# Chroma API + MCP vs Qdrant API + MCP (slim)

> Qdrant API + MCP has a score of 75.3 (BB) against Chroma API + MCP's 45.4 (E). Both do db vector. The largest gap is maintenance & community, 50 points. Category scores, facts, verdicts and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/chroma-vs-qdrant.md (~1,550 tokens) · this version ~380 tokens · JSON https://www.anchorterminal.com/compare/chroma-vs-qdrant.json · canonical https://www.anchorterminal.com/compare/chroma-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 Chroma API + MCP's 45.4 (E). Both do db vector. The largest gap is maintenance & community, 50 points.

- Chroma API + MCP: E 45.4, rank #400 of 452 · https://www.anchorterminal.com/tools/chroma.min.md
- Qdrant API + MCP: BB 75.3, rank #37 of 452 · https://www.anchorterminal.com/tools/qdrant.min.md
- Pick Chroma API + MCP for nothing in particular. Pick Qdrant API + MCP for reliability (+20), schema & documentation (+16), agent ergonomics (+14), security & auth (+45), maintenance & community (+50), transparency & trust (+9).

| Category | Chroma API + MCP | Qdrant API + MCP |
| --- | --- | --- |
| Reliability (16%) | 60 | 80 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 71 | 87 |
| Agent ergonomics (13%) | 73 | 87 |
| Security & auth (14%) | 38 | 83 |
| Payments & pricing (10%) | 30 | 30 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 35 | 85 |
| Transparency & trust (7%) | 75 | 84 |