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 - **AI** powered: uses a LLM AI-Agent to assist and automate
 - **O**pen-source: full open-source solution (even the LLM)
 - **P**entesting **S**uite: includes several tools for various use cases
+
+
+## Overview
+The objective of **AI-OPS** is to enhance Penetration Testing operations with an *AI Agent*
+capable of planning and executing tasks, whether that's about automating the **Reconnaisance**,
+the **Exploitation**, generating a **Report** or just getting another point of view on a target system.
+
+<ins>AI-OPS objective is not replacing human Pentesters</ins>, it is an AI Agent with *human-in-the-loop*
+by design, think it as follows: AI will not replace programmers, it makes bad programmers job worse, but 
+it enhances great programmers and make them more productive; that's the same objective of AI-OPS.
+
+
+## Key Features
+
+**TODO:** *Knowledge, Collections, Tools etc.*
+
+## Install
+
+### End-User
+**Requirements**
+- Docker
+
+1. **TODO:** *work in progress*
+
+### Development
+
+**Requirements**
+- Python >= 3.11
+- Node
+- Linux 
+- Docker
+
+1. **TODO:** *work in progress*
+
+## Tools
+
+### Available Tools
+
+| Name        | Use Case                         | Implemented         |
+|-------------|----------------------------------|---------------------|
+| nmap        | Scanning/Network Exploitation    | &check;             |
+| hashcat     | Password Cracking                | &cross;             |
+| SQLmap      | SQL Injection                    | &cross;             | 
+| Metasploit  | Exploitation                     | &cross;             |
+
+### Add a Tool
+
+Most Penetration Testing tools are 'simple' CLI programs, so the Agent only needs a Terminal and 
+instructions to use the tool, however there are more advanced tools (such as `Metasploit`) that 
+need a specific class to be integrated; for this reason there are two ways of adding a tool:
+1. **JSON Instructions**: create a file with instructions for the Agent and add it to 
+`/home/YOUR_USERNAME/.aiops/tools` (or `../Users/YOUR_USERNAME/.aiops/tools`); all available tools 
+that use JSON Instructions are available in `tools_settings`.
+```json
+{
+    "name": "...",
+    "tool_description": "...",
+    "args_description": [
+        "Multiline JSON\n",
+        "instructions\n",
+        "..."
+    ],
+    "examples": [
+        "<THOUGHT>reason to execute (thought process) </THOUGHT>\n",
+        "<TOOL>command (ex. nmap -sV 127.0.0.1)</TOOL>\n"
+    ]
+}
+```
+
+2. **Custom Class**: tools that require more advanced usage can be implemented extending the class
+`Tool` at `src.agent.tools.base`; you're welcome to open an issue for a tool request/proposal.
+
+
+## Knowledge 
+
+**TODO**
+
+### Available Collections
+
+**TODO**
+
+
+### Add a Collection
+
+**TODO**