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GPT_Vuln-analyzer — Uses ChatGPT API, Bard API, and Llama2, Python-Nmap, DNS Recon, PCAP and JWT recon modules and uses the GPT3 model to create vulnerability reports based on Nmap scan data, and DNS scan information. It can also perform subdomain enumeration to a great extent | Kitploit
Tools/GitHubGitHub/morpheuslord/gpt_vuln-analyzer
ReconnaissanceVulnerability ScannersNetwork MappingPort ScanningVulnerability AnalysisDNS & Subdomain EnumerationInformation GatheringPenetration TestingDNS Analysis

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GitHubmorpheuslord/gpt_vuln-analyzer

GPT_Vuln-analyzer

Uses ChatGPT API, Bard API, and Llama2, Python-Nmap, DNS Recon, PCAP and JWT recon modules and uses the GPT3 model to create vulnerability reports based on Nmap scan data, and DNS scan information. It can also perform subdomain enumeration to a great extent

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59567275 days agoReviewed by Kitploit

GPT_Vuln-analyzer (GVA)

License Python

GVA is an AI-assisted reconnaissance and vulnerability-analysis toolkit. It runs the scan (nmap, DNS, subdomains, JWT, PCAP, GeoIP), then hands the raw output to a large language model that returns a structured, pentester-oriented analysis. It ships with both a command-line interface and a desktop GUI.

The AI layer is provider-agnostic: OpenAI, Anthropic Claude, Google Gemini, and local Ollama models are all supported. Pick one, or run several at once and let a deliberation agent reconcile their analyses into a single report.

Features

  • Nmap analysis — ten curated scan profiles, from a fast unprivileged triage to a full-port SYN audit, with the results explained by the AI.
  • DNS recon — forward, reverse, and zone-transfer lookups, analysed into typed records.
  • Subdomain enumeration — resolve a wordlist of subdomains against a domain.
  • JWT analysis — decode a token and surface likely attacks and endpoints to test.
  • PCAP analysis — inspect a capture for traffic, ARP/MAC spoofing, and cleartext credentials.
  • GeoIP lookup — geolocate an IP via ipgeolocation.io.
  • Password cracking — wordlist and brute-force cracking with common hash algorithms.
  • Multi-provider AI — validated structured output via Pydantic AI, with concurrent analysis and a deliberation step across models.

Requirements

  • Python 3.10 or later
  • Dependencies from pyproject.toml (managed with uv) or requirements.txt
  • An API key for at least one AI provider (OpenAI, Anthropic, or Google Gemini). Ollama runs locally and needs no key.
  • nmap on PATH for the nmap attack
  • Wireshark / tshark on PATH for the pcap attack
  • An ipgeolocation.io key for the geo attack
  • Docker, only if you use the local Ollama provider

nmap notes

The nmap attack shells out to the system nmap binary through python-nmap, so nmap must be installed and runnable.

  • Profiles 6–10 need root (SYN/UDP/OS-detection flags). GVA escalates only the nmap step with sudo, or you can pass --sudo. Profiles 1–5 run unprivileged; profile 1 is the default and works without root.
  • Immutable distros (Bazzite/Silverblue), libssh2.so.1: cannot open shared object file: the system nmap is missing a shared library. If you use conda, conda install -c conda-forge nmap is self-contained and takes PATH precedence. Otherwise layer it with rpm-ostree install libssh2 (then reboot), or use brew install nmap or a distrobox container.

If nmap is missing or broken, the attack reports a clean error instead of crashing.

Installation

The install script sets up system packages, uv, and the Python dependencies. Run it as your normal user; it elevates only the system-package step with sudo.

./install.sh              # full install
./install.sh --no-system  # skip system packages (uv + Python deps only)

It auto-detects your package manager (apt, dnf, pacman, zypper, apk, brew, or rpm-ostree), installs uv at user level, runs uv sync, and creates .env. Do not sudo su first: if the project sits on a user-only mount (for example /run/host or /media), root cannot read it, so the normal-user invocation is the reliable path.

To install manually with uv:

uv sync

pip install -r requirements.txt also works as a fallback.

Configuration

Copy the example environment file and fill in keys for the providers you want. Any provider without a key is skipped automatically.

cp .env.example .env
GEOIP_API_KEY=
OPENAI_API_KEY=
ANTHROPIC_API_KEY=
GEMINI_API_KEY=

AI providers

Every provider is a Pydantic AI agent that returns a validated, structured result. Select more than one and each model analyses the scan independently and concurrently; a deliberation agent (one of the selected models) then reconciles them into a single consolidated report. A live progress board shows each model's status, timing, and the deliberation step while it runs.

ProviderKeyDefault modelApprox. price / 1M tokens
OpenAIopenaigpt-5.6-luna$0.20 in / $1.20 out
Anthropicclaudeclaude-haiku-4-5$1.00 in / $5.00 out
Googlegeminigemini-3.6-flash$0.75 in / $3.75 out
Ollamaollamallama3local / free

Override any model with the matching *_MODEL variable in .env. See .env.example for alternatives. Ollama uses a local Docker image and is started automatically when selected.

Usage (CLI)

Run with uv run gpt_vuln.py ..., or python gpt_vuln.py ... inside an activated venv.

# Help
uv run gpt_vuln.py --help
uv run gpt_vuln.py --rich_menu help

# Nmap scan (default profile 1), analysed by OpenAI
python gpt_vuln.py --target scanme.nmap.org --attack nmap --ai openai

# Choose a scan profile (see the profile table below, or --list_profiles)
python gpt_vuln.py --target scanme.nmap.org --attack nmap --profile 2
python gpt_vuln.py --list_profiles

# DNS recon (no profile needed)
python gpt_vuln.py --target example.com --attack dns

# Subdomain enumeration (default or custom wordlist)
python gpt_vuln.py --target example.com --attack sub
python gpt_vuln.py --target example.com --attack sub --sub_list path/to/list.txt

# GeoIP lookup
python gpt_vuln.py --target 8.8.8.8 --attack geo

# JWT analysis
python gpt_vuln.py --target <token> --attack jwt

# PCAP analysis
python gpt_vuln.py --target capture.pcap --attack pcap --output outputs/output.json

# Several providers: each analyses independently, then one consolidated report
python gpt_vuln.py --target example.com --attack dns --ai openai,claude,gemini

# Choose which model deliberates, and also show each model's own analysis
python gpt_vuln.py --target example.com --attack dns --ai all --summarizer claude --show_individual

# Password cracking
python gpt_vuln.py --password_hash <hash> --wordlist_file words.txt --algorithm md5 --parallel

# Interactive step-by-step menu
python gpt_vuln.py --menu

Interactive menu

--menu launches a guided interface that prompts for the target, options, and AI providers for each attack.

┏━━━━━━━━━┳━━━━━━━━━━━━━━━━┓
┃ Option  ┃ Action         ┃
┡━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ 1       │ Nmap scan      │
│ 2       │ DNS recon      │
│ 3       │ Subdomain enum │
│ 4       │ GeoIP lookup   │
│ 5       │ JWT analysis   │
│ 6       │ PCAP analysis  │
│ 7       │ Hash cracker   │
│ q       │ Quit           │
└─────────┴────────────────┘

Nmap scan profiles

Profiles 1–5 run unprivileged (TCP connect scans, no root). Profile 1 is the default. Profiles 6–10 use SYN/UDP/OS-detection flags that need root; GVA escalates just the nmap step with sudo when you pick one. Run python gpt_vuln.py --list_profiles to see this table in your terminal.

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