Skip to main content
Glama
desquaredp

@rosalinddb/mcp

by desquaredp

@rosalinddb/mcp

Model Context Protocol server for RosalindDB.

License: Apache 2.0 npm Node 18+


A Model Context Protocol (MCP) server for RosalindDB — a cost-optimized, object-storage-first vector search database.

This server lets MCP-capable AI clients (Claude Desktop, Cursor, Claude Code, and others) operate a RosalindDB instance directly: create datasets, ingest vectors, run similarity queries, and check usage — without hand-writing REST calls. It is a thin wrapper over RosalindDB's v1 REST API: it authenticates with an rb_live_ API key when the backend has auth enabled, otherwise it runs unauthenticated against an OSS-default backend. It contains no business logic of its own.

The RosalindDB engine lives at desquaredp/rosalinddb. Self-host it via docker compose and point this MCP at it.

Tools

Tool

RosalindDB endpoint

What it does

list_datasets

GET /v1/datasets

List all datasets with dimension, status, row count.

create_dataset

POST /v1/datasets

Create a new empty dataset with a name and vector dimension.

get_dataset

GET /v1/datasets/{name}

Get one dataset's details and indexing status.

delete_dataset

DELETE /v1/datasets/{name}

Delete a dataset and its vectors.

ingest_vectors

POST /v1/datasets/{name}/vectors (NDJSON)

Upsert vector records (id, values, optional metadata).

query_vectors

POST /v1/query

Vector similarity search with an optional flat metadata filter.

get_usage

GET /auth/usage

Current usage and quotas (vectors stored, queries today).

list_api_keys

GET /auth/keys

List the instance's API keys (metadata only).

For very large embedding dumps (over the 10 MiB ingest_vectors cap), use RosalindDB's async import-job flow directly via the REST API.

Auth modes

The RosalindDB backend ships in two modes; the MCP server supports both:

  • OSS default (RB_REQUIRE_AUTH=false): no auth, no API key needed. This is what docker compose up gives you out of the box. Set ROSALINDDB_API_URL to your stack and leave ROSALINDDB_API_KEY unset. The list_api_keys, get_usage, and signup endpoints are disabled in this mode; calls to them surface a clear auth_disabled hint.

  • Multi-tenant self-host (RB_REQUIRE_AUTH=true): set ROSALINDDB_API_KEY=rb_live_.... Create a key with POST /auth/keys (or use POST /auth/signup for the first user on a fresh stack).

Configuration

The server reads two environment variables:

Variable

Required

Default

Description

ROSALINDDB_API_KEY

No

A RosalindDB API key (rb_live_...). Required when the backend runs with RB_REQUIRE_AUTH=true; omit for an OSS-default backend.

ROSALINDDB_API_URL

No

http://localhost:8080

Base URL of the RosalindDB API.

When set, the key is sent as Authorization: Bearer rb_live_... on every request. A key that doesn't start with rb_live_ triggers a startup warning but is not rejected (in case you front the backend with a custom auth proxy).

Wiring it into an MCP client

Add this to your MCP client config (for Claude Desktop, claude_desktop_config.json):

{
  "mcpServers": {
    "rosalinddb": {
      "command": "npx",
      "args": ["-y", "@rosalinddb/mcp"],
      "env": {
        "ROSALINDDB_API_URL": "http://localhost:8080"
      }
    }
  }
}

npx -y @rosalinddb/mcp downloads and runs the server on demand — no global install needed. The server speaks the stdio transport, the standard for a locally-launched MCP server.

Pointing at a non-local instance? Set ROSALINDDB_API_URL to its base URL. If auth is on, also set ROSALINDDB_API_KEY=rb_live_.... The backend lives at desquaredp/rosalinddb.

Local development

npm install        # install dependencies
npm run build      # compile TypeScript to dist/
npm test           # run the vitest unit + in-process MCP suite
npm run smoke      # build, then drive a real tools/list over stdio

To run the server directly from a local checkout:

{
  "mcpServers": {
    "rosalinddb": {
      "command": "node",
      "args": ["/absolute/path/to/mcp-server/dist/index.js"],
      "env": {
        "ROSALINDDB_API_URL": "http://localhost:8080"
      }
    }
  }
}

Live smoke test

With a running RosalindDB stack and a real key, tests/live-smoke.mjs exercises create → ingest → usage → query → delete end to end:

npm run build
ROSALINDDB_API_KEY=rb_live_... node tests/live-smoke.mjs

It is skipped automatically when no key is set.

Error handling

RosalindDB API errors are mapped to clear, actionable MCP tool errors — never a raw stack trace. A 404 surfaces as "dataset does not exist — list datasets or create it first"; a 429 quota error explains the limit and how to recover; a 404 auth_disabled (calling list_api_keys against an OSS-default backend) explains that the auth endpoints are gated behind RB_REQUIRE_AUTH=true.

License

Apache 2.0. See LICENSE.

Security

To report a vulnerability, see SECURITY.md.

Install Server
A
license - permissive license
A
quality
B
maintenance

Maintenance

Maintainers
Response time
Release cycle
1Releases (12mo)

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/desquaredp/rosalinddb-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server