A side-by-side look at the Costory FinOps MCP 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 Costory FinOps MCP for databases work over a hosted endpoint; choose MCP Server Qdrant for databases as a local process. You can also run both side by side in one mcpServers block.
QDRANT_URL, QDRANT_API_KEY, QDRANT_LOCAL_PATH, COLLECTION_NAME, EMBEDDING_PROVIDER, EMBEDDING_MODEL, QDRANT_SEARCH_LIMIT, QDRANT_READ_ONLY.information, metadata, collection_name.Rows where the two servers differ are marked.
| Spec | ||
|---|---|---|
| Category | Databases | Databases |
| Quality signal | 41/100 · Fair | 79/100 · Great |
| Install command | Confirmed | Confirmed |
| Transport | Remote HTTP/SSE | Local subprocess (stdio) |
| Auth | Not declared | API key required |
| Pricing | Not declared | 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 | 2 | 1,549 |
| Directory activity | 0 views 0 installs 0 upvotes | 5 views 0 installs 0 upvotes |
| Tools | Not listed | 4 |
| Full listing | View Costory FinOps MCP | View MCP Server Qdrant |
No tool names declared yet. Check the project README from the listing page.
informationmetadatacollection_namequeryPaste 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.
{
"mcpServers": {
"costory-finops-mcp": {
"url": "https://app-api.costory.io/mcp"
}
}
}
{
"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"
}
}
}
}