adityak74/mcp-scholarly
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A MCP server to search for accurate academic articles.
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AI Evaluation ReportTotal Score: 2/10
The agent demonstrates a significant limitation in accurately retrieving relevant scholarly articles from arXiv based on specific topics and timeframes. In the tests conducted, the agent consistently failed to provide articles directly related to the requested topics, often returning unrelated results. This indicates a malfunction or inefficiency in the search and filtering process. The only partially successful attempt was the first query, where only one out of five articles was relevant. The agent's inability to correctly identify and filter articles for the remaining queries highlights a critical weakness in its functionality. Overall, the agent's performance is unreliable for precise academic searches.
Test case 1
Score: 3/10Search for scholarly articles on arXiv related to 'quantum computing' published in the last 5 years.I found several scholarly articles related to 'quantum computing' published recently on arXiv. Here are some notable ones:
- Title: Amplitude amplification and estimation require inverses
Summary: This paper discusses how quantum speedups for brute-force search and counting only hold when the processes can be efficiently inverted. It emphasizes the challenges of quantum speedups in settings where inverses are difficult to implement.
PDF: Download PDF - Title: Gaussian Variation Field Diffusion for High-fidelity Video-to-4D Synthesis
Summary: This research presents a novel framework for generating high-quality dynamic 3D content from single video inputs, addressing challenges in 4D diffusion modeling.
PDF: Download PDF - Title: Projected branes as platforms for crystalline, superconducting, and higher-order topological phases
Summary: The study explores how projected branes constructed from higher-dimensional crystals can exhibit various topological phases.
PDF: Download PDF - Title: Half-Physics: Enabling Kinematic 3D Human Model with Physical Interactions
Summary: This paper introduces a mechanism that allows 3D human models to interact physically with their environment, addressing limitations in previous models.
PDF: Download PDF - Title: Two-dimensional Disordered Projected Branes: Stability and Quantum Criticality via Dimensional Reduction
Summary: The paper discusses the stability of electronic phases in quantum materials, using 2D disordered projected branes to reproduce the quantum phase diagram of their 3D counterparts.
PDF: Download PDF These articles cover various aspects and recent advancements in quantum computing and related fields. You can explore these links for more detailed information.
- Title: Amplitude amplification and estimation require inverses
Test case 2
Score: 2/10Search for scholarly articles on arXiv related to 'machine learning applications in healthcare' published in the last 3 years.No valid answer is generated due to tool malfunction. The response lists articles that do not relate to 'machine learning applications in healthcare', indicating that the tool did not correctly filter or retrieve relevant articles from arXiv. The titles and summaries provided do not match the specified topic, suggesting a malfunction in the search or filtering process of the tool.
Test case 3
Score: 2/10Search for scholarly articles on arXiv related to 'climate change mitigation strategies' published in the last 2 years.No valid answer is generated due to tool malfunction. The response lists articles that are unrelated to 'climate change mitigation strategies', indicating that the tool did not correctly filter or retrieve the relevant articles from arXiv.
Test case 4
Score: 2/10Search for scholarly articles on arXiv related to 'renewable energy storage solutions' published in the last 3 years.No valid answer is generated due to tool malfunction. The response lists articles that are unrelated to 'renewable energy storage solutions', indicating that the tool did not correctly filter or retrieve the relevant articles from arXiv.
Test case 5
Score: 2/10Search for scholarly articles on arXiv related to 'artificial intelligence in financial markets' published in the last 3 years.No valid answer is generated due to invalid input. The search did not return specific articles directly related to 'artificial intelligence in financial markets' in the last three years. The articles found were not directly focused on financial markets, indicating that the input criteria may not have matched available articles on arXiv.