MCP Server Qdrant vs Snowflake Labs MCP
A side-by-side look at the MCP Server Qdrant and Snowflake Labs MCP MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.
Verdict: choose MCP Server Qdrant for databases work as a local process; choose Snowflake Labs MCP 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 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.
Choose Snowflake Labs MCP when
- You need dedicated capabilities in the Databases domain.
- You prefer a local stdio subprocess transport.
Feature & specification comparison
Rows where the two servers differ are marked.
| Spec | ||
|---|---|---|
| Category | Databases | Databases |
| Quality signal | 79/100 · Great | 74/100 · Great |
| Install command | Confirmed | Confirmed |
| Transport | Local subprocess (stdio) | Local subprocess (stdio) |
| Auth | API key required | Not declared |
| Pricing | Free | Not declared |
| Required env vars | QDRANT_URLQDRANT_API_KEYQDRANT_LOCAL_PATHCOLLECTION_NAMEEMBEDDING_PROVIDEREMBEDDING_MODELQDRANT_SEARCH_LIMITQDRANT_READ_ONLY | None listed |
| Verified owner | Verified | Verified |
| GitHub stars | 1,553 | 301 |
| Directory activity | 7 views 0 installs 0 upvotes | 3 views 0 installs 0 upvotes |
| Tools | 4 | Not listed |
| Full listing | View MCP Server Qdrant | View Snowflake Labs MCP |
Tools & capabilities
MCP Server Qdrant tools 4
informationmetadatacollection_namequery
Snowflake Labs MCP tools
No tool names declared yet. Check the project README from the listing page.
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 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"
}
}
}
}
Snowflake Labs MCP
{
"mcpServers": {
"snowflake-labs-mcp": {
"command": "uvx",
"args": [
"snowflake-labs-mcp"
]
}
}
}
Frequently asked questions
MCP Server Qdrant is categorized under Databases and uses a local stdio subprocess. Snowflake Labs MCP belongs to Databases and uses a local stdio subprocess. Pick MCP Server Qdrant for databases work and Snowflake Labs MCP 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 Server Qdrant is listed as free. Auth: api key required. Snowflake Labs MCP has no declared pricing — check the project's own site. 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 qdrant-mcp-server-qdrant and snowflake-labs-mcp as separate keys in the same mcpServers object, and your assistant will call tools from either one.
On AllMCPs, MCP Server Qdrant has a quality signal of 79/100 (Great) with 7 views, 0 installs and 1,553 GitHub stars. Snowflake Labs MCP has 74/100 (Great) with 3 views, 0 installs and 301 GitHub stars.