# Runcell vs scikit-learn — Fit & Features

Canonical: https://trutool.co/compare/runcell-vs-scikit-learn
Author: Snehil (https://trutool.co/authors/snehil)

Compare Runcell and scikit-learn by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### Runcell
Runcell is an AI agent for Jupyter notebooks that automates writing Python code, executing cells, debugging, and explaining data analysis results in real time.
Best fit: People and teams evaluating ai data & documents for a specific workflow.
- Workflow automation
- Analysis workflows
- Data workflows
Before you choose: Test a representative task, inspect outputs, and confirm integrations, permissions, data handling, licensing, and current costs.
Pricing: https://www.runcell.dev/pricing
- [Read Runcell profile](https://trutool.co/tools/runcell): Read Runcell profile

### scikit-learn
Train and evaluate classical machine learning models in Python.
Best fit: Data and operations teams extracting or analyzing information.
- Classification
- Regression
- Model evaluation
Before you choose: Test accuracy on your own data and document layouts. Review sensitive-data handling and validate extracted or predicted results.
Pricing: https://scikit-learn.org/stable/
- [Read scikit-learn profile](https://trutool.co/tools/scikit-learn): Read scikit-learn profile