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pentest-ai-agents — Turn Claude Code into your offensive security research assistant. Specialized AI subagents for authorized penetration testing plan engagements, analyze recon, research exploits, build detections, audit STIGs, and write reports. | Kitploit
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0xsteph/pentest-ai-agents

pentest-ai-agents

Turn Claude Code into your offensive security research assistant. Specialized AI subagents for authorized penetration testing plan engagements, analyze recon, research exploits, build detections, audit STIGs, and write reports.

View RepositoryWebsite

pentest-ai-agents

50 Claude Code subagents for penetration testing.

License: MIT Claude Code Agents Tools Tracked GitHub stars

Quick Start | Cheatsheet | Coverage | Agents | Examples


Table of Contents

  • What's New in v3.3
  • What's New in v3.2
  • Agent Map
  • What's New in v3.1
  • Quick Start
  • Cheatsheet
  • Coverage
  • Agents
  • Tier 1 vs Tier 2
  • Examples
  • Running Tools in a Container
  • Findings Database
  • Token Optimization
  • Local Models
  • Documentation
  • MCP Server
  • Prerequisites
  • Legal
  • License

pentest-ai-agents is a collection of 50 Claude Code subagents that turn Claude into an offensive security research assistant. Each agent carries deep domain knowledge in a specific area: recon, web, Active Directory, cloud, mobile, wireless, social engineering, payload crafting, reverse engineering, exploit chaining, detection engineering, forensics, and more.

Install the agent files. Open Claude Code. Describe your task. Claude routes to the right specialist automatically.

No servers, no Python deps, no setup beyond copying files.

What's New in v3.3

  • Installable as a Claude Code plugin. Two lines — /plugin marketplace add 0xSteph/pentest-ai-agents then /plugin install pentest-ai-agents@pentest-ai-agents. The install.sh curl path still works unchanged.
  • 15 new agents (35 → 50): ai-recon (AI attack-surface mapping), code-auditor, crypto-analyzer, password-auditor, database-attacker, network-attacker, traffic-analyzer, compliance-mapper, risk-scorer, plus the post-exploitation set — evasion-specialist, , , , , . Every offensive agent pairs its techniques with the detection they exercise.

What's New in v3.2

  • 4 new agents: c2-operator (Sliver/Mythic/Havoc/Cobalt Strike profile tuning, beacon hygiene, redirector design), container-breakout (Docker/K8s escape, runc/cri-o CVEs, kubelet exploitation, RBAC abuse), opsec-anonymizer (operator-side identity hygiene, source IP design, burner infrastructure, fingerprint hygiene), llm-redteam (OWASP LLM Top 10 testing, prompt injection, RAG poisoning, MCP server abuse, agent tool abuse).
  • Tightened scope guard: explicit hard-refusal list in _scope-guard.md covers DoS, mass scanning, unattended worms, false-flag operations, safety-of-life systems.
  • Findings DB v2: vulns.tool_used column for filtering findings by the tool that produced them; new indexes on cve and tool_used. Existing engagements migrate forward via db/migrate.sh.
  • Agent map diagram: visual flow from recon to closure mapped to agent names (see below).

Agent Map

root@kitploit:~
flowchart LR
    classDef plan fill:#1a2a4a,stroke:#5a7ab8,color:#eaf0ff
    classDef recon fill:#1a3a2a,stroke:#5ab87a,color:#eaffea
    classDef exploit fill:#3a1a1a,stroke:#b85a5a,color:#ffeaea
    classDef post fill:#3a2a1a,stroke:#b8895a,color:#fff0ea
    classDef defense fill:#1a3a3a,stroke:#5ab8b8,color:#eaffff
    classDef report fill:#2a1a3a,stroke:#895ab8,color:#f0eaff

    EP[engagement-planner]:::plan
    OA[opsec-anonymizer]:::plan
    TM[threat-modeler]:::plan

    OS[osint-collector]:::recon
    RA[recon-advisor]:::recon
    VS[vuln-scanner]:::recon

    WH[web-hunter]:::exploit
    AS[api-security]:::exploit
    BL[bizlogic-hunter]:::exploit
    BB[bug-bounty]:::exploit
    AD[ad-attacker]:::exploit
    CS[cloud-security]:::exploit
    MP[mobile-pentester]:::exploit
    WP[wireless-pentester]:::exploit
    LR[llm-redteam]:::exploit
    SE[social-engineer]:::exploit
    PO[phishing-operator]:::exploit
    CT[ctf-solver]:::exploit
    CR[credential-tester]:::exploit
    PV[poc-validator]:::exploit
    EG[exploit-guide]:::exploit
    EC[exploit-chainer]:::exploit
    AP[attack-planner]:::exploit
    PC[payload-crafter]:::exploit
    RE[reverse-engineer]:::exploit

