This paper introduces Image Bundle Composition (IBC), shifting image retrieval from scoring individual photos to dynamically assembling cohesive image collections with structural relationships. IBCBench, a benchmark of 109,467 images and 667 queries, accompanies BundleWeaver, an agentic framework using LLMs and vision-language models to discover related images through incremental hyperedge discovery.