BenchRank
#13 in DatabasesUpdated 2026-08

HelixDB

by HelixDB · Graph-vector database for AI memory, RAG and knowledge graphs

65.3 — BenchRank score out of 100

Screenshots of HelixDB

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Homepage · HelixDB

Homepage of HelixDB

Overview

HelixDB combines knowledge graphs, vector search, temporal data and full-text search in a single Rust engine, aimed at agent memory, RAG and company knowledge bases. Helix Cloud runs it on object storage, with a gateway in front of one writer node and multiple cached reader nodes that scale with load.

Best for
Teams building agent memory, GraphRAG or company-wide knowledge search on one graph-vector store.
Pricing
The captured text shows no prices; the homepage only points to a separate pricing.md page.
Runs on
WebCLI

Strengths and trade-offs

Strengths

  • Graph, vector, temporal and full-text search in one Rust engine
  • Type-safe traversals from Rust, Go, TypeScript and Python
  • Reader nodes scale up under load and back down when demand drops
  • Cloud deployment stores graph and vector data on object storage

Trade-offs

  • Production high availability needs at least 3 gateways and 3 DB nodes
  • Smaller clusters run in Dev mode and are not recommended for production
  • No prices on the homepage; pricing sits on a separate pricing.md page

How this score is made up

Each dimension is scored out of 100 and combined into the headline score using fixed weights.

MCP support
80 out of 100
API quality
15 out of 100
Documentation
80 out of 100
Agent friendliness
91 out of 100
Changelog
100 out of 100
Marketing site structure
60 out of 100
Operational trust
40 out of 100

Measured, but not part of the score

Useful to know, but not a mark for or against the product — so these do not affect the ranking.

Openness
85 out of 100
Maintenance
90 out of 100

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