    PE[privesc-advisor]:::post
    CB[container-breakout]:::post
    C2[c2-operator]:::post
    CI[cicd-redteam]:::post
    SO[swarm-orchestrator]:::post

    DE[detection-engineer]:::defense
    FA[forensics-analyst]:::defense
    MA[malware-analyst]:::defense
    SA[stig-analyst]:::defense

    RG[report-generator]:::report

    EP --> OA --> OS
    EP --> TM
    OS --> RA --> VS
    VS --> WH & AS & BL & BB & AD & CS & MP & WP & LR
    SE --> PO
    BB --> WH
    PO --> PC --> C2
    AD --> CR
    AD --> PE
    CS --> CB
    CB --> PE
    WH --> PV
    AS --> PV
    PV --> EC --> AP
    EC --> EG
    PC --> RE
    RE --> MA
    AP --> SO
    C2 --> DE
    SO --> RG
    DE --> FA
    MA --> RG
    SA --> RG
    CT -.solo.-> RG
    CI -.pipeline.-> SO

Tier 1 (advisory) agents are routable from any task. Tier 2 (execution-capable) agents require a declared scope and live in the offensive operations cluster.

What's New in v3.1

  • 3 new agents: payload-crafter (msfvenom, Donut, custom loaders), reverse-engineer (Ghidra, JadX, Radare2, Binwalk), phishing-operator (Evilginx, GoPhish, dnstwist)
  • Slash commands: /recommend "freeform task" routes you to the right agent + concrete commands. /agents-for <tag> filters the catalog by domain.
  • db/doctor.sh: audits which underlying CLI tools are installed on your box, grouped by agent. Shows ✔ and ✘ per tool with install hints.
  • install.sh --tools: opt-in installer that pulls in the underlying tools via apt/brew/pacman + pipx/go/cargo.
  • Extended agents: Commix added to web-hunter, RouterSploit added to vuln-scanner, targeted wordlist generation (cupp, CeWL, Mentalist, Crunch, hashid, haiti) added to credential-tester, full steganography toolkit added to ctf-solver.

Quick Start

One command:

root@kitploit:~
curl -fsSL https://raw.githubusercontent.com/0xSteph/pentest-ai-agents/main/install.sh | bash

That's it. The script clones the repo to a temp dir, copies the agents to ~/.claude/agents/, and exits. Idempotent: safe to re-run for updates.

Or install as a Claude Code plugin (no clone; updates through the marketplace):

root@kitploit:~
/plugin marketplace add 0xSteph/pentest-ai-agents
/plugin install pentest-ai-agents@pentest-ai-agents

This registers all 52 agents and the slash commands through Claude Code's plugin system. Pick the plugin or the installer — you don't need both.

Then open Claude Code:

root@kitploit:~
"Plan an internal network pentest for a 500-endpoint AD environment with a 2-week window."

Claude routes to the engagement planner agent and produces a phased plan with MITRE ATT&CK mappings.

Prefer to clone first?

root@kitploit:~
git clone https://github.com/0xSteph/pentest-ai-agents.git
cd pentest-ai-agents && ./install.sh --global

Other install options:

root@kitploit:~
./install.sh --project     # Install for current project only
./install.sh --global --lite  # Use Haiku for advisory agents (lower cost)
./install.sh --tools       # Install underlying CLI tools (nmap, nuclei, ffuf, etc.)
./install.sh --help        # All options

See INSTALL.md for step-by-step instructions, including first-time Claude Code setup.


Cheatsheet

Quick interactions once installed:

In Claude Code, just describing your task routes automatically:

root@kitploit:~
"Plan an internal pentest for a 500-endpoint AD environment, 2-week window."
"I have a domain user, where do I look first in BloodHound?"
"Convert this SharpHound EXE into shellcode for an EDR test, with detection content."
"Reverse this firmware image and tell me what the cryptographic protocol looks like."
"Run a phishing simulation against acme-corp.com, set up GoPhish + Evilginx infrastructure."

