ML-guided mutation strategies. Industry standard for fuzzing.Stars
ButtercupTrail of Bits' Cyber Reasoning System for DARPA AIxCC. Finds vulnerabilities with fuzzing and patches them with LLMs.Stars
FuzzyAICyberArk's automated LLM fuzzing tool for finding jailbreaks and security vulnerabilities in LLM APIs.Stars
OSS-Fuzz-GenGoogle's LLM-powered fuzzing via OSS-Fuzz. Generates fuzz targets for C/C++. 29% max line coverage increase.Stars
EvoMasterFirst open-source AI-driven tool for system-level test generation. Evolutionary algorithms for REST, GraphQL, RPC.Stars
AtlantisTeam Atlanta's Cyber Reasoning System from the DARPA AIxCC Final Competition for automated vulnerability discovery.Stars
OSS-CRSOpenSSF framework for building and running LLM-based autonomous bug-finding and bug-fixing systems.Stars

Pentest Report Generation

AI tools for automated penetration testing report creation.

ToolDescriptionStars
PwnDocPentest report generator for findings and customizable Docx reports with templates.Stars
SysReptorCustomizable pentest reporting platform with AI-assisted writing and finding descriptions.Stars
APTRSAutomated Pentest Reporting System. Python/Django-based. PDF/Excel generation, project tracking.Stars
FactionPen test report generation and assessment collaboration platform.Stars

OSINT with AI

AI-powered Open Source Intelligence tools.

ToolDescriptionStars
SherlockHunt down social media accounts by username across 400+ social networks.Stars
GHuntOffensive Google framework for OSINT.Stars
theHarvesterE-mails, subdomains and names harvester for OSINT.Stars
Recon-ngFull-featured web reconnaissance framework with modular design.Stars
OpenOSINTAI-powered OSINT agent with 20 tools, usable as an interactive REPL, MCP server, CLI, or web interface.Stars
Taranis AIAdvanced OSINT tool using NLP-powered news collection and AI for situational analysis.Stars
OSINTGPTOSINT analysis tool leveraging GPT embeddings and vector search for document similarity.Stars

Research Papers & Resources

Papers

Awesome Lists

ListDescriptionStars
awesome-pentestGeneral pentesting resources.Stars
Awesome-LLM4CybersecurityLLMs for cybersecurity: pentesting reasoning, exploit generation, vulnerability detection.Stars
awesome-ai-security-toolsPublic-source, research, and commercial tools for AI security and AI-assisted cybersecurity.Stars
AI-Red-Teaming-GuideGuide to adversarial testing and security evaluation of AI systems.Stars
Awesome-AI-Hacking-AgentsList of AI hacking agents.Stars
awesome-cybersecurity-agentic-aiAutonomous security agents, frameworks, and research.Stars
awesome-skills-securityCurated skill set of security-focused Claude Code skills.Stars
Awesome-Offensive-AI-Agentic-LandscapeOpen-source projects, papers, benchmarks, and commercial solutions in offensive agentic AI.Stars
awesome-ai-cybersecurityResources for AI in cybersecurity. Collection for professionals and researchers.Stars

Standards & Frameworks


Unmaintained

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

ToolDescriptionOriginal CategoryLast CommitStars
SpiderFootAutomated OSINT platform. 200+ data sources, threat surface mapping, most modules need no API keys.OSINT with AILast commitStars
Awesome-GPT-AgentsGPT agents for cybersecurity: offensive, defensive, and analytical.Awesome ListsLast commitStars
AutoSploitAutomated mass exploiter combining Shodan/Censys/Zoomeye for target discovery with Metasploit for exploitation.Bug Bounty & Recon AILast commitStars
llm-attacksUniversal and transferable attacks on aligned language models. Academic research on adversarial attacks against LLMs.Red Team & Offensive AILast commitStars
VulnhuntrZero-shot vulnerability discovery using Claude AI. Analyzes Python call chains. Found 12+ zero-days in production code.Vulnerability Analysis & ScanningLast commitStars
ai-exploitsCollection of real-world AI/ML exploits for responsibly disclosed vulnerabilities.Red Team & Offensive AILast commitStars
awesome-llm-securityTools, documents, and projects about LLM Security.Awesome ListsLast commitStars
BigBountyRecon58 different techniques using Google dorks and open source tools for initial reconnaissance.Bug Bounty & Recon AILast commitStars
ReconAIzerBurp Suite extension using OpenAI GPT to discover endpoints, params, URLs, and subdomains during bug bounty recon.Bug Bounty & Recon AILast commitStars
MCP-Security-ChecklistComprehensive security checklist for MCP-based AI tools by SlowMist. Input validation, audit capability, and risk assessment.MCP Servers for SecurityLast commitStars
prompt-injection-defensesEvery practical and proposed defense against prompt injection attacks. Comprehensive reference.AI Security (Securing AI Systems)Last commitStars
AI-GoatLearn AI security through vulnerable LLM CTF challenges. Run locally, no sign-ups or cloud fees needed.CTF Solvers & Challenge ToolsLast commitStars
ToolFuzzFirst framework for testing LLM agent tools. Combines fuzzing with LLMs for correctness evaluation.Fuzzing with AI/MLLast commitStars
PentestThinkingMCPAI pentesting reasoning engine with Beam Search, MCTS, attack scoring for attack path planning and CTF solving.MCP Servers for SecurityLast commitStars
LLM-Security-CTFLearn LLM/AI security through CTF challenges: prompt injection, jailbreaks, guardrail bypass, tool abuse.CTF Solvers & Challenge ToolsLast commitStars

