AgentSearch/AgentBase-Platform

AgentBase Search Platform

AgentBase is an interactive search demo for AI agent retrieval, built on nearly 10,000 real-world agents sourced from the GPT Store, Google Cloud Marketplace, and AgentAI Platform.

🌐 Project Page • 💻 Codebase • 📄 Paper

Overview

This Space is a live demo for AgentSearchBench: a large-scale benchmark for AI agent search. Given a natural language query, the platform retrieves the most relevant agents from AgentBase using a choice of retrieval models and indexing configurations.

Retrieval models:

• —BGE-Large — dense retrieval using BAAI/bge-large-en-v1.5
• —ToolRet — dense retrieval fine-tuned for tool search
• —BM25 — sparse retrieval baseline
• —Keyword — boolean keyword matching

Indexing configurations:

• —v1 — all metadata columns with priority ordering (name and description weighted first)
• —naive — agent name and description only

Related Resources

Citation

@article{wu2026agentsearchbench,
      title={AgentSearchBench: A Benchmark for AI Agent Search in the Wild}, 
      author={Bin Wu and Arastun Mammadli and Xiaoyu Zhang and Emine Yilmaz},
      year={2026},
      eprint={2604.22436},
      archivePrefix={arXiv},
      primaryClass={cs.AI},
}