Coverage

What the agents drive. Categories map to the same surface real adversaries operate across:

Run bash db/doctor.sh to see which of these are present on your box right now and what's missing.


Agents

Offensive Operations

Defense and Analysis

Reporting and Learning

AgentWhat It Does

Tier 1 vs Tier 2

Tier 1 (all agents): Advisory mode. You paste tool output, ask methodology questions, get analysis and recommendations. You run the tools yourself.

Tier 2 (select agents): Can also compose and execute commands directly. You declare your authorized scope, the agent validates every target against it, and Claude Code shows you each command for approval before it runs.

See docs/TIER2-EXECUTION.md for the full safety model.


Examples

root@kitploit:~
$ claude

You: Analyze this Nmap scan and prioritize targets for our internal pentest

> Routing to recon-advisor agent...

## Prioritized Target Summary

### Critical Priority
| Host       | Port | Service | Finding                  |
|------------|------|---------|--------------------------|
| 10.10.1.5  | 445  | SMB     | SMBv1 enabled, MS17-010  |
| 10.10.1.20 | 3389 | RDP     | BlueKeep (CVE-2019-0708) |

### Recommended Next Steps
1. nmap -sV --script smb-vuln* 10.10.1.5
2. crackmapexec smb 10.10.1.0/24
3. bloodhound-python -d corp.local

More examples in the examples/ directory:


Running Tools in a Container

Run your security tools inside a Docker container to keep your workstation clean and avoid endpoint protection flags.

root@kitploit:~
docker pull kalilinux/kali-rolling
docker run -it --name pentest-lab kalilinux/kali-rolling /bin/bash
apt update && apt install -y nmap nikto sqlmap metasploit-framework bloodhound

Use pentest-ai agents on your host for methodology and analysis. Run the actual tools inside the container.


Findings Database

Persistent SQLite storage that keeps engagement data across Claude Code sessions.

root@kitploit:~
findings.sh init acme-2024 --client "ACME Corp" --type internal --scope "10.0.0.0/24"
export PENTEST_AI_ENGAGEMENT="acme-2024"

findings.sh stats         # Check progress
findings.sh list vulns    # See all findings
findings.sh export        # Full JSON export
bash handoff.sh           # Markdown handoff report for next session

Tier 2 agents write to the database automatically when findings.sh is in PATH. See docs/FINDINGS-DB.md for full docs.


Token Optimization

Install with lite mode to run advisory agents on Haiku (lower cost, same methodology):

root@kitploit:~
./install.sh --global --lite

See docs/TOKEN-OPTIMIZATION.md for the full guide.


Local Models

The agents are plain markdown system prompts — the only Claude-specific part is the YAML frontmatter header. They run on any model: point Claude Code at any Anthropic-compatible endpoint by setting ANTHROPIC_BASE_URL, or copy the system prompt (everything below the frontmatter) into any local runner such as Ollama or LM Studio.

See docs/LOCAL-SETUP.md for local-model notes.


Documentation


MCP Server

Looking for the automated pipeline? pentest-ai is the companion MCP server with 150+ tool wrappers, autonomous exploit chaining, and CI/CD integration. Works with Claude Desktop, Cursor, VS Code Copilot, and any MCP client.


Prerequisites

  • Claude Code installed and configured
  • Claude Pro or Max subscription
  • For security testing: signed rules of engagement and defined scope

Legal

This toolkit is for authorized security testing only. Users must have proper written authorization before using these agents in any engagement. See DISCLAIMER.md for full terms.


