A context-aware Model Context Protocol (MCP) server that provides semantic search capabilities across your codebase using Qdrant vector database. Now
Qdrant Rag MCP MCP server is a locally run integration for AI assistants that speak the Model Context Protocol. A context-aware Model Context Protocol (MCP) server that provides semantic search capabilities across your codebase using Qdrant vector database. Now with intelligent GitHub issue resolution (v0.3.0), GitHub Projects V2 management.
Once Qdrant Rag MCP is connected, these are the calls the assistant has available:
Prerequisites — The Prerequisites tool exposed by this serverInstallation — The Installation tool exposed by this serverConfiguration — Control logging via environment variables: bash export QDRANT_LOG_LEVEL=DEBUG # Set log level export QDRANT_LOG_DIR=/custom/path # Custom logSetup follows the usual MCP pattern — install or clone the server, register it in your client's configuration file, restart the client. The configuration blocks on this page cover the common clients.
You will need 4 environment variables: MCP_CLIENT_CWD, QDRANT_RAG_AUTO_INDEX, QDRANT_LOG_LEVEL, QDRANT_LOG_DIR. Keep credentials in your client's env block or a secrets manager rather than in a file you might commit.
uv (ultraviolet package manager)Plenty of developer tooling servers cover similar ground. The differences that matter in practice are scope of access and how much setup stands between you and a working tool call. Qdrant Rag MCP's toolset — Prerequisites, Installation, Configuration — is a fair guide to whether it matches your workflow. It is maintained by ancoleman; worth a glance at recent repository activity before you build anything load-bearing on it.
We check each listing at SyncDev against the project's documentation before it goes live — if something here drifts out of date, it is a bug worth reporting.
| Tool | What it does |
|---|---|
| Prerequisites | The Prerequisites tool exposed by this server. |
| Installation | The Installation tool exposed by this server. |
| Configuration | Control logging via environment variables: bash export QDRANT_LOG_LEVEL=DEBUG # Set log level export QDRANT_LOG_DIR=/custom/path # Custom log directory |
{
"mcpServers": {
"qdrant-rag": {
"command": "python",
"args": ["/path/to/qdrant-rag/src/qdrant_mcp_context_aware.py"],
"env": {
"MCP_CLIENT_CWD": "${workspaceFolder}"
}
}
}
}Configuration as documented by the project. Restart the client after saving.
uv (ultraviolet package manager)| Variable | Description | Required |
|---|---|---|
| MCP_CLIENT_CWD | Configuration value read at startup. | Optional |
| QDRANT_RAG_AUTO_INDEX | Configuration value read at startup. | Optional |
| QDRANT_LOG_LEVEL | Configuration value read at startup. | Optional |
| QDRANT_LOG_DIR | Filesystem location the server is allowed to use. | Optional |
Kill hallucinated APIs — version-accurate, up-to-date library documentation injected straight into context.
Microsoft's official browser automation server — drive a real browser through the accessibility tree, no screenshots needed.
GitHub's official server — repos, issues, pull requests, Actions and code security, straight from your assistant.
Issue tracking at the speed of conversation — Linear's official hosted server with OAuth and zero install.
Local repository surgery — status, diffs, commits, branches and history for any repo on disk.
Timezone sanity for AI — current time anywhere and correct conversions, without the model doing date math.