@rosalinddb/mcp
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@@rosalinddb/mcpfind the top 5 vectors closest to [0.2,0.8,0.3] in the 'embeddings' dataset"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
@rosalinddb/mcp
Model Context Protocol server for RosalindDB.
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 all datasets with dimension, status, row count. |
|
| Create a new empty dataset with a name and vector dimension. |
|
| Get one dataset's details and indexing status. |
|
| Delete a dataset and its vectors. |
|
| Upsert vector records (id, values, optional metadata). |
|
| Vector similarity search with an optional flat metadata filter. |
|
| Current usage and quotas (vectors stored, queries today). |
|
| 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 whatdocker compose upgives you out of the box. SetROSALINDDB_API_URLto your stack and leaveROSALINDDB_API_KEYunset. Thelist_api_keys,get_usage, and signup endpoints are disabled in this mode; calls to them surface a clearauth_disabledhint.Multi-tenant self-host (
RB_REQUIRE_AUTH=true): setROSALINDDB_API_KEY=rb_live_.... Create a key withPOST /auth/keys(or usePOST /auth/signupfor the first user on a fresh stack).
Configuration
The server reads two environment variables:
Variable | Required | Default | Description |
| No | — | A RosalindDB API key ( |
| No |
| 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_URLto its base URL. If auth is on, also setROSALINDDB_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 stdioTo 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.mjsIt 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.
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
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