vector-mcp
Rank #4,110glama/Knuckles-Team/vector-mcp
A production-grade MCP server for integrating RAG into AI agents, supporting multiple vector databases with enterprise security and dynamic tool selection.
What you can do with vector-mcp
vector-mcp is a Model Context Protocol (MCP) server published by Knuckles-Team. It ranks #4,110 of 144,396 active servers on MCP Toplist, and its repository has 15 GitHub stars. vector-mcp is listed on Glama, with 10 release tags tracked from its GitHub repository. It was first listed on May 31, 2026 and most recently updated on Jul 9, 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 vector-mcp 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 vector-mcp
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 16, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect vector-mcp 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
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No task-specific alternatives are catalogued for vector-mcpyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- May 31, 2026
- Latest release tag
- Jul 9, 2026
- Version history
- 10 release tags tracked (below)
- Requirements evidence
- Declared by Glama, last synced Oct 16, 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 16, 2026
- Glama ↗listed since Jun 12, 2026 · still listed
Do you maintain vector-mcp? to correct or enrich this profile.
GitHub releases (10)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v2.1.2 | Jul 9, 2026 |
| v2.1.1 | Jul 9, 2026 |
| v2.1.0 | Jul 9, 2026 |
| v2.0.1 | Jul 2, 2026 |
| v1.41.0 | Jun 17, 2026 |
| v1.39.0 | Jun 6, 2026 |
| v1.37.0 | Jun 4, 2026 |
| v1.34.0 | Jun 1, 2026 |
| v1.32.4 | Jun 1, 2026 |
| v1.32.0 | May 31, 2026 |
Ranks ahead of 140,286 of 144,396 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%2FKnuckles-Team%2Fvector-mcp)<a href="https://mcptoplist.com/server/glama%2FKnuckles-Team%2Fvector-mcp"><img src="https://mcptoplist.com/badge/glama%2FKnuckles-Team%2Fvector-mcp.svg" alt="MCP Toplist: Top 5% of 144,396" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains vector-mcp?
- vector-mcp is maintained by Knuckles-Team, which publishes 18 MCP servers (121 total versions) tracked on MCP Toplist.
- Is vector-mcp listed on the Official MCP Registry?
- vector-mcp is not on the Official MCP Registry. It is listed on Glama.
- How many versions does vector-mcp have?
- No registry surfaces explicit version metadata for vector-mcp; MCP Toplist tracks 10 release tags from its GitHub repository, most recently published on Jul 9, 2026.
- Where can I find the source code for vector-mcp?
- The source code for vector-mcp is hosted at github.com/Knuckles-Team/vector-mcp.
Do you run this server?
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