A context-aware Model Context Protocol (MCP) server that provides semantic search capabilities across your codebase using Qdrant vector database. Now
A context-aware Model Context Protocol (MCP) server that provides semantic search capabilities across your codebase using Qdrant vector database. Now with
uv (ultraviolet package manager)Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
{
"mcpServers": {
"qdrant-rag": {
"command": "python",
"args": [
"/path/to/qdrant-rag/src/qdrant_mcp_context_aware.py"
],
"env": {
"MCP_CLIENT_CWD": "${workspaceFolder}"
}
}
}
}From the project documentation. Replace placeholders and example paths before connecting.
uv (ultraviolet package manager)| Variable | Description | Required |
|---|---|---|
| MCP_CLIENT_CWD | Declared in the maintainer’s client configuration. | Check documentation |
Inspect PostgreSQL schemas and run read-only queries with the archived MCP reference server. Review its maintenance status before choosing it.
Connect the Notion MCP server to search workspace content and work with pages and databases through Notion’s hosted OAuth service.
Use the Supabase MCP server to inspect database schemas, query project data and retrieve docs through a project-scoped connection.
Query, modify and analyse local SQLite databases in conversation — the fastest way to chat with a data file.
Metabase ships its own MCP endpoint — search your BI content, build and run queries, and save questions and dashboards without leaving the chat.
Official MongoDB server covering data, schemas and Atlas management — from find queries to spinning up clusters.