License

MIT License


Built by 0xSteph · pentestai.xyz

Download Tool
persistence-planner
data-exfiltrator
scada-attacker
iot-pentester
lateral-movement
  • Hardened CI validator. A SHA-pinned, least-privilege workflow validates each agent's frontmatter, requires the scope-guard block on every Bash-capable (Tier 2) agent, checks the plugin manifests, and smoke-tests the installer.
  • Scope-guard gap closed. cicd-redteam is Bash-capable but was missing the mandatory scope-enforcement block — now fixed (the new CI check would have caught it).
  • Installer fixes. curl | bash no longer crashes under set -u, the one-liner clone URL is corrected, slash commands now install alongside the agents, and --uninstall removes everything cleanly.
  • Minimal offline Docker bundle with a digest-pinned base and non-root user — packaging only, no tooling baked in.
  • CommandWhat It Does
    /recommend "phish a small SaaS team's IT department"Picks the right agent and gives concrete next commands
    /agents-for webLists every agent relevant to web testing (web-hunter, api-security, bug-bounty, bizlogic-hunter)
    /agents-for cloudCloud-specific agents (cloud-security, cicd-redteam)
    db/doctor.shAudits which underlying CLI tools you have, grouped by agent. Shows ✔/✘ and install hints.
    db/doctor.sh --agent ad-attackerAudit just the AD tooling stack
    db/doctor.sh --jsonMachine-readable output for piping into a script
    install.sh --toolsInstall the underlying tools via your package manager + pipx/go/cargo
    findings.sh init <id>Start a new engagement (persistent SQLite findings DB)
    findings.sh statsEngagement progress
    findings.sh exportFull JSON export
    bash handoff.shMarkdown handoff report between sessions
    CategoryAgentsUnderlying Tools (installable via install.sh --tools)
    Recon and OSINTrecon-advisor, osint-collectornmap, masscan, rustscan, dig, whois, subfinder, amass, httpx, theHarvester, sherlock, holehe, maigret
    Vulnerability scanningvuln-scannernuclei, nikto, RouterSploit, nmap NSE, OpenVAS/Nessus parsing
    Web app testingweb-hunter, api-security, bug-bounty, bizlogic-hunterffuf, gobuster, feroxbuster, sqlmap, dalfox, Commix, dirsearch, whatweb
    Active Directoryad-attacker, credential-testerBloodHound, Impacket, NetExec/CrackMapExec, Certipy, kerbrute, Responder, ldapsearch
    Credentials and crackingcredential-tester, password-auditorHydra, Hashcat, John, Medusa, cupp, CeWL, NIST 800-63B policy audit, HIBP k-anonymity
    Cloudcloud-security, cicd-redteamaws/az/gcloud CLIs, Trivy, Prowler, ScoutSuite, Pacu
    Containers and K8s breakoutcontainer-breakoutkubectl, kube-hunter, peirates, CDK, Falco rule pairing
    C2 operationsc2-operatorSliver, Mythic, Havoc, Cobalt Strike, malleable profiles, redirector design
    AI / LLM red teamingai-recon, llm-redteamA2A/MCP/RAG surface discovery, model fingerprinting, Garak, PyRIT, Promptfoo, OWASP LLM Top 10, MITRE ATLAS
    Operator opsecopsec-anonymizersource IP design, burner identity, JA3/fingerprint hygiene, burn checklists
    Mobilemobile-pentester, reverse-engineerFrida, Objection, jadx, apktool, MobSF, adb
    Wirelesswireless-pentesteraircrack-ng, hcxdumptool, hcxtools, bettercap, wifite
    Social engineeringsocial-engineer, phishing-operatorGoPhish, Evilginx, dnstwist, Modlishka
    Payload craftingpayload-craftermsfvenom, Donut, MSFvenom Payload Creator, custom loader patterns
    Reverse engineeringreverse-engineer, malware-analystGhidra, Radare2, JadX, Binwalk, Apktool, IDA, dnSpy, Volatility 3
    Forensics and IRforensics-analyst, malware-analystVolatility 3, exiftool, foremost, YARA, Wireshark/tshark, Autopsy
    Exploit chainingexploit-chainer, attack-planner, poc-validatorMulti-step attack composition, ATT&CK-mapped chain scoring
    Database attacksdatabase-attackersqlmap, NoSQLMap, native clients (MySQL/PostgreSQL/MSSQL/Oracle/MongoDB/Redis)
    Network L2/L3 and trafficnetwork-attacker, traffic-analyzerResponder, ntlmrelayx, mitm6, bettercap, Wireshark/tshark, Zeek
    Post-exploitationlateral-movement, persistence-planner, evasion-specialist, data-exfiltratorPtH/PtT, WMI/WinRM/DCOM, AMSI/ETW evasion, DNS/HTTPS exfil, golden ticket
