# mariustudor07/ai-pentest-agent architecture

> Architecture diagram of the GitHub repository mariustudor07/ai-pentest-agent, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-05-13). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/mariustudor07/ai-pentest-agent
- Repository: https://github.com/mariustudor07/ai-pentest-agent

## Overview

1. This repository is a small Python-based AI agent prototype, not a multi-service application. The executable surface appears to be centered on a single script, with supporting prompt definitions and documentation assets around it.

2. `ai_agent.py` is the main runtime entry point. It is the likely orchestration layer that receives input, coordinates the agent flow, and returns the model’s output.

3. `prompts.py` is the prompt/behavior layer. Keeping prompts in a separate module suggests the repo intentionally separates agent control logic from prompt engineering and message templates.

4. The main external boundary is an LLM or chat-model API, though the exact provider is not visible here. Architecturally, `ai_agent.py` likely mediates all calls into that model layer and is the only place where request/response flow crosses the application boundary.

5. There is no sign of a database, queue, web server, or multi-component backend in the tree. That implies the system is likely synchronous and self-contained, with state kept in memory or passed through the agent flow rather than persisted.

6. `pictures/Untitled Diagram.drawio` is an architecture/design artifact, not runtime code. It likely captures or documents the intended flow of the agent rather than participating in execution.

7. `text documents/README.md` and `text documents/coding process.md` are process/documentation sidecars. These support understanding and design decisions, but they do not appear to be part of the application’s runtime path.

8. `.idea` indicates IDE configuration only. It matters for developer experience, but not for the architecture diagram except as a sign that this is probably a local-development project.

9. A useful architecture diagram for this repo should show a simple flow: user/input source → `ai_agent.py` → `prompts.py` → external LLM/service → response back to the user. The documentation and diagram files should be shown as out-of-band support assets rather than system components.

10. In short, the repo’s main boundary is between local Python orchestration and the external model API. Everything else in the tree is supporting material around that core interaction.

Main entry points: [`ai_agent.py`](https://github.com/mariustudor07/ai-pentest-agent/blob/master/ai_agent.py) (Agent), [`text documents/coding process.md`](https://github.com/mariustudor07/ai-pentest-agent/blob/HEAD/text%20documents/coding%20process.md) (Process Notes), [`README.md`](https://github.com/mariustudor07/ai-pentest-agent/blob/master/README.md) (README), [`text documents/README.md`](https://github.com/mariustudor07/ai-pentest-agent/blob/HEAD/text%20documents/README.md) (Docs README)

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_runtime["Runtime"]
  node_user_input(("Input<br/>source"))
  node_ai_agent["Agent<br/>python entrypoint<br/>[ai_agent.py]"]
  node_prompts["Prompts<br/>prompt module<br/>[prompts.py]"]
  node_llm_api(("LLM API<br/>external model"))
  node_response(("Output<br/>result"))
end

subgraph group_support["Support"]
  node_readme["README<br/>docs<br/>[README.md]"]
  node_process_notes["Process Notes<br/>docs<br/>[coding process.md]"]
  node_doc_readme["Docs README<br/>[README.md]"]
  node_diagram["Diagram<br/>design artifact"]
end

node_user_input -->|"submit"| node_ai_agent
node_ai_agent -->|"load"| node_prompts
node_ai_agent -->|"call"| node_llm_api
node_llm_api -->|"reply"| node_ai_agent
node_ai_agent -->|"emit"| node_response
node_readme -.->|"describe"| node_ai_agent
node_process_notes -.->|"document"| node_ai_agent
node_doc_readme -.->|"support"| node_process_notes
node_diagram -.->|"sketch"| node_ai_agent

click node_ai_agent "https://github.com/mariustudor07/ai-pentest-agent/blob/master/ai_agent.py"
click node_prompts "https://github.com/mariustudor07/ai-pentest-agent/blob/master/prompts.py"
click node_readme "https://github.com/mariustudor07/ai-pentest-agent/blob/master/README.md"
click node_process_notes "https://github.com/mariustudor07/ai-pentest-agent/blob/master/text documents/coding process.md"
click node_doc_readme "https://github.com/mariustudor07/ai-pentest-agent/blob/master/text documents/README.md"
click node_diagram "https://github.com/mariustudor07/ai-pentest-agent/blob/master/pictures/Untitled Diagram.drawio"

classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a
classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554
classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f
classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d
classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337
classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81
classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a
class node_user_input,node_ai_agent,node_prompts,node_llm_api,node_response toneBlue
class node_readme,node_process_notes,node_doc_readme,node_diagram toneAmber
```

## Components

### Runtime

Executable agent flow

- **Input**: source · Human prompt or command entering the agent
- [Agent](https://github.com/mariustudor07/ai-pentest-agent/blob/master/ai_agent.py): python entrypoint · Main orchestration script coordinating the agent flow · `ai_agent.py`
- [Prompts](https://github.com/mariustudor07/ai-pentest-agent/blob/master/prompts.py): prompt module · Behavior and message templates used by the agent · `prompts.py`
- **LLM API**: external model · Chat or language model service called by the agent
- **Output**: result · Agent response returned to the user

### Support

Documentation and design artifacts

- [README](https://github.com/mariustudor07/ai-pentest-agent/blob/master/README.md): docs · Top-level repository overview and usage notes · `README.md`
- [Process Notes](https://github.com/mariustudor07/ai-pentest-agent/blob/HEAD/text%20documents/coding%20process.md): docs · Notes on coding process and development decisions · `text documents/coding process.md`
- [Docs README](https://github.com/mariustudor07/ai-pentest-agent/blob/HEAD/text%20documents/README.md): docs · Supplementary documentation in the text documents folder · `text documents/README.md`
- [Diagram](https://github.com/mariustudor07/ai-pentest-agent/blob/HEAD/pictures/Untitled%20Diagram.drawio): design artifact · Draw.io architecture sketch for the agent · `pictures/Untitled Diagram.drawio`

## Connections

- Input → Agent: submit · User input enters the agent runtime
- Agent → Prompts: load · Agent pulls in prompt and behavior templates
- Agent → LLM API: call · Agent sends prompt context to the external model
- LLM API → Agent: reply · Model response returns to the orchestration layer
- Agent → Output: emit · Agent returns the final output
- README → Agent: describe · Top-level documentation explains the main runtime
- Process Notes → Agent: document · Process notes support understanding of the implementation
- Docs README → Process Notes: support · Documentation sidecar for the text documents area
- Diagram → Agent: sketch · Design artifact captures the intended agent flow