MCP Comparison · 2026
Qdrant vs Weaviate MCP Server
Comparing Qdrant and Weaviate as MCP servers? Qdrant (search vectors) is best when self-hosted vector search. Weaviate (search vectors & text) is best when hybrid (bm25 + vector) retrieval. Both run as Model Context Protocol servers and can coexist in the same client. Updated 2026.
Side-by-side specs
Pulled from each MCP's verified fact sheet.
| Qdrant | Weaviate | |
|---|---|---|
| Primary function | Search Vectors | Search Vectors & Text |
| Maintainer | Qdrant | Weaviate |
| Pricing | Freemium | Freemium |
| Setup complexity | Medium · ~10 min | Medium · ~10 min |
| Transport | stdio | stdio |
| Auth model | API key | API key |
| License | Apache-2.0 | BSD-3-Clause |
| Language | Python | Python |
| Latest version | latest | latest |
| Compatible clients | Claude, Cursor, Any MCP-compatible client | Claude, Cursor, Any MCP-compatible client |
| Last verified | 2026-05-26 | 2026-05-26 |
Which one should you pick?
Decision rubric drawn from each MCP's documented strengths.
Choose Qdrant
- Self-hosted vector search
- Payload-filtered retrieval
- Local development with cloud parity
Choose Weaviate
- Hybrid (BM25 + vector) retrieval
- Generative search at the DB layer
- Multi-modal indexing
Pick something else if…
- Hands-off ops
- Zero-ops use cases
Feature breakdown
Key capabilities each server ships out of the box.
Qdrant
- Apache-2.0 license
- Strong payload filters
- Self-host or managed
- Hybrid sparse-dense
- Quantization for memory
Weaviate
- Hybrid search built in
- Generative modules
- Pluggable embedding providers
- Multi-tenancy
- Self-host or managed
Install snippets
Open the detail page for ready-to-paste config for every major client.
FAQ
Qdrant vs Weaviate: which MCP server should I use?
Pick Qdrant when self-hosted vector search. Pick Weaviate when hybrid (bm25 + vector) retrieval. Qdrant is built for search vectors, while Weaviate focuses on search vectors & text.
Can I run both Qdrant and Weaviate together?
Yes. MCP clients run each server as a separate process and surface every server's tools simultaneously, so you can install both and let your agent decide which to call. Be deliberate with auth scopes when stacking servers.
How fresh is this comparison?
Updated for 2026. Qdrant's last verification: 2026-05-26. Weaviate's last verification: 2026-05-26. We refresh detail-page facts on every catalog rebuild.
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