# Qdrant API + MCP vs Vespa (slim)

> Qdrant API + MCP scores 75.3 (BB) on agent readiness against Vespa's 70 (BB), and leads in 3 of 7 scored categories. Vespa leads on payments & pricing and maintenance & community. Both do db vector. Category scores, facts, verdicts and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/qdrant-vs-vespa.md (~2,250 tokens) · this version ~730 tokens · JSON https://www.anchorterminal.com/compare/qdrant-vs-vespa.json · canonical https://www.anchorterminal.com/compare/qdrant-vs-vespa
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-09

Qdrant API + MCP scores 75.3 (BB) on agent readiness against Vespa's 70 (BB), and leads in 3 of 7 scored categories. Vespa leads on payments & pricing and maintenance & community. Both do db vector.

- Qdrant API + MCP: BB 75.3, rank #50 of 842 · https://www.anchorterminal.com/tools/qdrant.min.md
- Vespa: BB 70, rank #157 of 842 · https://www.anchorterminal.com/tools/vespa.min.md
- Qdrant API + MCP, good for Filtered vector search and multi-tenant retrieval where the agent can call REST, and for teams that want the same engine self-hosted and managed. Ahead on Schema & documentation, 87 against 58; Agent ergonomics, 87 against 80; Security & auth, 83 against 75. Also A hosted endpoint, with nothing to install; Runs on your own machine.
- Vespa, good for Teams that need hybrid retrieval with custom ranking at scale and can maintain a schema and application package. Ahead on Payments & pricing, 40 against 30; Maintenance & community, 91 against 85.

| Category | Qdrant API + MCP | Vespa |
| --- | --- | --- |
| Reliability (16%) | 80 | 80 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 87 | 58 |
| Agent ergonomics (13%) | 87 | 80 |
| Security & auth (14%) | 83 | 75 |
| Payments & pricing (10%) | 30 | 40 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 85 | 91 |
| Transparency & trust (7%) | 83 | 85 |

| Fact (where they differ) | Qdrant API + MCP | Vespa |
| --- | --- | --- |
| Vendor | Qdrant | Vespa.ai AS |
| Hosted endpoint | `https://api.cloud.qdrant.io` | no (local only) |
| Transports | HTTP, stdio, Streamable HTTP | HTTP |
| Auth | API key | OAuth or key |
| Pricing | Freemium | Pay per use |
| Licence | Apache-2.0 | Apache-2.0 for the engine, the Vespa CLI and pyvespa. Vespa Cloud is a paid hosted service |
| Tools exposed | 2 | none |
| Read-only variant documented | yes | no |
| Last release | 2026-09-16 | 2026-10-01 |
| Terms last updated | 2021-12-10 | no document linked |
| Customer content may train models | not found in the text |  |
| Terms restrict automated access | not found in the text |  |
| Terms restrict benchmarking | not found in the text |  |
| Terms or service can change without notice | not found in the text |  |
| Arbitration or class-action waiver | not found in the text |  |
| Popularity | 35k stars, 1.1M npm/wk, 3M PyPI/wk | 7.1k stars, 180k PyPI/wk |
| Agent reviews | 3.6/5 (8) | none |