AI Plugin IndexQdrant API MCP vs MCP Toolbox for Databases
Qdrant API MCP and MCP Toolbox for Databases are both databases MCP servers. MCP Toolbox for Databases scores higher (94 vs 43 out of 100). MCP Toolbox for Databases has more GitHub stars (17k), and MCP Toolbox for Databases was updated more recently (yesterday). The table compares them side by side.
| Qdrant API MCP | MCP Toolbox for Databases | |
|---|---|---|
| Score | 43 / 100 | 94 / 100 |
| What it does | Model Context Protocol server for Qdrant Collections & Points APIs | MCP Toolbox for Databases enables your agent to connect to your database. |
| Publisher | Verified: npm:qdrant-api-mcp | Community: googleapis |
| Grades | Licence F, Quality C | Maintenance A, Licence A, Quality A |
| npm downloads a week | 50 | 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 | 0 | 16,684 |
| Last commit | 19 Oct 2026 | |
| Licence | None found | Apache-2.0 |
| Listed since | 20 Oct 2026 | 19 Oct 2026 |
| Install Qdrant API MCP | Install MCP Toolbox for Databases |
Questions
Is Qdrant API MCP or MCP Toolbox for Databases more popular?
MCP Toolbox for Databases has more GitHub stars: 16,684.
Can I use Qdrant API 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.