This repository is the Python implementation of PowerView, a comprehensive Active Directory (AD) security assessment and exploitation tool. It provides a feature-rich CLI (with an interactive shell), a web-based UI (Flask + vanilla JS), and a Model Context Protocol (MCP) server for AI agent integration. The tool enumerates AD objects (users, groups, computers, GPOs, trusts, certificates, DNS, SMB shares, etc.), identifies security vulnerabilities (kerberoasting, AS-REP roasting, shadow credentials, ACL abuse, certificate template misconfigurations), and supports active exploitation (DACL modification, RBCD, coercion attacks, SMB file operations). It is designed for red team operations and AD security audits. The architecture is a monolith centered on a large `PowerView` class (in `powerview.py`) that orchestrates all commands and dispatches to specialized modules (e.g., `kerberoast.py`, `ca.py`, `exchange.py`, `ldapattack.py`). It supports both standard LDAP and a custom implementation of Microsoft's Active Directory Web Services (ADWS) protocol (SOAP over .NET Message Framing and NegotiateStream), enabling operations without conventional LDAP. The tool leverages Impacket for low-level Windows protocols (SMB, RPC, Kerberos) and includes a plugin system with decorator-based registration and before/after hooks. The web front-end offers interactive graph visualization, object exploration, and real-time command history, while the MCP server exposes AD operations to AI assistants. Key data flows involve LDAP/ADWS queries for object enumeration, SMB/RPC sessions for remote system interaction, and Kerberos tickets for authentication attacks. External dependencies include `ldap3` (forked), `impacket` (forked), `dsinternals`, `flask`, `werkzeug`, and client-side libraries (Cytoscape.js, Alpine.js, Tailwind CSS). The codebase is large and tightly coupled in places, but the custom ADWS implementation, plugin system, and vulnerability detection engine are notable achievements that could be extracted and reused.