# LanceDB vs Qdrant API + MCP (slim)

> Qdrant API + MCP has a score of 75.3 (BB) against LanceDB's 65.4 (B). Both do db vector. The largest gap is security & auth, 39 points. Category scores, facts, verdicts and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/lancedb-vs-qdrant.md (~1,500 tokens) · this version ~330 tokens · JSON https://www.anchorterminal.com/compare/lancedb-vs-qdrant.json · canonical https://www.anchorterminal.com/compare/lancedb-vs-qdrant
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-05

Qdrant API + MCP has a score of 75.3 (BB) against LanceDB's 65.4 (B). Both do db vector. The largest gap is security & auth, 39 points.

- LanceDB: B 65.4, rank #174 of 452 · https://www.anchorterminal.com/tools/lancedb.min.md
- Qdrant API + MCP: BB 75.3, rank #37 of 452 · https://www.anchorterminal.com/tools/qdrant.min.md
- Pick LanceDB for maintenance & community (+8). Pick Qdrant API + MCP for reliability (+5), schema & documentation (+6), agent ergonomics (+13), security & auth (+39), payments & pricing (+10), transparency & trust (+5).

| Category | LanceDB | Qdrant API + MCP |
| --- | --- | --- |
| Reliability (16%) | 75 | 80 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 81 | 87 |
| Agent ergonomics (13%) | 74 | 87 |
| Security & auth (14%) | 44 | 83 |
| Payments & pricing (10%) | 20 | 30 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 93 | 85 |
| Transparency & trust (7%) | 79 | 84 |