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README.md

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 title: BioDesignBench Leaderboard
-emoji: 🐠
-colorFrom: purple
+emoji: "\U0001F9EC"
+colorFrom: blue
 colorTo: purple
 sdk: gradio
-sdk_version: 6.8.0
+sdk_version: "4.44.0"
 app_file: app.py
 pinned: false
+license: mit
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# BioDesignBench Leaderboard
+
+Evaluating LLM Agents on Protein Design via MCP Tools.
+
+**Romero Lab, Duke University**
+
+## Overview
+
+BioDesignBench is the first comprehensive benchmark for evaluating LLM agents on
+protein design tasks via MCP (Model Context Protocol) tool use. This leaderboard
+tracks agent performance across 76 design tasks spanning 17 taxonomy cells
+(5 DesignTaskTypes x 6 BiologicalContexts), scored on a 100-point rubric with
+6 components: Approach, Orchestration, Quality, Feasibility, Novelty, Diversity.
+
+## Features
+
+- **Overall Leaderboard** — Mixed-ranking table with baselines and LLM agents
+- **Taxonomy Breakdown** — Heatmap of per-cell scores across 17 taxonomy cells
+- **Component Analysis** — Radar and bar charts comparing 6 scoring components
+- **Benchmark vs User Mode** — Paired comparison of the same LLM in two modes
+- **About** — Methodology, submission guide, and citation info