MCP Toolbox for Databases vs MCP Server Qdrant
A side-by-side look at the MCP Toolbox for Databases and MCP Server Qdrant MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.
Verdict: choose MCP Toolbox for Databases for databases work; choose MCP Server Qdrant for databases as a local process. You can also run both side by side in one mcpServers block.
Which MCP server should you choose?
Choose MCP Toolbox for Databases when
- You need dedicated capabilities in the Databases domain.
Choose MCP Server Qdrant when
- You need dedicated capabilities in the Databases domain.
- You prefer a local stdio subprocess transport.
- Its auth model fits you: API key required.
- You have the keys it needs:
QDRANT_URL, QDRANT_API_KEY, QDRANT_LOCAL_PATH, COLLECTION_NAME, EMBEDDING_PROVIDER, EMBEDDING_MODEL, QDRANT_SEARCH_LIMIT, QDRANT_READ_ONLY. - You want tools like
information, metadata, collection_name.
Feature & specification comparison
Rows where the two servers differ are marked.
| Spec | ||
|---|---|---|
| Category | Databases | Databases |
| Quality signal | 48/100 · Fair | 79/100 · Great |
| Install command | Not confirmed yet | Confirmed |
| Transport | — | Local subprocess (stdio) |
| Auth | Not declared | API key required |
| Pricing | Free | Free |
| Required env vars | None listed | QDRANT_URLQDRANT_API_KEYQDRANT_LOCAL_PATHCOLLECTION_NAMEEMBEDDING_PROVIDEREMBEDDING_MODELQDRANT_SEARCH_LIMITQDRANT_READ_ONLY |
| Verified owner | Community listing | Verified |
| GitHub stars | 16,709 | 1,552 |
| Directory activity | 4 views 0 installs 0 upvotes | 6 views 0 installs 0 upvotes |
| Tools | Not listed | 4 |
| Full listing | View MCP Toolbox for Databases | View MCP Server Qdrant |
Tools & capabilities
MCP Toolbox for Databases tools
No tool names declared yet. Check the project README from the listing page.
MCP Server Qdrant tools 4
informationmetadatacollection_namequery
Ready-to-paste client configs
Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.
MCP Toolbox for Databases
No confirmed install command for MCP Toolbox for Databases yet — follow the setup steps linked from its listing page rather than a guessed package name.
MCP Server Qdrant
{
"mcpServers": {
"qdrant-mcp-server-qdrant": {
"command": "uvx",
"args": [
"mcp-server-qdrant"
],
"env": {
"QDRANT_URL": "YOUR_QDRANT_URL_HERE",
"QDRANT_API_KEY": "YOUR_QDRANT_API_KEY_HERE",
"QDRANT_LOCAL_PATH": "YOUR_QDRANT_LOCAL_PATH_HERE",
"COLLECTION_NAME": "YOUR_COLLECTION_NAME_HERE",
"EMBEDDING_PROVIDER": "YOUR_EMBEDDING_PROVIDER_HERE",
"EMBEDDING_MODEL": "YOUR_EMBEDDING_MODEL_HERE",
"QDRANT_SEARCH_LIMIT": "YOUR_QDRANT_SEARCH_LIMIT_HERE",
"QDRANT_READ_ONLY": "YOUR_QDRANT_READ_ONLY_HERE"
}
}
}
}
Frequently asked questions
MCP Toolbox for Databases is categorized under Databases and uses an install path we have not confirmed yet. MCP Server Qdrant belongs to Databases and uses a local stdio subprocess. Pick MCP Toolbox for Databases for databases work and MCP Server Qdrant for databases.
Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client. MCP Toolbox for Databases has no confirmed install command yet — follow its own setup instructions.
MCP Toolbox for Databases is listed as free. MCP Server Qdrant is listed as free. Auth: api key required. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.
Yes. MCP clients support multiple servers: add mcp-toolbox-for-databases and qdrant-mcp-server-qdrant as separate keys in the same mcpServers object, and your assistant will call tools from either one.
On AllMCPs, MCP Toolbox for Databases has a quality signal of 48/100 (Fair) with 4 views, 0 installs and 16,709 GitHub stars. MCP Server Qdrant has 79/100 (Great) with 6 views, 0 installs and 1,552 GitHub stars.