Qdrant vs Claude Code
Rust-based vector DB — high performance, OSS, managed cloud
vs. Anthropic's terminal-native coding agent — built for deep codebase work
Pricing tiers
Qdrant
Free Forever
Single-node 0.5 vCPU / 1 GB RAM / 4 GB disk. Free cloud inference models.
Free
Standard
Usage-based. Dedicated resources, flexible scaling. 99.5% SLA. Backups + DR. Free inference tokens.
$0 base (usage-based)
Self-Host (OSS)
Apache 2.0 licensed. Run for free.
$0 base (usage-based)
Hybrid Cloud (BYOC)
Run managed cluster on your infra. Data stays in your network.
Custom
Premium
Min spend required. SSO + private VPC links. 99.9% SLA. 24x7 enterprise support.
Custom
Private Cloud
Dedicated + isolated. Custom SLA. Large enterprise.
Custom
Claude Code
API (pay-per-token)
Pay-per-token via Anthropic API. Sonnet: $3/$15 per 1M in/out. Opus: $15/$75. Best for heavy/team use.
$0 base (usage-based)
Claude Pro
$20/mo. Includes limited Claude Code usage via subscription (Sonnet). Heaviest users will hit caps.
$20/mo
Claude Team
$30/user/mo. Shared workspace, admin controls, priority support.
$30/mo
Claude Max
$200/mo. Higher Claude Code quotas + priority access to Opus.
$200/mo
Enterprise
Custom. SSO, audit logs, SOC 2, dedicated support, HIPAA-eligible.
Custom
Free-tier quotas head-to-head
Comparing free on Qdrant vs api-pay-per-use on Claude Code.
| Metric | Qdrant | Claude Code |
|---|---|---|
| No overlapping quota metrics for these tiers. | ||
Features
Qdrant · 13 features
- BYOC (Hybrid Cloud) — Managed Qdrant in your cloud account.
- Cloud Inference — Hosted embedding models for free tokens.
- Cluster Monitoring — Prometheus metrics + health.
- Collections — Typed collections with named vectors + payload schema.
- Distributed — Horizontal sharding + Raft replication.
- Hybrid Search — Sparse + dense + keyword in one query.
- Multi-Vector — Multiple vectors per point (text + image, etc.).
- Open Source — Apache 2.0 licensed.
- Payload Filters — Rich filter DSL with indexed fields.
- Quantization — Scalar + product + binary for memory reduction.
- RBAC — API-key scopes + roles.
- Snapshots + Restore — Backup + DR primitives.
- Sparse Vectors — BM25 + SPLADE sparse embeddings natively.
Claude Code · 16 features
- Background Tasks — Long-running processes.
- Claude Agent SDK — Build custom agents on same primitives.
- claude CLI — Terminal command.
- Git Worktrees — Isolated worktree per session.
- Hooks — Lifecycle shell commands.
- IDE Extensions — VS Code + JetBrains + Zed.
- MCP Client — Connect any MCP server.
- Memory (CLAUDE.md) — Persistent per-project instructions.
- Native Tools — Bash, Read, Write, Edit, Grep, Glob, WebFetch.
- Plan Mode — Dry-run — Claude shows plan without executing.
- Prompt Caching — 90% discount on repeated context.
- Sandbox Modes — Safe execution of risky commands.
- Slash Commands — User-defined workflows.
- Task Tool (subagents) — Spawn parallel Claude subagents.
- TodoWrite Tool — Internal task tracking.
- WebSearch + WebFetch — Live internet access.
Developer interfaces
| Kind | Qdrant | Claude Code |
|---|---|---|
| CLI | — | claude CLI |
| SDK | go-client, java-client, qdrant-client (py), qdrant-client (rust), qdrant-dotnet, @qdrant/js-client-rest | Claude Agent SDK |
| REST | Qdrant REST API | — |
| MCP | Qdrant MCP | MCP Client (built-in) |
| OTHER | Qdrant gRPC | Claude Code Web, GitHub/PR Bridge, Hooks System, JetBrains Plugin, Slash Commands, VS Code Extension |
Staxly is an independent catalog of developer platforms. Some links to Qdrant and Claude Code may be affiliate links — Staxly may earn a commission if you sign up through them, at no extra cost to you. Pricing is verified against vendor pages at publication time — reconfirm before buying.
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