mcp-server-qdrant
Rank #43,511glama/vaporif/mcp-server-qdrant
MCP server for Qdrant vector database with local BERT embeddings. Enables semantic search and vector storage operations through natural language.
What you can do with mcp-server-qdrant
mcp-server-qdrant is a Model Context Protocol (MCP) server published by vaporif. It ranks #43,511 of 151,203 active servers on MCP Toplist. mcp-server-qdrant is listed on Glama, with 5 release tags tracked from its GitHub repository. It was first listed on Mar 14, 2026 and most recently updated on Mar 23, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What mcp-server-qdrant can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using mcp-server-qdrant
The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.
Declared by Glama, last synced Oct 23, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect mcp-server-qdrant and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
When to choose another server
No task-specific alternatives are catalogued for mcp-server-qdrantyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Mar 14, 2026
- Latest release tag
- Mar 23, 2026
- Version history
- 5 release tags tracked (below)
- Requirements evidence
- Declared by Glama, last synced Oct 23, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 23, 2026
- Glama ↗listed since May 29, 2026 · still listed
Do you maintain mcp-server-qdrant? to correct or enrich this profile.
GitHub releases (5)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v0.1.6 | Mar 23, 2026 |
| v0.1.5 | Mar 23, 2026 |
| v0.1.4 | Mar 20, 2026 |
| v0.1.3 | Mar 20, 2026 |
| v0.1.2 | Mar 14, 2026 |
Ranks ahead of 107,692 of 151,203 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2Fvaporif%2Fmcp-server-qdrant)<a href="https://mcptoplist.com/server/glama%2Fvaporif%2Fmcp-server-qdrant"><img src="https://mcptoplist.com/badge/glama%2Fvaporif%2Fmcp-server-qdrant.svg" alt="MCP Toplist: Top 50% of 151,203" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains mcp-server-qdrant?
- mcp-server-qdrant is maintained by vaporif, which publishes 3 MCP servers (10 total versions) tracked on MCP Toplist.
- Is mcp-server-qdrant listed on the Official MCP Registry?
- mcp-server-qdrant is not on the Official MCP Registry. It is listed on Glama.
- How many versions does mcp-server-qdrant have?
- No registry surfaces explicit version metadata for mcp-server-qdrant; MCP Toplist tracks 5 release tags from its GitHub repository, most recently published on Mar 23, 2026.
- Where can I find the source code for mcp-server-qdrant?
- The source code for mcp-server-qdrant is hosted at github.com/vaporif/mcp-server-qdrant.
Do you run this server?
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