# Marker vs Runcell — Fit & Features

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

Compare Marker and Runcell by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### Marker
Convert documents into Markdown and structured text with an open-source pipeline.
Best fit: Data and operations teams extracting or analyzing information.
- PDF conversion
- Text extraction
- Layout handling
Before you choose: Test accuracy on your own data and document layouts. Review sensitive-data handling and validate extracted or predicted results.
Pricing: https://github.com/pricing
- [Read Marker profile](https://trutool.co/tools/marker): Read Marker profile

### 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