Vectros AI runs on your own machine — the client starts it, so there is no endpoint to ping. 123 installs a week from npm. Last commit 8 Nov 2026.
Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer.
What the code does
We read the source, 5 d ago · rules 995398eba69f
What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.
const candidate = path.join(dir, command + ext);
Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.
This code can reach further than it looks
We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.
Connect this server
This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.
claude mcp add mcp-server -e 'VECTROS_API_KEY=<VECTROS_API_KEY>' -- npx -y @vectros-ai/mcp-server{
"mcpServers": {
"mcp-server": {
"command": "npx",
"args": [
"-y",
"@vectros-ai/mcp-server"
],
"env": {
"VECTROS_API_KEY": "<VECTROS_API_KEY>"
}
}
}
}[mcp_servers.mcp-server]
command = "npx"
args = ["-y", "@vectros-ai/mcp-server"]
env = { VECTROS_API_KEY = "<VECTROS_API_KEY>" }{
"mcpServers": {
"mcp-server": {
"command": "npx",
"args": [
"-y",
"@vectros-ai/mcp-server"
],
"env": {
"VECTROS_API_KEY": "<VECTROS_API_KEY>"
}
}
}
}{
"servers": {
"mcp-server": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@vectros-ai/mcp-server"
],
"env": {
"VECTROS_API_KEY": "<VECTROS_API_KEY>"
}
}
}
}Put your own value in place of
<VECTROS_API_KEY> (Vectros API key. Use a least-privilege scoped key (ssk_...); mint one with `npx -y @vectros-ai/cli bootstrap`. Required for a registry install, which cannot assume any other tooling is present. If you also install the vectros CLI (0.9.0+), the server can instead resolve the key from its keyring and this can be left unset).
The author’s registry entry marks it as required.
Optional settings from the registry entry, left out of the block above:
VECTROS_KEYRING_ALIAS (Optional. When VECTROS_API_KEY is unset and the vectros CLI is installed, resolve this keyring entry instead of the active one), VECTROS_API_BASE_URL (Override the API base URL (default https://api.vectros.ai). Must be an official *.vectros.ai host), VECTROS_MCP_TOOLS (Allow-list: comma-separated names of the only tools to register (default: all 26 tools)).
Alternatives to Vectros AI
same job, measured the same wayRedM / RDR3 docs MCP server: native lookups, semantic search, VORP, RSGCore, oxmysql.
Public, read-only MCP over the complete 64-hexagram I Ching corpus. Deterministic lookup only.
A fully local MCP server for long-term memory with semantic search
An MCP server that gives LLMs persistent, searchable semantic memory
Trademarks MCP — US trademark search + record lookup
Shared cross-LLM long-term memory over MCP: semantic recall, sessions, and media (pgvector).
Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.
Persistent AI memory with semantic search, conflict detection, and ticketing.
Vectros AI — questions
Answers built from our own checks of this server.