MCP server starters · Rank #25

A

mcp-server-qdrant

Grade A: derived only from the two verdicts below. How grades work

An official Qdrant Model Context Protocol (MCP) server implementation

SteadyCurrent depsFree

Why this verdict

How we check →

Snapshot: commit c56ae5a on master, checked 2026-10-19 06:41 UTC. Receipts link to files at this exact commit.

Dependency freshness

PackageDeclaredLatestStatus
Pydantic pydantic2.10.62.14.1Current

Declared = lowest version the kit's dependency file (package.json, pyproject.toml or requirements.txt) allows. Latest = the npm "latest" tag or the newest PyPI release. TypeScript, the Stripe SDK, FastAPI and other 0.x packages are shown but not counted in the verdict.

What's in the stack

API layer
Pydantic

Detected from declared dependencies. A listed package means it's installed, not necessarily fully wired up.

What the README says you get

  • Admin
    Read-only modeEnable read-only mode (disables `qdrant-store` tool)
  • Admin
    FastMCP logging levelSet logging level (DEBUG, INFO, WARNING, ERROR, CRITICAL)
  • AI
    Semantic memory layerIt acts as a semantic memory layer on top of the Qdrant database.
  • AI
    FastEmbed embedding providerEmbedding provider to use (currently only "fastembed" is supported)
  • AI
    Configurable embedding modelName of the embedding model to use
  • API
    Custom tool descriptionsCustom description for the store tool
  • Data
    Store information toolStore some information in the Qdrant database
  • Data
    Retrieve information toolRetrieve relevant information from the Qdrant database
  • Data
    Local Qdrant databasePath to the local Qdrant database (alternative to `QDRANT_URL`)
  • Data
    Search result limitMaximum number of results to return from search
  • Deploy
    Multiple transport protocolsThe server supports different transport protocols that can be specified using the `--transport` flag
  • Deploy
    Docker supportA Dockerfile is available for building and running the MCP server
  • Deploy
    Smithery installationTo install Qdrant MCP Server for Claude Desktop automatically via Smithery
  • Testing
    MCP inspectorThe MCP inspector is a developer tool for testing and debugging MCP servers.

Extracted from the kit's README by a local AI model (deepseek-flash) on Sep 29, 2026. Every item is checked against an exact README quote. A README claim is the maker's description, not something we tested.

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History

Sep 29, 2026 → Oct 19, 2026. One square per check, colored by maintenance status. Hover for details.

Show as a table
DateMaintenanceDependenciesCommits (90d)
Oct 19, 2026SteadyCurrent deps1
Oct 12, 2026SteadyCurrent deps1
Sep 29, 2026SteadyCurrent deps1

Sources

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