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
If this list helped you, consider giving it a star!

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skyvanguard/awesome-ai-pentesting

A curated list of AI-powered pentesting tools, frameworks, MCP servers, and resources for autonomous cybersecurity operations

Python

86

48 commits

updated Oct 9, 2026

See the code

README

Awesome AI Pentesting Awesome

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.

Maintained by SkyVanguard — Autonomous AI cybersecurity. Curated by @skyvanguard, TryHackMe Top 1% Global.

📚 Free, hands-on courses on AI pentesting, cybersecurity, AI and vibe coding — in English & Spanish → skyvanguard.com.py/courses

Stars updated: October 2026


Contents


Autonomous AI Pentesting Agents

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

ToolDescriptionAI ToolStars
StrixOpen-source AI hackers that run code dynamically, find vulnerabilities, and validate them through actual proof-of-concepts.Claude APIStars
ShannonFully 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)Stars
PentAGIFully autonomous AI agents system. Docker sandboxed, 20+ built-in tools (nmap, metasploit, sqlmap), Neo4j knowledge graph.Multi-LLM (OpenAI, Claude, DeepSeek)Stars
PentestGPTAutomated penetration testing agentic framework powered by LLMs. Published at USENIX Security 2024.OpenAI API (GPT-4)Stars
CyberStrikeAIAI-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)Stars
DecepticonAutonomous hacking agent for red teaming. Modular multi-agent architecture built on LangGraph with MCP tool integration.Multi-LLM (via LiteLLM)Stars
CairnGeneral-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)Stars
PentestAgentAI agent framework for black-box security testing with prebuilt attack playbooks for bug bounty, red-team, and pentest.OpenAI API (GPT-4)Stars
CyberStrikeTerminal-based offensive security harness with 13+ specialized agents, 7,600+ security skills, and 120+ OWASP test cases.Multi-LLM (Claude, OpenAI, Gemini, Ollama, Bedrock)Stars
RedAmonSelf-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)Stars
Pentest-Swarm-AIAutonomous pentesting with a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning. Bug bounty, monitoring, and CTF modes.Claude APIStars
Pentest-AIAI 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 modelsStars
Pentest CopilotAI-powered browser-based ethical hacking assistant with agentic architecture that runs commands in the pentest environment.OpenAI APIStars
NeuroSploitAI-powered pentest framework with 100 vulnerability types, isolated Kali containers, 9 specialized agent personas.Multi-LLM (OpenAI, Claude, Ollama/local)Stars
LuaN1aoAgentCognitive-driven autonomous AI hacker using dual-graph reasoning (causal and attack graphs) for plan-execute-reflect penetration testing.Multi-LLM (OpenAI, DeepSeek, Claude)Stars
hackingBuddyGPTAcademic framework for building LLM-driven ethical hacking agents in ~50 lines of code. Research platform with reproducible privilege-escalation benchmarks.OpenAI API (GPT-4)Stars
XalgorixSelf-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)Stars
NebulaAI-powered pentesting assistant for automating recon, note-taking, and vulnerability analysis with human decision checkpoints.OpenAI API (GPT-4)Stars
DarkmoonOpen 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)Stars
CybermesOffensive 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)Stars
PentestCodeMulti-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)Stars
numasecTerminal 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)Stars
ARTEMISARTEMIS is an autonomous agent created by the Stanford Trinity project to automate vulnerability discovery.OpenAI API (GPT-4)Stars
AIDAAI-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)Stars
Zen-AI-PentestAutonomous multi-agent pentest framework integrating 72+ security tools with a React dashboard, REST API, and CLI.Multi-LLM (DeepSeek, GPT-4o, Claude, Llama)Stars
BugTraceAIOpen-source multi-agent platform for authorized web application security testing with validation, evidence capture, and reporting.Multi-LLMStars
cyber-harnessSingle-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)Stars

