@vectros-ai/mcp-server
Rank #5,230io.github.vectros-ai/mcp-server
Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer.
@vectros-ai/mcp-server is a Model Context Protocol (MCP) server published by vectros-ai. It ranks #5,230 of 132,046 servers tracked on MCP Toplist, and its repository has 3 GitHub stars. @vectros-ai/mcp-server is listed across 3 registries — Official MCP, PulseMCP and Glama, with 15 tracked versions. It was first listed on Jun 27, 2026 and most recently updated on Sep 18, 2026.
Ranks ahead of 126,816 of 132,046 servers on MCP Toplist.
Use @vectros-ai/mcp-server
No credentials or required configuration declared — add it to your MCP client and go.
claude mcp add vectros-ai -e "VECTROS_API_KEY=<your VECTROS_API_KEY>" -e "VECTROS_KEYRING_ALIAS=<your VECTROS_KEYRING_ALIAS>" -e "VECTROS_API_BASE_URL=<your VECTROS_API_BASE_URL>" -e "VECTROS_MCP_TOOLS=<your VECTROS_MCP_TOOLS>" -- npx -y @vectros-ai/mcp-serverReplace each placeholder with your own value before saving.
[mcp_servers.vectros-ai]
command = "npx"
args = ["-y", "@vectros-ai/mcp-server"]
[mcp_servers.vectros-ai.env]
VECTROS_API_KEY = "<your VECTROS_API_KEY>"
VECTROS_KEYRING_ALIAS = "<your VECTROS_KEYRING_ALIAS>"
VECTROS_API_BASE_URL = "<your VECTROS_API_BASE_URL>"
VECTROS_MCP_TOOLS = "<your VECTROS_MCP_TOOLS>"Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"vectros-ai": {
"command": "npx",
"args": [
"-y",
"@vectros-ai/mcp-server"
],
"env": {
"VECTROS_API_KEY": "<your VECTROS_API_KEY>",
"VECTROS_KEYRING_ALIAS": "<your VECTROS_KEYRING_ALIAS>",
"VECTROS_API_BASE_URL": "<your VECTROS_API_BASE_URL>",
"VECTROS_MCP_TOOLS": "<your VECTROS_MCP_TOOLS>"
}
}
}
}Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.
{
"mcpServers": {
"vectros-ai": {
"command": "npx",
"args": [
"-y",
"@vectros-ai/mcp-server"
],
"env": {
"VECTROS_API_KEY": "<your VECTROS_API_KEY>",
"VECTROS_KEYRING_ALIAS": "<your VECTROS_KEYRING_ALIAS>",
"VECTROS_API_BASE_URL": "<your VECTROS_API_BASE_URL>",
"VECTROS_MCP_TOOLS": "<your VECTROS_MCP_TOOLS>"
}
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.
{
"servers": {
"vectros-ai": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@vectros-ai/mcp-server"
],
"env": {
"VECTROS_API_KEY": "<your VECTROS_API_KEY>",
"VECTROS_KEYRING_ALIAS": "<your VECTROS_KEYRING_ALIAS>",
"VECTROS_API_BASE_URL": "<your VECTROS_API_BASE_URL>",
"VECTROS_MCP_TOOLS": "<your VECTROS_MCP_TOOLS>"
}
}
}
}Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"vectros-ai": {
"command": "npx",
"args": [
"-y",
"@vectros-ai/mcp-server"
],
"env": {
"VECTROS_API_KEY": "<your VECTROS_API_KEY>",
"VECTROS_KEYRING_ALIAS": "<your VECTROS_KEYRING_ALIAS>",
"VECTROS_API_BASE_URL": "<your VECTROS_API_BASE_URL>",
"VECTROS_MCP_TOOLS": "<your VECTROS_MCP_TOOLS>"
}
}
}
}Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"vectros-ai": {
"command": "npx",
"args": [
"-y",
"@vectros-ai/mcp-server"
],
"env": {
"VECTROS_API_KEY": "<your VECTROS_API_KEY>",
"VECTROS_KEYRING_ALIAS": "<your VECTROS_KEYRING_ALIAS>",
"VECTROS_API_BASE_URL": "<your VECTROS_API_BASE_URL>",
"VECTROS_MCP_TOOLS": "<your VECTROS_MCP_TOOLS>"
}
}
}
}Replace each placeholder with your own value before saving.
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/io.github.vectros-ai%2Fmcp-server)<a href="https://mcptoplist.com/server/io.github.vectros-ai%2Fmcp-server"><img src="https://mcptoplist.com/badge/io.github.vectros-ai%2Fmcp-server.svg" alt="MCP Toplist: Top 5% of 132,046" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 3 registries
vectros-ai
Available versions (15)
| Version | Published |
|---|---|
| 0.17.1 | Sep 18, 2026 |
| 0.17.0 | Sep 8, 2026 |
| 0.16.1 | Aug 30, 2026 |
| 0.16.0 | Aug 27, 2026 |
| 0.15.0 | Aug 19, 2026 |
| 0.14.0 | Aug 13, 2026 |
| 0.13.0 | Aug 6, 2026 |
| 0.12.0 | Jul 28, 2026 |
| 0.11.0 | Jul 23, 2026 |
| 0.10.0 | Jul 19, 2026 |
| 0.9.0 | Jul 13, 2026 |
| 0.7.0 | Jul 6, 2026 |
| 0.6.0 | Jul 3, 2026 |
| 0.5.3 | Jun 30, 2026 |
| 0.5.2 | Jun 27, 2026 |
Frequently asked questions
- Who maintains @vectros-ai/mcp-server?
- @vectros-ai/mcp-server is maintained by vectros-ai, which publishes 1 MCP server (15 total versions) tracked on MCP Toplist.
- Is @vectros-ai/mcp-server listed on the Official MCP Registry?
- Yes — @vectros-ai/mcp-server is listed on the Official MCP Registry, alongside PulseMCP and Glama.
- How many versions does @vectros-ai/mcp-server have?
- MCP Toplist tracks 15 versions of @vectros-ai/mcp-server, most recently published on Sep 18, 2026.
- Where can I find the source code for @vectros-ai/mcp-server?
- The source code for @vectros-ai/mcp-server is hosted at github.com/vectros-ai/vectros-mcp-server.
Do you run this server?
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