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    5. Marqo
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    Added 6/28/2026

    Marqo

    Open-source vector search with built-in embedding inference

    Marqo is profiled here as a Backend tool for engineering teams. Read about features, pricing, and how it compares to related options in the tools directory.

    BackendRAG FrameworkEmbeddingsData IngestionFree
    Visit WebsiteGitHub

    Description

     Marqo is an open-source vector search engine, created by Tom Hamer and Jesse Clark, that folds embedding generation and vector storage into a single system. A developer sends text or images and Marqo embeds, indexes, and serves them, which removes the separate embedding step that most vector setups require. It handles multimodal data and supports tensor-based search, and Marqo Cloud offers a managed deployment for teams that prefer not to run the engine themselves.

    Key Capabilities:

    • End-to-end search that embeds, indexes, and queries from one engine

    • Built-in inference that removes the need for a separate embedding service

    • Multimodal indexing of text and images in the same store

    • Tensor-based retrieval for fine-grained semantic matching

    • A simple API for adding documents and running queries

    • Marqo Cloud for managed, scalable deployments

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