Marqo
Marqo's open-source multimodal (text + image) vector search engine is deprecated and gets no further updates; the company now sells an AI-native ecommerce search and product discovery platform with personalization from clickstream and purchase data. The engine handled embedding generation internally behind a single API.
Deprecated · Verified 2026-10-29 · fresh as of 2026-10-29 · 45 cited facts, 8 with a third-party source · 1 recorded change · Suggest a correction
At a glance
- Type
- Multimodal vector via single API vendor fix
- Tier
- T2
- Section
- Vector-database infrastructure
- Latest release
- not applicable — not OSS fix
- License
- Apache-2.0 repo fix
- Pricing
- Pay-per-use vendor fix
- Funding
- $18M Series A · 2024-02 third-party fix
- Freshness
- 2026-10-29 fix
- Layer
- model-infra repo fix
- Licensing
- open-source repo fix
- Accelerator
- google-for-startups-2024 third-party fix
- Developer activity
- OpenRank 0.61 (12-mo avg 7.77) · 2 participants — 2026-09 third-party fix
When to use
Optimised for: low-latency similarity search + scale
Anti-fit: not for relational / graph-heavy queries (vector-first by design)
Pros & cons
Pros
Tightly integrates embedding generation with vector search — no separate embedding pipeline needed.
Cons
Smaller community than mainstream vector DBs; less flexibility on embedding model choice.
Claims & capabilities
LangChain vector store integration.
Technical surface
- API surface
- REST, SDK: Python, JS
- Backend storage
- custom (Vespa-backed)
- Deployment
- Managed-only — commercial Marqo platform; the self-hosted OSS engine is deprecated
- Embedding model
- multiple supported
- Multi-tenancy
- namespace
- MCP
- no first-party MCP adapter published as of 2026-05; community connectors may exist.
- A2A
- no Google A2A (Agent2Agent) integration documented as of 2026-05.
- OpenTelemetry
- no first-party OpenTelemetry exporter documented; standard logs/metrics typically available.
Alternatives to Marqo → live options ranked by shared design, licence, hosting and MCP support
Similar systems
Other vector-database infrastructure in the catalog, ranked by inbound references.
- Qdrant T1
Distribution-Based Score Fusion + RRF. Sparse vectors native; filtering via ANN graph modification.
- Chroma T1
Limited native hybrid (users build RRF custom). Fast Rust core (v2.5). Acquired by Replit (definitive agreement announced 2026-10-23); Chroma Cloud is winding down (writes disabled 2026-11-22, reads disabled 2026-12-22) while open-source ChromaDB continues under Apache-2.0.
- pgvector T1
Stores embeddings alongside relational + full-text data. HNSW + IVFFlat ANN indexes. Used as agent conversation memory via LangChain + MCP. Foundation of Supabase AI and many self-hosted RAG stacks.
- Weaviate T1
Hybrid Search 2.0 with learned ranking. BM25 + vector in unified index.
- Milvus T1
Multi-vector columns (10 simultaneous). Native hybrid search (v2.5). CAGRA + Vamana GPU/CPU (v2.6).
- Pinecone T1
Managed vector DB. Cascading sparse + dense + rerank pipeline; pinecone-rerank-v0 .
Sources (44 cited facts, 8 third-party)
Each fact links to the page it came from; the badge says who published it (how to read sources).
- What it is Multimodal vector via single API vendor
- What it does & what's distinct Marqo's open-source multimodal (text + image) vector search engine is deprecated and get… repo
- Claims / benefits LangChain vector store integration. vendor
- Modalities text + image vendor
- Created 2022 third-party
- License Apache-2.0 repo
- GitHub marqo-ai/marqo — ~5.0k stars, OSS deprecated (no further updates) repo
- Mindshare 1 press ~30 (Series A s jobs third-party
- Funding $18M Series A · 2024-02 third-party
- Customers / scale 11-50 ppl Redbubble, Temple & Webster third-party
- Pricing Pay-per-use vendor
- Compliance SOC 2 Type II vendor
- Data handling Customer data stored only for service delivery; isolated with strong access controls vendor
- Deployment Managed-only — commercial Marqo platform; the self-hosted OSS engine is deprecated repo
- HQ AU third-party
- Founders / pedigree Tom Hamer (CEO/co-founder; ex-AWS engineer), Jesse Clark (CTO/co-founder; physics + ML b… third-party
- Memory volume / scale no scale claim vendor
- Performance No public ANN-Benchmarks entry; Marqo emphasises end-to-end multimodal pipeline (embed +… vendor
- API surface REST, SDK: Python, JS vendor
- Backend storage custom (Vespa-backed) vendor
- Multi-tenancy namespace vendor
- Encryption at-rest + in-transit vendor
- Embedding model multiple supported vendor
- Versioning immutable append-log vendor
- Schema evolution schema with migration vendor
- Namespace primitives per-tenant vendor
- Contradiction handling always overwrite (last-write-wins) vendor
- Forgetting policy none (permanent) vendor
- Webhooks / events no vendor
- Import / export JSON via REST; batched document add/get/delete vendor
- Validated verticals RAG developers, agent builders (broad horizontal); financial-services, healthcare, legal… vendor
- Time to running <10min (managed cloud) to <1hr (self-host Docker) vendor
- Anti-fit not for relational / graph-heavy queries (vector-first by design) vendor
- Optimised for low-latency similarity search + scale vendor
- Adjacent infrastructure BYO embedding model + LLM; this IS the vector store vendor
- Pros Tightly integrates embedding generation with vector search — no separate embedding pipel… vendor
- Cons Smaller community than mainstream vector DBs; less flexibility on embedding model choice. vendor
- Project & sources marqo.ai vendor
- adoption-accelerator google-for-startups-2024 third-party
- architecture-deployment-locus cloud repo
- licensing-bucket open-source repo
- positioning-platform-vs-product product vendor
- taxonomy-three-layer-rollup model-infra repo
- developer-activity-opendigger {"activity":5.66,"as_of":"2026-09","openrank_12mo":7.77,"openrank_current":0.61,"partici… third-party
What changed
Changes to this record's lifecycle, licence, release, pricing and hosting facts, from the catalog's git history. Subscribe (Atom)
Related systems
Referenced by (1)
- OpenLLMetry (Traceloop) integrates with — OpenLLMetry's What's Supported page lists Marqo as instrumented out of the box. (verified 2026-10-29)