Biological analysis with Claude code

This repo contains simple command-line-interface (CLI) tools that help research scientists at UPSIDE Foods with local analyses on their laptops. These tools will enable them to use Claude Code and an ETL pipeline to automate their current data pre-processing, visualization, and local analysis efforts.

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Jan 14, 2026

Biological analysis with Claude code

Tool summary

Tool 1 (claude_model.py): A simple CLI tool to switch between different Claude models configured in aws bedrock.
Tool 2 (name_TBA): A (set of) simple CLI tool(s) used to extract, transform, and load (ETL) data that is uploaded by the research scientist as (format) file for local analysis. This tool helps satisfy the following needs by Yulong as mentioned in Slack:
- Script grabs semi-structured data from a designated folder -> model API call to organize variables into a standardized format -> then uses hard coded script to graph based on a few predetermined templates.
- This could reduce the most time-consuming part of organizing data, but could still provide consistently formatted graphs.

Prerequisites and dependencies

Ensure you have Python version >3.8.
Clone repo and cd to folder
Set up virtual environment and install dependencies:

python -m venv venv
pip install -r requirements.txt

How to use Tool 1 (`claude_model.py`)

Open terminal
cd to this repo location
Run the script in the terminal to select 1 of the # models:

python3 claude_model.py fast
python3 claude_model.py balanced
python3 claude_model.py accurate

How to use Tool 2 (`name_TBA.py`)

Notes

01/11/2025:

For tool 1, need more info from IT team about:
- AWS bedrock model IDs
For tool 2, need more info from Yulong about:
- File type that his data is stored in.
- Variables, column names, and data format in the file.
- His current pre-process and analysis he's doing.
- Graphs he wants to see.

Biological analysis with Claude code

Tool summary

Tool 1 (claude_model.py): A simple CLI tool to switch between different Claude models configured in aws bedrock.
Tool 2 (name_TBA): A (set of) simple CLI tool(s) used to extract, transform, and load (ETL) data that is uploaded by the research scientist as (format) file for local analysis. This tool helps satisfy the following needs by Yulong as mentioned in Slack:
- Script grabs semi-structured data from a designated folder -> model API call to organize variables into a standardized format -> then uses hard coded script to graph based on a few predetermined templates.
- This could reduce the most time-consuming part of organizing data, but could still provide consistently formatted graphs.

Prerequisites and dependencies

Ensure you have Python version >3.8.
Clone repo and cd to folder
Set up virtual environment and install dependencies:

python -m venv venv
pip install -r requirements.txt

How to use Tool 1 (`claude_model.py`)

Open terminal
cd to this repo location
Run the script in the terminal to select 1 of the # models:

python3 claude_model.py fast
python3 claude_model.py balanced
python3 claude_model.py accurate

How to use Tool 2 (`name_TBA.py`)

Notes

01/11/2025:

For tool 1, need more info from IT team about:
- AWS bedrock model IDs
For tool 2, need more info from Yulong about:
- File type that his data is stored in.
- Variables, column names, and data format in the file.
- His current pre-process and analysis he's doing.
- Graphs he wants to see.

Biological analysis with Claude code

Biological analysis with Claude code

Tool summary

Prerequisites and dependencies

How to use Tool 1 (`claude_model.py`)

How to use Tool 2 (`name_TBA.py`)

Notes

Related Skills

<h1 align="center">

Frontend Typescript Linting.mdc

2. Apply Deepthink Protocol (reason about dependencies

Biological analysis with Claude code

Tool summary

Prerequisites and dependencies

How to use Tool 1 (`claude_model.py`)

How to use Tool 2 (`name_TBA.py`)

Notes

Biological analysis with Claude code

Biological analysis with Claude code

Tool summary

Prerequisites and dependencies

How to use Tool 1 (claude_model.py)

How to use Tool 2 (name_TBA.py)

Notes

Related Skills

<h1 align="center">

Frontend Typescript Linting.mdc

2. Apply Deepthink Protocol (reason about dependencies

Biological analysis with Claude code

Tool summary

Prerequisites and dependencies

How to use Tool 1 (claude_model.py)

How to use Tool 2 (name_TBA.py)

Notes

How to use Tool 1 (`claude_model.py`)

How to use Tool 2 (`name_TBA.py`)

How to use Tool 1 (`claude_model.py`)

How to use Tool 2 (`name_TBA.py`)