Compare Tools
Pick a category, then select 2–3 tools to compare side by side.
Category
Select 2–3 tools to compare
MongoDB Vector SearchcloudFree M0 cluster (512MB)
QdranthybridFree (self-hosted, Apache 2.0)
Hybrid Search
Metadata Filtering
Multi Tenancy
Managed Embeddings
Mcp Server
Serverless
Pricing
Free M0 cluster (512MB)$57+/mo M10 dedicatedSearch Nodes billed separatelyCustom Enterprise
Free (self-hosted, Apache 2.0)Free Tier (1GB cluster)Standard Tier (usage-based)Premium Tier (minimum spend required)
Open Source
Self-Hosted
SDK Languages
pythonjavascripttypescriptgojavacsharprubyphprust
pythonjavascripttypescriptrustgojavacsharp
Frameworks
langchainllamaindexvercel-aihaystack
langchainllamaindexvercel-aiopenai-agentshaystackdspy
Compliance
soc2hipaagdprpci-dssiso27001
soc2gdprhipaa
Best For
Teams already on MongoDB who want vector search next to operational data — one driver, one query language, one backup story
High-performance vector search with rich payload filtering — Rust-written, predictable latency, and a clean self-hosted path
Limitations
Vector indexes are tied to Atlas (not self-hosted Community Server); search nodes add cost; index build times can be long for large collections
No built-in embedding generation — bring your own embeddings; managed cloud is younger than Pinecone's; fewer turnkey RAG modules than Weaviate
Supported Not supported Unverified