VectorSmith
Rank #6,464glama/kjgpta/vectorsmith
Turns a tools.yaml contract into typed, tenant-guarded vector database tools that agents can use via Python imports or MCP.
What you can do with VectorSmith
VectorSmith is a Model Context Protocol (MCP) server published by kjgpta. It ranks #6,464 of 164,500 active servers on MCP Toplist, and its repository has 11 GitHub stars. VectorSmith is listed on Glama, with 7 release tags tracked from its GitHub repository. It was first listed on Aug 19, 2026 and most recently updated on Sep 4, 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 VectorSmith 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 VectorSmith
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 31, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect VectorSmith 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.
What changed, and when this was checked
- First listed
- Aug 19, 2026
- Latest release tag
- Sep 4, 2026
- Version history
- 7 release tags tracked (below)
- Requirements evidence
- Declared by Glama, last synced Oct 31, 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 31, 2026
- Glama ↗listed since Aug 24, 2026 · still listed
Do you maintain VectorSmith? to correct or enrich this profile.
GitHub releases (7)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v0.2.2 | Sep 4, 2026 |
| v0.2.1 | Sep 4, 2026 |
| v0.2.0 | Aug 23, 2026 |
| v0.1.3 | Aug 22, 2026 |
| v0.1.2 | Aug 20, 2026 |
| v0.1.1 | Aug 19, 2026 |
| v0.1.0 | Aug 19, 2026 |
Ranks ahead of 158,036 of 164,500 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%2Fkjgpta%2Fvectorsmith)<a href="https://mcptoplist.com/server/glama%2Fkjgpta%2Fvectorsmith"><img src="https://mcptoplist.com/badge/glama%2Fkjgpta%2Fvectorsmith.svg" alt="MCP Toplist: Top 5% of 164,500" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains VectorSmith?
- VectorSmith is maintained by kjgpta, which publishes 1 MCP server (7 total versions) tracked on MCP Toplist.
- Is VectorSmith listed on the Official MCP Registry?
- VectorSmith is not on the Official MCP Registry. It is listed on Glama.
- How many versions does VectorSmith have?
- No registry surfaces explicit version metadata for VectorSmith; MCP Toplist tracks 7 release tags from its GitHub repository, most recently published on Sep 4, 2026.
- Where can I find the source code for VectorSmith?
- The source code for VectorSmith is hosted at github.com/kjgpta/vectorsmith.
Do you run this server?
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