AI Plugin IndexQdrant API MCP vs Ruvector
Qdrant API MCP and Ruvector are both databases MCP servers. Ruvector scores higher (94 vs 43 out of 100). Ruvector has more GitHub stars (4.6k), and Ruvector was updated more recently (yesterday). The table compares them side by side.
| Qdrant API MCP | Ruvector | |
|---|---|---|
| Score | 43 / 100 | 94 / 100 |
| What it does | Model Context Protocol server for Qdrant Collections & Points APIs | Self-learning vector database for Node.js — hybrid search, Graph RAG, FlashAttention-3, HNSW, 50+ attention mechanisms |
| Publisher | Verified: npm:qdrant-api-mcp | Verified: npm:ruvector |
| Grades | Licence F, Quality C | Maintenance A, Licence A, Quality A |
| npm downloads a week | 50 | 71,554 |
| Runs | Local | Local |
| Works with | Claude Code, Claude Desktop, Cursor, Codex, Gemini CLI, VS Code, Windsurf | Claude Code, Claude Desktop, Cursor, Codex, Gemini CLI, VS Code, Windsurf |
| GitHub stars | 0 | 4,600 |
| Last commit | 20 Oct 2026 | |
| Licence | None found | MIT |
| Listed since | 20 Oct 2026 | 20 Oct 2026 |
| Install Qdrant API MCP | Install Ruvector |
Questions
Is Qdrant API MCP or Ruvector more popular?
Ruvector has more GitHub stars: 4,600.
Can I use Qdrant API MCP and Ruvector together?
Yes. AI assistants can load several MCP servers at once. Install both and the assistant picks the right one for each task.