AI Plugin IndexEmbarsy Qdrant MCP vs MCP Toolbox for Databases
Embarsy Qdrant MCP and MCP Toolbox for Databases are both databases MCP servers. MCP Toolbox for Databases scores higher (94 vs 58 out of 100). MCP Toolbox for Databases has more GitHub stars (17k), and MCP Toolbox for Databases was updated more recently (3 days ago). The table compares them side by side.
| Embarsy Qdrant MCP | MCP Toolbox for Databases | |
|---|---|---|
| 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. | MCP Toolbox for Databases enables your agent to connect to your database. |
| Publisher | Verified: npm:embarsy-qdrant-mcp | Community: googleapis |
| Grades | Maintenance A, Licence F, Quality C | Maintenance A, Licence A, Quality A |
| npm downloads a week | 31 | Not on npm |
| 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 | 16,684 |
| Last commit | 14 Oct 2026 | 19 Oct 2026 |
| Licence | NOASSERTION | Apache-2.0 |
| Listed since | 20 Oct 2026 | 19 Oct 2026 |
| Install Embarsy Qdrant MCP | Install MCP Toolbox for Databases |
Questions
Is Embarsy Qdrant MCP or MCP Toolbox for Databases more popular?
MCP Toolbox for Databases has more GitHub stars: 16,684.
Can I use Embarsy Qdrant MCP and MCP Toolbox for Databases together?
Yes. AI assistants can load several MCP servers at once. Install both and the assistant picks the right one for each task.