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This paper presents A2X, an LLM-native pipeline that recursively constructs and searches hierarchical service taxonomies to overcome the limited effective context window of LLMs for service discovery in the Internet of Agents. It significantly improves retrieval accuracy and reduces token consumption compared to full-context and embedding-based baselines.