MCP Servers for Security

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

ToolDescriptionStars
REALocal CLI and MCP tools for agent-assisted reverse engineering of native binaries, JavaScript/Electron apps, and .NET assemblies, with evidence provenance; native deep analysis uses separately installed Hopper, Ghidra, or IDA.Stars
IDA Pro MCPAI-powered reverse engineering assistant that bridges IDA Pro with LLMs through MCP.Stars
HexStrike AIAdvanced MCP server with 150+ cybersecurity tools. Lets AI agents autonomously run pentesting, vuln discovery, and bug bounty tools.Stars
Ghidra MCPGhidra MCP server with 200+ tools for AI-assisted reverse engineering, available as GUI plugin or headless server.Stars
Burp Suite MCP ServerOfficial PortSwigger extension that integrates Burp Suite with AI clients through MCP.Stars
MCP ScannerCisco AI Defense scanner that inspects MCP servers for threats and security findings.Stars
mcp-security-hub36 MCP servers with 175+ tools: Nmap, Ghidra, Nuclei, SQLMap, Hashcat. Recon, web sec, binary analysis, blockchain, AD.Stars
JADX MCP ServerMCP server for the JADX-AI plugin enabling LLM-assisted Android APK reverse engineering.Stars
awesome-mcp-securityCurated collection of MCP security resources: tools, papers, videos, articles, and vulnerability information.Stars
Google Security MCPMCP servers that give AI clients access to Google Security Operations (Chronicle), Threat Intelligence, and other Google security products.Stars
pentestMCPAI-powered penetration testing via MCP. 20+ security assessment tools (Nmap, Nuclei, ZAP, SQLMap) through MCP protocol.Stars
awesome-cyber-security-mcpCurated list of MCP servers focused on cybersecurity operations.Stars
mcp-server-security-standardOpen, testable security control standard (MSSS) for certifying MCP servers with levels and evidence requirements.Stars
BoltDocker-based MCP server exposing 100+ Kali Linux security tools as plugins. Successor of mcp-for-security.Stars
mcp-vanguardSecurity pentesting MCP Server with 22 tools. Windows/WSL bridge for Kali tools integration with Claude.Stars
DomScanHosted domain intelligence MCP for DNS, WHOIS/RDAP, TLS, subdomains, reputation, email security, and typosquatting.Stars

Bug Bounty & Recon AI

AI-enhanced tools for reconnaissance and bug bounty automation.

ToolDescriptionStars
NucleiFast vulnerability scanner with YAML-based DSL. AI-powered template generation via -ai flag. 10k+ community templates.Stars
Sn1perAttack surface management platform combining automated scanning with intelligent analysis.Stars
awesome-bugbounty-toolsCurated list of bug bounty tools including AI-enhanced scanners and recon automation frameworks.Stars
Agentic Bug HunterAI bug bounty toolkit that runs recon, finding, validation, and reporting from a CLI or inside Claude Code, with free or subscription AI providers.Stars
Claude-BugHunterClaude Code skill bundle for bug hunting and external red teaming: 80+ skills, 15 slash commands, and 681 disclosed-report patterns.Stars
MantisSecurity framework automating discovery, reconnaissance, and vulnerability scanning. Chains multiple tools from domain input.Stars
HackBotAI-powered cybersecurity chatbot using LLaMA for code analysis, scan analysis, and cybersecurity Q&A.Stars
JuliusPraetorian's LLM service fingerprinting tool that identifies Ollama, vLLM, LiteLLM, and 60+ AI servers on network endpoints.Stars

CTF Solvers & Challenge Tools

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

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

Vulnerability Analysis & Scanning

AI-powered vulnerability discovery and code analysis tools.

