VECTOR MEMORY / Qdrant
Qdrant MCP Server
Stores and retrieves semantic memories in Qdrant, with a switch that removes the storage tool for retrieval-only use.
“An official Model Context Protocol server for keeping and retrieving memories in the Qdrant vector search engine.”
01 / THE REASONING
Why this made the selection.
- The small find/store tool surface makes its data effects easy to identify.
- The implementation omits modifying tools when QDRANT_READ_ONLY is enabled.
02 / THE REVIEW RECORD
What we actually inspected.
Source review has boundaries.
A clear record is more useful than a “safe” badge.
Material inspected
- README.md (installation, capability and permission sections)
- pyproject.toml
- src/mcp_server_qdrant/server.py
- src/mcp_server_qdrant/mcp_server.py
- LICENSE
Our findings
- The read-only flag controls registration of qdrant-store in the actual tool implementation.
- The configuration supports a Qdrant URL or local storage path; those represent different data and credential boundaries.
Not established by this review
- Server startup, authentication and tool execution were not tested.
The review applies to the material and revision named here. A newer upstream release can change its behavior.
03 / PUT IT TO WORK
Connect a server deliberately.
DOCUMENTED COMMAND
uvx mcp-server-qdrantCopying does not execute this command. It may retrieve a newer version than the reviewed source.
- Set the Qdrant URL or local path and collection configuration.
- For retrieval-only access, set QDRANT_READ_ONLY=true and use appropriately scoped Qdrant credentials.
Before you start
- uv/Python, a Qdrant endpoint or local data path, and storage for the embedding model.
04 / FOLLOW THE EVIDENCE
The source trail.
Our notes are separate from the original resource.
Check upstream before adopting a new version.
- Official documentation ↗Checked
https://github.com/qdrant/mcp-server-qdrant/blob/c56ae5adf62bb78d852bf7bbcbc5d7b75e2bbe41/README.md
Supports: summary, whySelected, bestFor, limitations, install, access, compatibility, transports
- Applicable source licence ↗Checked
https://github.com/qdrant/mcp-server-qdrant/blob/c56ae5adf62bb78d852bf7bbcbc5d7b75e2bbe41/LICENSE
Supports: license
https://github.com/qdrant/mcp-server-qdrant/blob/c56ae5adf62bb78d852bf7bbcbc5d7b75e2bbe41/pyproject.toml
Supports: language, review
https://github.com/qdrant/mcp-server-qdrant/blob/c56ae5adf62bb78d852bf7bbcbc5d7b75e2bbe41/src/mcp_server_qdrant/server.py
Supports: language, review
https://github.com/qdrant/mcp-server-qdrant/blob/c56ae5adf62bb78d852bf7bbcbc5d7b75e2bbe41/src/mcp_server_qdrant/mcp_server.py
Supports: language, review