Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer.
Vectros-ai is an MCP integration. Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer.
The published npm package is @vectros-ai/mcp-server, version 0.18.0. Its declared MCP transport is stdio.
The package declares VECTROS_API_KEY (required): 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.; 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: Comma-separated subset of tool names to register (default: all 23 tools)..
Check the maintainer’s instructions for account access, authentication and the supported client configuration. Once connected, inspect the tools your client receives and try a small task that matches the server’s stated purpose. The registry description does not include a verified, complete tool list.
View the publisher’s registry entry · Project repository · Project website. This profile uses version 0.18.0 from the registry. Registration identifies the publisher namespace; it does not establish that this is a first-party integration for every service it connects.
Browse related developer tools MCP servers for tools that cover the same kind of work.
| Variable | Description | Required |
|---|---|---|
| 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. | Yes |
| 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. | Optional |
| VECTROS_API_BASE_URL | Override the API base URL (default https://api.vectros.ai). Must be an official .vectros.ai host. | Optional |
| VECTROS_MCP_TOOLS | Comma-separated subset of tool names to register (default: all 23 tools). | Optional |
Store entities, relations and observations in a local knowledge graph with the reference Memory MCP server.
A structured scratchpad for hard problems — stepwise reasoning with revisions, branches and visible logic.
Local-first memory for AI coding agents. Memory + CodeGraph + Wiki in one SQLite file.
AI-native digital asset management: semantic search, generative image edits, and CDN delivery.
ArXiv preprints + Google Scholar papers, with citation counts in one query.
This project provides a toolset to crawl websites wikis, tool/library documentions and generate Markdown documentation, and make that documentation