ToolDescriptionStars
SkillSpectorNVIDIA's security scanner for AI agent skills. Detects vulnerabilities, malicious patterns, and prompt injection before a skill is installed.Stars
SemgrepLightweight static analysis for finding bugs and enforcing code standards with AI pattern matching.Stars
Codex SecurityOpenAI's CLI and TypeScript SDK for defining security policy and finding, validating, and fixing vulnerabilities in code.Stars
GarakNVIDIA's LLM vulnerability scanner. Probes for hallucination, data leakage, prompt injection, toxicity, and jailbreaks.Stars
agent-scanSnyk's security scanner for AI agents, MCP servers and agent skills. Detects prompt injections and tool poisoning.Stars
open-krittSelf-hosted platform that orchestrates AI agents to find, de-duplicate, rank, and validate vulnerabilities in code.Stars
Agentic SecurityLLM vulnerability scanner / AI red teaming kit. Protects AI systems from jailbreaks, fuzzing, and multimodal attacks.Stars
AutoCVEAgent-driven CVE discovery pipeline that selects projects, audits source code, verifies vulnerabilities, and writes reports.Stars
LLM SAST SkillsAgent skills that turn Claude Code, Codex, and other coding assistants into a SAST scanner for web and mobile codebases.Stars
AgentShieldSecurity auditor for AI agent configurations: hardcoded secrets, permission misconfigs, hook injection, and MCP server risks.Stars
Agentic RadarSecurity scanner for agentic systems. Workflow visualization, tool identification, MCP server detection, vulnerability mapping.Stars
MEDUSAAI-first security scanner with 40,000+ detection patterns for AI/ML apps, agents, and LLM integrations.Stars
ModelScanScans ML models for unsafe code. Supports H5, Pickle, SavedModel, and more formats.Stars
DockSecOWASP AI-powered Docker security scanner that explains vulnerabilities in plain English.Stars
agentggAgentic white-box SAST scanner whose agents follow imports and call graphs to confirm findings before reporting. CI ready.Stars
OpenHackAgentic security scanner and verifier for codebases that exclusively uses open-source models.Stars
NVIDIA Vulnerability AnalysisNVIDIA blueprint for identifying and mitigating container security vulnerabilities with generative AI.Stars
rust-in-peaceAgent-assisted vulnerability discovery for Rust with adversarial triage, dynamic verification, and an experimental Android APK analysis profile.Stars

Red Team & Offensive AI

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

ToolDescriptionStars
PromptfooLLM red teaming, pentesting, and vuln scanning with 100+ attack types. Tests complete AI systems including RAG and agents.Stars
Social-Engineer-ToolkitOpen-source penetration testing framework designed for social engineering.Stars
CalderaAutomated adversary emulation platform with AI-driven attack planning. Originally by MITRE, now an Apache project.Stars
Adversarial Robustness ToolboxIBM's Python library for ML Security: evasion, poisoning, extraction, inference attacks and defenses.Stars
PyRITMicrosoft's Python Risk Identification Tool for red teaming generative AI systems.Stars
DeepTeamFramework for red teaming LLMs. 10+ adversarial attacks, supports OWASP Top 10 for LLMs and NIST AI RMF.Stars
pentest-ai-agents50 Claude Code subagents for authorized penetration testing and offensive security research.Stars
offensive-ai-compilationCurated list of Offensive AI resources: tools, techniques, research papers, and attack methodologies.Stars
AnamorpherTrail of Bits tool for crafting image-scaling attacks that deliver multimodal prompt injection.Stars
EasyJailbreakPython framework to generate adversarial jailbreak prompts against LLMs.Stars
OPFORAdversary emulation for AI agents and MCP servers, usable from the CLI, the IDE, or a browser extension.Stars
AgentHoundOffensive framework for agentic infrastructure: recon, credential looting, model exfiltration, and poisoning across MCP, A2A, gateways, and vector stores.Stars
AugustusPraetorian's Go-based LLM vulnerability scanner with 210+ adversarial attacks: prompt injection, jailbreaks, encoding exploits, and data extraction.Stars
SpikeeReversec's modular kit for testing LLMs, guardrails, and applications against prompt injection and jailbreaks.Stars

Blue Team & Defensive AI

AI tools for defense, detection, and incident response.

