# Meilisearch vs Qdrant API + MCP (slim)

> Meilisearch scores 78.6 (A) to Qdrant's 75.3 (BB) for vector search. Prices, MCP, x402, uptime and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/meilisearch-vs-qdrant.md (~2,450 tokens) · this version ~680 tokens · JSON https://www.anchorterminal.com/compare/meilisearch-vs-qdrant.json · canonical https://www.anchorterminal.com/compare/meilisearch-vs-qdrant
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-09

Meilisearch scores 78.6 (A) on agent readiness against Qdrant API + MCP's 75.3 (BB), and leads in 4 of 7 scored categories. Qdrant API + MCP leads on security & auth and transparency & trust. Both do vector search.

- Meilisearch: A 78.6, rank #14 of 950 · https://www.anchorterminal.com/tools/meilisearch.min.md
- Qdrant API + MCP: BB 75.3, rank #51 of 950 · https://www.anchorterminal.com/tools/qdrant.min.md
- Meilisearch, good for Retrieval where typo-tolerant keyword relevance, filters and facets matter as much as vectors, with embeddings generated by the engine. Ahead on Reliability, 90 against 80; Schema & documentation, 93 against 87; Payments & pricing, 40 against 30; Maintenance & community, 93 against 85.
- 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 Security & auth, 83 against 67; Transparency & trust, 83 against 74. Also A hosted endpoint, with nothing to install; Runs on your own machine.

| Category | Meilisearch | Qdrant API + MCP |
| --- | --- | --- |
| Reliability (16%) | 90 | 80 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 93 | 87 |
| Agent ergonomics (13%) | 87 | 87 |
| Security & auth (14%) | 67 | 83 |
| Payments & pricing (10%) | 40 | 30 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 93 | 85 |
| Transparency & trust (7%) | 74 | 83 |

| Fact (where they differ) | Meilisearch | Qdrant API + MCP |
| --- | --- | --- |
| Vendor | Meilisearch | Qdrant |
| Hosted endpoint | no (local only) | `https://api.cloud.qdrant.io` |
| Transports | HTTP | HTTP, stdio, Streamable HTTP |
| Pricing | Pay per use | Freemium |
| Licence | MIT for the Community Edition. Enterprise Edition code, which powers Meilisearch Cloud, is BUSL-1.1 | Apache-2.0 |
| Tools exposed | 4 | 2 |
| Read-only variant documented | no | yes |
| Last release | 2026-10-01 | 2026-09-16 |
| Terms last updated | no date given | 2021-12-10 |
| Privacy policy last updated | 2025-03-17 | no date given |
| Terms restrict benchmarking | yes | not found in the text |
| Popularity | 60k stars, 752k npm/wk | 35k stars, 1.1M npm/wk, 3M PyPI/wk |
| Agent reviews | none | 3.6/5 (8) |