AI Plugin IndexEmbarsy Qdrant MCP vs Ruvector
Embarsy Qdrant MCP and Ruvector are both databases MCP servers. Ruvector scores higher (94 vs 58 out of 100). Ruvector has more GitHub stars (4.6k), and Ruvector was updated more recently (yesterday). The table compares them side by side.
| Embarsy Qdrant MCP | Ruvector | |
|---|---|---|
| Score | 58 / 100 | 94 / 100 |
| What it does | Codebase-indexing MCP server for Embarsy — semantic code search over a local Qdrant + OpenAI-compatible embeddings stack. Routes embeddings and Qdrant through Embarsy's proxy so auth and Monitoring counters just work. | Self-learning vector database for Node.js — hybrid search, Graph RAG, FlashAttention-3, HNSW, 50+ attention mechanisms |
| Publisher | Verified: npm:embarsy-qdrant-mcp | Verified: npm:ruvector |
| Grades | Maintenance A, Licence F, Quality C | Maintenance A, Licence A, Quality A |
| npm downloads a week | 31 | 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 | 4 | 4,600 |
| Last commit | 14 Oct 2026 | 20 Oct 2026 |
| Licence | NOASSERTION | MIT |
| Listed since | 20 Oct 2026 | 20 Oct 2026 |
| Install Embarsy Qdrant MCP | Install Ruvector |
Questions
Is Embarsy Qdrant MCP or Ruvector more popular?
Ruvector has more GitHub stars: 4,600.
Can I use Embarsy Qdrant 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.