ToolDescriptionStars
WazuhOpen-source security monitoring with AI-enhanced threat detection, SIEM, and XDR.Stars
SigmaGeneric signature format for SIEM systems with AI-powered rule creation.Stars
FalcoCloud Native Runtime Security by CNCF. Detects threats across containers, hosts, K8s, and cloud.Stars
Guardrails AIAdding guardrails to LLMs. Input/output validation, content moderation, and PII detection.Stars
NeMo GuardrailsNVIDIA's toolkit for programmable guardrails on LLM systems. Content moderation, jailbreak detection.Stars
RedcellsAutomated 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
ShuffleOpen-source SOAR platform for security automation and orchestration.Stars
AiSOCSelf-hostable AI Security Operations Center with alert fusion, LLM-agent triage, and MITRE ATT&CK investigation.Stars
BeelzebubDeception framework for realistic decoys, with LLM-powered responses that sustain attacker interaction.Stars
GhostWriterReport management platform for red/blue team operations with AI-assisted analysis.Stars
AttackGenIncident response testing tool that uses LLMs with MITRE ATT&CK and ATLAS to generate tailored attack scenarios.Stars
STRIDE GPTAI-powered threat modeling tool that generates STRIDE threat models and attack trees for an application.Stars
numbatPerplexity's endpoint visibility into AI agent activity, with local detection, optional pre-action blocking, and forensic reconstruction.Stars
Agent Threat RulesOpen, executable detection rule format for AI agent threats, like Sigma for agents.Stars

AI Security (Securing AI Systems)

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

ToolDescriptionStars
AI-Infra-GuardTencent's full-stack AI red teaming platform that scans agents, skills, MCP servers, and AI infrastructure.Stars
SuperagentSDK for AI agent safety: blocks prompt injection, redacts PII and secrets, and runs red team scenarios against agents.Stars
PurpleLlamaMeta's tools to assess and improve LLM security: CyberSecEval benchmarks, Llama Guard, Prompt Guard, and Code Shield.Stars
nonoZero-setup sandbox that isolates AI coding agents (Claude Code, Codex, and more) with fine-grained, policy-controlled permissions.Stars
ADRUber's Agentic AI Detection and Response system for securing employee-facing agents like Cursor, Claude Code, and Codex. MLSys 2026.Stars
PipelockAI agent firewall that inspects HTTP, WebSocket, MCP, and A2A traffic for secret exfiltration and prompt injection.Stars
API Relay AuditLocal 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.Stars
Arcanum PI TaxonomyInteractive classification of prompt injection and LLM attacks for pentesters moving into AI red teaming.Stars
ZeroLeaksCLI that red-teams LLM system prompts and agent instructions for prompt injection and extraction.Stars
Open-Prompt-InjectionToolkit and benchmark for implementing and evaluating prompt injection attacks and defenses.Stars
mcp-context-protectorTrail of Bits security wrapper for untrusted MCP servers: config pinning, line-jumping and tool-poisoning protection.Stars
Awesome-LLMSecOpsLLM Security Operations in one repo. Curated links covering the full LLMSecOps lifecycle.Stars
parry-guardPrompt injection scanner for AI coding tools (Claude Code, Codex). Runs DeBERTa/Llama transformers locally in Rust via Candle or ONNX.Stars

Fuzzing with AI/ML

Machine learning-guided fuzzing and automated test generation tools.

ToolDescriptionStars
AFL++Superior fork of AFL with ML-guided mutation strategies. Industry standard for fuzzing.Stars
ButtercupTrail of Bits' Cyber Reasoning System for DARPA AIxCC. Finds vulnerabilities with fuzzing and patches them with LLMs.Stars
FuzzyAICyberArk's automated LLM fuzzing tool for finding jailbreaks and security vulnerabilities in LLM APIs.Stars
OSS-Fuzz-GenGoogle's LLM-powered fuzzing via OSS-Fuzz. Generates fuzz targets for C/C++. 29% max line coverage increase.Stars
EvoMasterFirst open-source AI-driven tool for system-level test generation. Evolutionary algorithms for REST, GraphQL, RPC.Stars
AtlantisTeam Atlanta's Cyber Reasoning System from the DARPA AIxCC Final Competition for automated vulnerability discovery.Stars
OSS-CRSOpenSSF framework for building and running LLM-based autonomous bug-finding and bug-fixing systems.Stars

Pentest Report Generation

AI tools for automated penetration testing report creation.

ToolDescriptionStars
PwnDocPentest report generator for findings and customizable Docx reports with templates.Stars
SysReptorCustomizable pentest reporting platform with AI-assisted writing and finding descriptions.Stars
APTRSAutomated Pentest Reporting System. Python/Django-based. PDF/Excel generation, project tracking.Stars
FactionPen test report generation and assessment collaboration platform.Stars

OSINT with AI

AI-powered Open Source Intelligence tools.

