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 <h1 align="center">MCP-Atlas: A Large-Scale Benchmark for Tool-Use Competency with Real MCP Servers</h1>
 <p align="center">
-<a href="https://scale.com/leaderboard/mcp_atlas">Leaderboard</a> | <a href="#">MCP Atlas Paper (Coming Soon)</a> | <a href="https://github.com/scaleapi/mcp-atlas/tree/main">Github</a>
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 <h1 align="center">MCP-Atlas: A Large-Scale Benchmark for Tool-Use Competency with Real MCP Servers</h1>
 <p align="center">
+<a href="https://scale.com/leaderboard/mcp_atlas">Leaderboard</a> | <a href="https://static.scale.com/uploads/674f4cc7a74e35bcaae1c29a/MCP_Atlas.pdf">MCP Atlas Paper</a> | <a href="https://github.com/scaleapi/mcp-atlas/tree/main">Github</a>
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