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)
PineconecloudFree (1 starter index, 2GB storage)
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 (1 starter index, 2GB storage)$50/mo Standard (usage-based)Custom Enterprise
Open Source
Self-Hosted
SDK Languages
pythonjavascripttypescriptgojavacsharprubyphprust
pythonjavascripttypescriptgojava
Frameworks
langchainllamaindexvercel-aihaystack
langchainllamaindexvercel-aiopenai-agentshaystack
Compliance
soc2hipaagdprpci-dssiso27001
soc2hipaagdpriso27001
Best For
Teams already on MongoDB who want vector search next to operational data — one driver, one query language, one backup story
Production RAG and agent memory at scale — serverless billing, generous free tier, and a managed experience with zero ops
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
Cloud-only with no self-hosted option; vendor lock-in on proprietary index format; advanced features like dedicated read nodes add cost quickly at scale
Supported Not supported Unverified