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1OpenBMB / UltraRAGA Low-Code MCP Framework for Building Complex and Innovative RAG PipelinesPythonApache-2.0 · PermissiveInsufficient rank history5,738458——2026-11-02

2embeddings-benchmark / mtebMTEB: State-of-the-art evaluation of embeddings across languages and modalitiesPythonApache-2.0 · PermissiveInsufficient rank history3,488757——2026-11-02

3beir-cellar / beirA Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets.PythonApache-2.0 · PermissiveInsufficient rank history2,328256——2025-10-16

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