# krishnatiwari005/datascienceagnox architecture

> Architecture diagram of the GitHub repository krishnatiwari005/datascienceagnox, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-09-28). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/krishnatiwari005/datascienceagnox
- Repository: https://github.com/krishnatiwari005/datascienceagnox

## Overview

This repository appears to be a multi-agent data-science assistant, with agents configured in app.py for CSV/file access, dataframe analysis, visualization, and coding. The excerpts do not show a confirmed user-facing runtime entry point or the team wiring, so those connections are omitted; several tool registrations and agent details are also outside the excerpts.

Main entry points: [`app.py`](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py) (Coding), [`data/car_details.csv`](https://github.com/krishnatiwari005/datascienceagnox/blob/main/data/car_details.csv) (Car details CSV)

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_agents["Agents"]
  node_loader["Data loader<br/>[app.py]"]
  node_file_manager["File manager<br/>[app.py]"]
  node_understanding["Data understanding<br/>[app.py]"]
  node_visualization["Visualization<br/>[app.py]"]
  node_coding["Coding<br/>[app.py]"]
  node_shell_agent["Shell agent<br/>[app.py]"]
end

subgraph group_data["Data work"]
  node_dataframe_ops["Dataframe operations<br/>[app.py]"]
  node_car_csv["Car details CSV<br/>[car_details.csv]"]
  node_plots["Plot output"]
end

subgraph group_integrations["Tools and state"]
  node_csv_tools["CSV tools<br/>[app.py]"]
  node_file_tools["File tools<br/>[app.py]"]
  node_pandas_tools["Pandas tools<br/>[app.py]"]
  node_python_tools["Python tools<br/>[app.py]"]
  node_web_search["Web search<br/>[app.py]"]
  node_shell_tools["Shell tools<br/>[app.py]"]
  node_groq["Groq model"]
  node_sqlite[("SQLite session DB")]
end

node_user(("User"))

node_loader -->|"uses"| node_csv_tools
node_loader -->|"uses"| node_file_tools
node_csv_tools -->|"reads"| node_car_csv
node_understanding -->|"calls"| node_dataframe_ops
node_dataframe_ops -->|"calls"| node_pandas_tools
node_coding -->|"uses"| node_python_tools
node_coding -->|"uses"| node_web_search
node_coding -->|"uses"| node_shell_tools
node_shell_agent -->|"uses"| node_shell_tools
node_loader -->|"uses model"| node_groq
node_understanding -->|"uses model"| node_groq
node_visualization -->|"uses model"| node_groq
node_coding -->|"uses model"| node_groq
node_loader -->|"uses state"| node_sqlite
node_understanding -->|"uses state"| node_sqlite
node_visualization -->|"uses state"| node_sqlite
node_coding -->|"uses state"| node_sqlite

click node_loader "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_file_manager "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_understanding "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_visualization "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_coding "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_shell_agent "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_csv_tools "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_file_tools "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_pandas_tools "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_python_tools "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_web_search "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_shell_tools "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_dataframe_ops "https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py"
click node_car_csv "https://github.com/krishnatiwari005/datascienceagnox/blob/main/data/car_details.csv"
click node_plots "https://github.com/krishnatiwari005/datascienceagnox/tree/main/plots"

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_loader,node_file_manager,node_understanding,node_visualization,node_coding,node_shell_agent,node_user toneBlue
class node_dataframe_ops,node_car_csv,node_plots toneAmber
class node_csv_tools,node_file_tools,node_pandas_tools,node_python_tools,node_web_search,node_shell_tools,node_groq,node_sqlite toneMint
```

## Components

### Agents

- [Data loader](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- [File manager](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- [Data understanding](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- [Visualization](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- [Coding](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- [Shell agent](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`

### Data work

- [Dataframe operations](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- [Car details CSV](https://github.com/krishnatiwari005/datascienceagnox/blob/main/data/car_details.csv): `data/car_details.csv`
- [Plot output](https://github.com/krishnatiwari005/datascienceagnox/tree/main/plots): `plots`

### Tools and state

- [CSV tools](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- [File tools](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- [Pandas tools](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- [Python tools](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- [Web search](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- [Shell tools](https://github.com/krishnatiwari005/datascienceagnox/blob/main/app.py): `app.py`
- **Groq model**
- **SQLite session DB**

### Other components

- **User**

## Connections

- Data loader → CSV tools: uses
- Data loader → File tools: uses
- CSV tools → Car details CSV: reads
- Data understanding → Dataframe operations: calls
- Dataframe operations → Pandas tools: calls
- Coding → Python tools: uses
- Coding → Web search: uses
- Coding → Shell tools: uses
- Shell agent → Shell tools: uses
- Data loader → Groq model: uses model
- Data understanding → Groq model: uses model
- Visualization → Groq model: uses model
- Coding → Groq model: uses model
- Data loader → SQLite session DB: uses state
- Data understanding → SQLite session DB: uses state
- Visualization → SQLite session DB: uses state
- Coding → SQLite session DB: uses state