SERVER

mcp-vector-search

Rank #9,957

glama/bobmatnyc/mcp-vector-search

A CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13 languages.

5 release tags
55 GitHub stars
by bobmatnyc (8 servers)View repository ↗
First listed
May 8, 2026
Last publish date
May 21, 2026
PURPOSE

What you can do with mcp-vector-search

mcp-vector-search is a Model Context Protocol (MCP) server published by bobmatnyc. It ranks #9,957 of 144,396 active servers on MCP Toplist, and its repository has 55 GitHub stars. mcp-vector-search is listed on Glama, with 5 release tags tracked from its GitHub repository. It was first listed on May 8, 2026 and most recently updated on May 21, 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.

CAPABILITIES AND LIMITATIONS

What mcp-vector-search can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using mcp-vector-search

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

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.

INSTALLATION AND FIRST TASK

Connect mcp-vector-search and confirm it works

Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.

First successful task

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.

ALTERNATIVES

When to choose another server

Other servers by bobmatnyc
View all bobmatnyc servers →

No task-specific alternatives are catalogued for mcp-vector-searchyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
May 8, 2026
Latest release tag
May 21, 2026
Version history
5 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
Registry sightings
  • Glama ↗listed since Jun 11, 2026 · still listed

Do you maintain mcp-vector-search? to correct or enrich this profile.

VERSIONS

GitHub releases (5)

No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.

v4.1.3 · May 8, 2026v4.1.4 · May 8, 2026v4.1.5 · May 9, 2026v4.1.13 · May 11, 2026v4.1.14 · May 21, 2026May 8, 2026May 21, 2026
VersionPublished
v4.1.14May 21, 2026
v4.1.13May 11, 2026
v4.1.5May 9, 2026
v4.1.4May 8, 2026
v4.1.3May 8, 2026
STANDING
#9,957of 144,396 active serversTop 10%

Ranks ahead of 134,439 of 144,396 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 10% of 144,396
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/glama%2Fbobmatnyc%2Fmcp-vector-search.svg)](https://mcptoplist.com/server/glama%2Fbobmatnyc%2Fmcp-vector-search)
HTML
<a href="https://mcptoplist.com/server/glama%2Fbobmatnyc%2Fmcp-vector-search"><img src="https://mcptoplist.com/badge/glama%2Fbobmatnyc%2Fmcp-vector-search.svg" alt="MCP Toplist: Top 10% of 144,396" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Who maintains mcp-vector-search?
mcp-vector-search is maintained by bobmatnyc, which publishes 8 MCP servers (23 total versions) tracked on MCP Toplist.
Is mcp-vector-search listed on the Official MCP Registry?
mcp-vector-search is not on the Official MCP Registry. It is listed on Glama.
How many versions does mcp-vector-search have?
No registry surfaces explicit version metadata for mcp-vector-search; MCP Toplist tracks 5 release tags from its GitHub repository, most recently published on May 21, 2026.
Where can I find the source code for mcp-vector-search?
The source code for mcp-vector-search is hosted at github.com/bobmatnyc/mcp-vector-search.
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