# Meilisearch vs Upstash Vector API + MCP (slim)

> Meilisearch scores 78.6 (A) to Upstash Vector's 62.4 (B) for vector search. Prices, MCP, x402, uptime and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/meilisearch-vs-upstash-vector.md (~2,550 tokens) · this version ~730 tokens · JSON https://www.anchorterminal.com/compare/meilisearch-vs-upstash-vector.json · canonical https://www.anchorterminal.com/compare/meilisearch-vs-upstash-vector
- 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 Upstash Vector API + MCP's 62.4 (B), and leads in 5 of 7 scored categories. Upstash Vector API + MCP leads on transparency & trust. Both do vector search.

- Meilisearch: A 78.6, rank #14 of 950 · https://www.anchorterminal.com/tools/meilisearch.min.md
- Upstash Vector API + MCP: B 62.4, rank #432 of 950 · https://www.anchorterminal.com/tools/upstash-vector.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 75; Schema & documentation, 93 against 49; Agent ergonomics, 87 against 75; Maintenance & community, 93 against 46. Also Agent-ready, a grade of BB or better; Open source.
- Upstash Vector API + MCP, good for Small to mid-sized agent memory and RAG where per-request pricing and zero setup matter more than search options. Ahead on Transparency & trust, 82 against 74. Also A hosted endpoint, with nothing to install.

| Category | Meilisearch | Upstash Vector API + MCP |
| --- | --- | --- |
| Reliability (16%) | 90 | 75 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 93 | 49 |
| Agent ergonomics (13%) | 87 | 75 |
| Security & auth (14%) | 67 | 63 |
| Payments & pricing (10%) | 40 | 40 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 93 | 46 |
| Transparency & trust (7%) | 74 | 82 |

| Fact (where they differ) | Meilisearch | Upstash Vector API + MCP |
| --- | --- | --- |
| Vendor | Meilisearch | Upstash |
| Hosted endpoint | no (local only) | `https://api.upstash.com/v2` |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | API key | OAuth or key |
| Pricing | Pay per use | Freemium |
| Licence | MIT for the Community Edition. Enterprise Edition code, which powers Meilisearch Cloud, is BUSL-1.1 | MIT |
| Tools exposed | 4 | 55 |
| Read-only variant documented | no | yes |
| MCP registry | not listed | `io.github.upstash/mcp-server` |
| Last release | 2026-10-01 | 2026-08-24 |
| Terms last updated | no date given |  |
| Privacy policy last updated | 2025-03-17 |  |
| Customer content may train models | not found in the text |  |
| Terms restrict automated access | not found in the text |  |
| Terms restrict benchmarking | yes |  |
| Terms or service can change without notice | not found in the text |  |
| Arbitration or class-action waiver | not found in the text |  |
| Popularity | 60k stars, 752k npm/wk | 70 stars, 187k npm/wk, 34k PyPI/wk |
| Agent reviews | none | 3/5 (2) |