Marqo is an open-source, multimodal vector search engine that lets developers index text and images, generate embeddings on the fly, and run tensor, lexical, and hybrid search through a single REST API. Built on Vespa for storage and retrieval and FastAPI for the HTTP surface, Marqo bundles model inference (Sentence Transformers, OpenCLIP, ONNX) inside the engine so a single docker run produces a working semantic search stack. The Apache 2.0 open-source engine has been marked deprecated by the maintainers as Marqo pivots to a hosted ecommerce search product, but the project remains widely forked, downloaded, and self-hosted, with active sibling repositories for the Python client, Terraform provider, InstantSearch client, ecommerce embedding models, and Generalised Contrastive Learning research.
APIs.json: https://raw.githubusercontent.com/api-evangelist/marqo/refs/heads/main/apis.yml
- Type: Index
- Position: Consumer
- Access: 3rd-Party
- Vector Database
- Vector Search
- Multimodal
- Semantic Search
- Embeddings
- AI
- Machine Learning
- Open Source
- Ecommerce Search
- Created: 2026-05-08
- Modified: 2026-05-25
The Marqo REST API is the HTTP surface exposed by the open-source engine (default http://localhost:8882). It provides index lifecycle management, document add/update/get/delete, lexical/tensor/hybrid search, recommendations, embedding generation, model lifecycle, telemetry, and health endpoints. The same surface is served by Marqo Cloud at https://api.marqo.ai, and the live OpenAPI schema is published by the running engine at /openapi.json with Swagger UI at /docs.
- Human URL: https://docs.marqo.ai/
- Base URL:
http://localhost:8882
- REST
- Indexes
- Documents
- Search
- Embeddings
- Models
- Multimodal
- Documentation
- OpenAPI — OpenAPI Specification
- Postman Collection — Postman Collection 2.1
- Open Collection — Open Collection 1.0
- API Reference
- Getting Started
- Source Code
- Deprecation
- Website
- GitHub Organization
- GitHub Repository
- Documentation
- Getting Started
- License
- Blog
- Pricing
- Plans
- Rate Limits
- Fin Ops
- SDK
- SDK
- Tools
- Tools
- Tools
- Models
- Models
- Research
- Examples
- Course
- Features
- Use Cases
- Integrations
FN: Kin Lane Email: kin@apievangelist.com