    ICS / OTscada-attackerModbus, DNP3, S7comm, EtherNet/IP, OPC-UA, OT-aware IDS pairing
    IoT / embeddediot-pentesterbinwalk, UART/JTAG/SPI, BLE/Zigbee/sub-GHz, firmware analysis
    Secure code and cryptocode-auditor, crypto-analyzerSemgrep, CodeQL, gitleaks, testssl.sh, jwt_tool
    Detection and defensedetection-engineer, threat-modeler, stig-analystSigma, Splunk SPL, Elastic KQL, Sentinel KQL, STRIDE/DREAD, DISA STIG
    CTFctf-solverzsteg, steghide, stegseek, pngcheck, plus generic toolchain
    Reporting, risk and complianceengagement-planner, report-generator, risk-scorer, compliance-mapperMITRE ATT&CK mapping, CVSS 3.1/4.0, EPSS, CISA KEV, PCI/NIST/ISO/CIS mapping
    AgentWhat It Does
    Engagement PlannerPhased pentest plans with MITRE ATT&CK mappings, time estimates, and ROE templates
    Recon AdvisorParses Nmap/Nessus/BloodHound output, prioritizes targets, recommends next commands. Tier 2: executes recon tools directly.
    OSINT CollectorDomain recon, email harvesting, social media profiling, breach data analysis
    Exploit GuideAttack methodology for AD, web, cloud, and post-exploitation with defensive perspective
    Privilege EscalationLinux and Windows privesc: SUID, tokens, services, kernel exploits, container escape
    Cloud SecurityAWS/Azure/GCP pentesting: IAM escalation, container escape, serverless exploitation
    API SecurityREST, GraphQL, WebSocket testing. OWASP API Top 10, JWT attacks, OAuth exploitation
    Mobile PentesterAndroid/iOS analysis with Frida, Objection, jadx. OWASP MASTG/MASVS mapping
    Wireless PentesterWPA/WPA2/WPA3, evil twin, rogue AP, enterprise 802.1X, Bluetooth security
    Social EngineerPhishing campaigns, pretexting, vishing for authorized red team engagements
    Vuln ScannerNuclei, Nikto, Nmap NSE scans. Parses Nessus/OpenVAS results. Tier 2: executes scans.
    Web Hunterffuf, gobuster, sqlmap, dalfox. Content discovery, fuzzing, WAF detection. Tier 2: executes web tools.
    Credential TesterHydra, Hashcat, John, CrackMapExec. Hash identification, wordlist generation
    Attack PlannerCorrelates findings into multi-step attack chains. Scores by probability, stealth, and impact
    Supply Chain AuditorSBOM inventory, dependency confusion and typosquatting exposure, install-hook review, lockfile and provenance integrity
    Bug Bounty HunterHackerOne/Bugcrowd methodology, duplicate avoidance, report writing for maximum payout
    AD AttackerBloodHound, Impacket, CrackMapExec, Certipy. Kerberos, delegation, ACL, and cert abuse. Tier 2: executes AD tools.
    Exploit ChainerChains low-severity findings into full compromise paths. Step-by-step with approval gates. Tier 2.
    PoC ValidatorGenerates and safely executes proof of concept scripts. Eliminates false positives. Tier 2.
    Payload Craftermsfvenom, Donut, custom loaders. Pairs every payload with YARA/Sigma detection content.
    Reverse EngineerGhidra, JadX, Radare2, Binwalk. Static analysis of firmware, mobile apps, and binaries.
    Phishing OperatorEvilginx, GoPhish, dnstwist infrastructure. Live campaign tooling for authorized red team.
    Swarm OrchestratorCoordinates all agents as a red team swarm. Parallel workstreams, progress tracking.
    Business Logic HunterPrice manipulation, workflow bypass, race conditions, authorization flaws. Tier 2.
    CI/CD Red TeamGitHub Actions, GitLab CI, Jenkins pipeline configs with security gates
    C2 OperatorSliver, Mythic, Havoc, Cobalt Strike. Listener tuning, beacon hygiene, redirector design, engagement burn
    Container BreakoutDocker/K8s escape, runc/cri-o CVEs, kubelet exploitation, RBAC abuse, admission controller bypass
    OpSec AnonymizerOperator-side identity hygiene, source IP strategy, burner infrastructure, browser/JA3 fingerprint hygiene
    LLM Red TeamOWASP LLM Top 10 testing, prompt injection, RAG poisoning, agent tool abuse, MCP server exploitation
    AI ReconMaps the AI attack surface: AI/LLM endpoints, A2A agent cards, MCP exposure, RAG/tool surface, model fingerprint. Tier 2: executes read-only recon.
    Password AuditorNIST 800-63B policy + hash-storage audit, breach exposure (HIBP k-anonymity), lockout-safe spray planning
