AI Plugin IndexQdrant MCP Server vs MCP Toolbox for Databases
Qdrant MCP Server and MCP Toolbox for Databases are both databases MCP servers. MCP Toolbox for Databases scores higher (94 vs 63 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.
| Qdrant MCP Server | MCP Toolbox for Databases | |
|---|---|---|
| Score | 63 / 100 | 94 / 100 |
| What it does | MCP server for semantic search using local Qdrant and Ollama (default) with support for OpenAI, Cohere, and Voyage AI | MCP Toolbox for Databases enables your agent to connect to your database. |
| Publisher | Verified: npm:@mhalder | Community: googleapis |
| Grades | Maintenance C, Licence A, Quality C | Maintenance A, Licence A, Quality A |
| npm downloads a week | 27 | 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 | 36 | 16,684 |
| Last commit | 14 Jun 2026 | 19 Oct 2026 |
| Licence | MIT | Apache-2.0 |
| Listed since | 20 Oct 2026 | 19 Oct 2026 |
| Install Qdrant MCP Server | Install MCP Toolbox for Databases |
Questions
Is Qdrant MCP Server or MCP Toolbox for Databases more popular?
MCP Toolbox for Databases has more GitHub stars: 16,684.
Can I use Qdrant MCP Server 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.