ToolDescriptionStars
SherlockHunt down social media accounts by username across 400+ social networks.Stars
GHuntOffensive Google framework for OSINT.Stars
theHarvesterE-mails, subdomains and names harvester for OSINT.Stars
Recon-ngFull-featured web reconnaissance framework with modular design.Stars
OpenOSINTAI-powered OSINT agent with 20 tools, usable as an interactive REPL, MCP server, CLI, or web interface.Stars
Taranis AIAdvanced OSINT tool using NLP-powered news collection and AI for situational analysis.Stars
OSINTGPTOSINT analysis tool leveraging GPT embeddings and vector search for document similarity.Stars

Research Papers & Resources

Papers

Awesome Lists

ListDescriptionStars
awesome-pentestGeneral pentesting resources.Stars
Awesome-LLM4CybersecurityLLMs for cybersecurity: pentesting reasoning, exploit generation, vulnerability detection.Stars
awesome-ai-security-toolsPublic-source, research, and commercial tools for AI security and AI-assisted cybersecurity.Stars
AI-Red-Teaming-GuideGuide to adversarial testing and security evaluation of AI systems.Stars
Awesome-AI-Hacking-AgentsList of AI hacking agents.Stars
awesome-cybersecurity-agentic-aiAutonomous security agents, frameworks, and research.Stars
awesome-skills-securityCurated skill set of security-focused Claude Code skills.Stars
Awesome-Offensive-AI-Agentic-LandscapeOpen-source projects, papers, benchmarks, and commercial solutions in offensive agentic AI.Stars
awesome-ai-cybersecurityResources for AI in cybersecurity. Collection for professionals and researchers.Stars

Standards & Frameworks


Unmaintained

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

ToolDescriptionOriginal CategoryLast CommitStars
SpiderFootAutomated OSINT platform. 200+ data sources, threat surface mapping, most modules need no API keys.OSINT with AILast commitStars
Awesome-GPT-AgentsGPT agents for cybersecurity: offensive, defensive, and analytical.Awesome ListsLast commitStars
AutoSploitAutomated mass exploiter combining Shodan/Censys/Zoomeye for target discovery with Metasploit for exploitation.Bug Bounty & Recon AILast commitStars
llm-attacksUniversal and transferable attacks on aligned language models. Academic research on adversarial attacks against LLMs.Red Team & Offensive AILast commitStars
VulnhuntrZero-shot vulnerability discovery using Claude AI. Analyzes Python call chains. Found 12+ zero-days in production code.Vulnerability Analysis & ScanningLast commitStars
ai-exploitsCollection of real-world AI/ML exploits for responsibly disclosed vulnerabilities.Red Team & Offensive AILast commitStars
awesome-llm-securityTools, documents, and projects about LLM Security.Awesome ListsLast commitStars
BigBountyRecon58 different techniques using Google dorks and open source tools for initial reconnaissance.Bug Bounty & Recon AILast commitStars
ReconAIzerBurp Suite extension using OpenAI GPT to discover endpoints, params, URLs, and subdomains during bug bounty recon.Bug Bounty & Recon AILast commitStars
MCP-Security-ChecklistComprehensive security checklist for MCP-based AI tools by SlowMist. Input validation, audit capability, and risk assessment.MCP Servers for SecurityLast commitStars
prompt-injection-defensesEvery practical and proposed defense against prompt injection attacks. Comprehensive reference.AI Security (Securing AI Systems)Last commitStars
AI-GoatLearn AI security through vulnerable LLM CTF challenges. Run locally, no sign-ups or cloud fees needed.CTF Solvers & Challenge ToolsLast commitStars
ToolFuzzFirst framework for testing LLM agent tools. Combines fuzzing with LLMs for correctness evaluation.Fuzzing with AI/MLLast commitStars
PentestThinkingMCPAI pentesting reasoning engine with Beam Search, MCTS, attack scoring for attack path planning and CTF solving.MCP Servers for SecurityLast commitStars
LLM-Security-CTFLearn LLM/AI security through CTF challenges: prompt injection, jailbreaks, guardrail bypass, tool abuse.CTF Solvers & Challenge ToolsLast commitStars

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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Significant stargazers

six2dez

2,617 followers · starred Oct 2026