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---
title: AutoAnalyst
emoji: πŸ“Š
colorFrom: green
colorTo: indigo
sdk: docker
app_port: 8000
pinned: true
license: mit
short_description: An agent that writes & runs its own data analysis
---
# πŸ“Š AutoAnalyst
Ask a question in plain English β†’ AutoAnalyst **writes Python, runs it against a real
dataset, draws charts, and explains the answer** β€” streaming every step live so you can
watch it think.
It's an agentic tool-use loop, not a one-shot prompt: the model gets a single
`run_python` tool and a live pandas session, then explores the data, computes the
result, and self-corrects when its code errors.
## How to use
1. Pick one of the bundled datasets (Titanic, tips, penguins, e-commerce sales).
2. Click an example question or type your own.
3. Hit **Analyze** and watch the steps appear β€” the code it wrote, the output, the
charts β€” followed by a plain-English answer.
> Powered by **Groq Β· llama-3.3-70b** tool-calling + a sandboxed pandas/matplotlib
> executor. Pick a bundled dataset or **upload your own CSV/Excel** and analyze it on
> the spot.
## Links
- πŸ’» **Source & docs:** [github.com/abdullahkousa2/autoanalyst](https://github.com/abdullahkousa2/autoanalyst)
- πŸ“¦ **Library:** `pip install autoanalyst`
Built with Groq Β· pandas Β· matplotlib Β· FastAPI Β· Server-Sent Events. No GPU required.