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4 changes: 2 additions & 2 deletions README.md
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[![GitHub license](https://img.shields.io/badge/license-MIT-blue.svg)](https://github.com/optuna/optuna-mcp)
[![Tests](https://github.com/optuna/optuna-mcp/actions/workflows/tests.yml/badge.svg)](https://github.com/optuna/optuna-mcp/actions/workflows/tests.yml)

A [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) server that automates optimization and anlysis using [Optuna](http://optuna.org).
A [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) server that automates optimization and analysis using [Optuna](http://optuna.org).
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Good catch!


<img width="840" alt="image" src="https://raw.githubusercontent.com/optuna/optuna-mcp/main/examples/sphere2d/images/sphere2d-6.png" />

Expand Down Expand Up @@ -215,7 +215,7 @@ Optuna dashboard provides various visualizations to analyze the optimization res

This demo showcases how to use the Optuna MCP server to automatically find optimal FFmpeg encoding parameters. It optimizes x264 encoding options to maximize video quality (measured by the SSIM score) while keeping encoding time reasonable.

Check out [examples/ffmpeg.md](https://github.com/optuna/optuna-mcp/tree/main/examples/ffmpeg/ffmpeg.md) for details.
Check out [examples/ffmpeg](https://github.com/optuna/optuna-mcp/tree/main/examples/ffmpeg/README.md) for details.
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### Optimizing the Cookie Recipe

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