    Database AttackerSQL/NoSQL injection depth, DB privilege escalation, proof-scoped extraction across major engines. Tier 2.
    Network AttackerLLMNR/NBT-NS poisoning, NTLM relay, mitm6, ARP MITM, pivoting. Tier 2: executes L2/L3 attacks.
    Evasion SpecialistAV/EDR evasion, AMSI/ETW bypass, in-memory execution — every technique paired with its detection
    Persistence PlannerHost/AD/cloud persistence (golden ticket, WMI, services) with mandatory cleanup tracking + detection
    Data ExfiltratorDNS/HTTPS/ICMP exfil and DLP/egress testing with synthetic/canary data — paired with detection
    SCADA AttackerICS/OT protocol analysis (Modbus/DNP3/S7comm/OPC-UA), safety-gated, passive-first
    IoT PentesterFirmware, hardware interfaces (UART/JTAG), radio (BLE/sub-GHz), and device-cloud testing
    Lateral MovementPtH/PtT, WMI/WinRM/DCOM/SSH, token theft, pivot planning — paired with detection
    AgentWhat It Does
    Fix VerifierRetests a finding after a patch. Replays the original proof, tests the class not the string, and flags partial fixes and regressions
    Detection EngineerSigma, Splunk SPL, Elastic KQL, Sentinel KQL rules with false positive tuning
    Threat ModelerSTRIDE/DREAD analysis, attack trees, data flow diagrams
    Forensics AnalystEvidence acquisition, memory forensics, disk analysis, timeline construction
    Malware AnalystStatic/dynamic analysis, reverse engineering, YARA rules, IOC extraction
    STIG AnalystDISA STIG compliance, GPO remediation paths, keep-open justification templates
    Code AuditorSecure-code review: injection, authz, secrets, deserialization (Semgrep, CodeQL, gitleaks)
    Crypto AnalyzerWeak algorithms/modes, key and IV/nonce handling, TLS/cert config, JWT/JWE token issues
    Traffic AnalyzerOffline pcap analysis: protocol dissection, credential extraction, beacon/anomaly hunting
    Report Generator
    Professional pentest reports with executive summaries, CVSS scoring, remediation roadmaps
    CTF SolverHackTheBox, TryHackMe, PicoCTF. Web, pwn, rev, crypto, forensics, OSINT
    Compliance MapperMaps findings to PCI DSS, NIST 800-53/CSF, ISO 27001, CIS, HIPAA, SOC 2 with control-gap analysis
    Risk ScorerCVSS 3.1/4.0 vectors, EPSS + CISA KEV enrichment, business-context remediation prioritization
    Tier 2 AgentWhat It Executes
    Recon Advisornmap, dig, whois, curl, netcat, traceroute, whatweb, nikto
    Vuln Scannernuclei, nikto, nmap NSE scripts
    Web Hunterffuf, gobuster, feroxbuster, sqlmap, dalfox, whatweb
    AD AttackerBloodHound, Impacket, CrackMapExec, Certipy, ldapsearch, enum4linux
    Exploit ChainerMulti-step chain execution with approval at each gate
    PoC ValidatorSafe, non-destructive proof of concept scripts
    Business Logic HunterLogic flaw tests (price manipulation, race conditions)
    AI ReconAI endpoint discovery, /v1/models probes, A2A/MCP enumeration (read-only)
    Database Attackersqlmap, NoSQLMap, native DB clients (proof-scoped, non-destructive)
    Network AttackerResponder, ntlmrelayx, mitm6, bettercap (scoped L2/L3 positioning)
    CI/CD Red TeamPipeline-driven SAST/DAST/secret scans against in-scope targets
    ExampleAgentWhat It Shows
    Engagement Planengagement-plannerFull phased plan with MITRE ATT&CK mappings
    Nmap Analysisrecon-advisorPrioritized attack vectors with follow-up commands
    Detection Ruledetection-engineerKerberoasting detection in Sigma, SPL, and KQL
    STIG Findingstig-analystSTIG analysis with GPO path and keep-open template
    Report Excerptreport-generatorSQL injection finding formatted for a pentest report
    DocumentDescription
    INSTALL.mdInstallation guide with troubleshooting
    Agent GuideHow each agent works and when to use it
    Tier 2 ExecutionExecution mode safety model and conversion guide
    Local SetupRun offline with Ollama and local GPU
    CustomizationModify agents, change models, create new agents
    Token OptimizationReduce token consumption
    Findings DatabasePersistent SQLite storage for engagement data
    Data PrivacyLLM data handling and local model options
    ChangelogVersion history