MCP.Market

Avala MCP server

online · 100% uptime
by avala-ai·io.github.avala-ai/avala·v1.0.0

Read Physical AI datasets, projects, fleet and quality data. Requires authorized Avala access.

A98/100grade A
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Safety scan
A98/100

full report

Adoption
Growing

0 stars

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If you have run it, two minutes of your experience saves the next person an afternoon.

Avala tools

Tool list not cached yet. `describe` through the gateway fetches it live.

Public scan report

scanner v0.1.10 · 2026-10-25 · same rubric, same numbers if you re-run it

no findings
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 275ms (auth required)20/20
  • –Tool poisoningtools not inspected (endpoint requires auth); not countedn/a
  • Auth qualityOAuth resource metadata advertised on 40115/15
  • Maintenancelast push 10 days ago15/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year9/10
Overall 98/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Avala compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
98/100
higher than 99% of 48,243 servers
Uptime
100%
of our recent checks; the typical remote server answers 100%
Response time
222 ms
faster than 63% of 30,027 servers

Install Avala in Claude Code, Cursor or VS Code

claude mcp add --transport http avala https://mcp.avala.ai/mcp
Add to Cursor

What the publisher says

From the Avala repository's README, as published. We do not edit it. Read it on GitHub

Avala TypeScript SDK + MCP Server

Official TypeScript SDK and MCP server for the Avala API — the open Physical AI Data Platform. Programmatically manage sensor datasets (MCAP, LiDAR, video), annotation projects, exports, tasks, and fleet devices.

Note: This repository is a read-only mirror. To report bugs or request features, please open an issue. See CONTRIBUTING.md for details.

Packages

SDK Quick Start

npm install @avala-ai/sdk
import Avala from "@avala-ai/sdk";

const avala = new Avala();  // reads AVALA_API_KEY env var

// List datasets
const page = await avala.datasets.list({ limit: 10 });
page.items.forEach(d => console.log(d.uid, d.name));

// Get a specific dataset
const dataset = await avala.datasets.get("dataset-uid");

// Create an export
const exp = await avala.exports.create({ project: "project-uid" });
console.log(exp.uid, exp.status);

// List tasks with filters
const tasks = await avala.tasks.list({ project: "project-uid", status: "completed" });

Authentication

The client reads your API key from the AVALAAPIKEY environment variable by default:

export AVALA_API_KEY="avk_your_api_key"

Or pass it explicitly:

const avala = new Avala({ apiKey: "avk_your_api_key" });

Delegated services may instead pass an OAuth access token issued specifically for the Avala API:

const avala = new Avala({ accessToken: apiAudienceAccessToken });

apiKey and accessToken are mutually exclusive. Do not pass an ID token or a token issued for another resource (for example, an MCP-server token); exchange it for an Avala API-audience token first.

Pagination

All .list() methods return a CursorPage with .items, .hasMore, and .nextCursor:

let page = await avala.datasets.list({ limit: 20 });

for (const dataset of page.items) {
  console.log(dataset.name);
}

if (page.hasMore) {
  const nextPage = await avala.datasets.list({ cursor: page.nextCursor });
}

Error Handling

import Avala, { AvalaError, NotFoundError, RateLimitError } from "@avala-ai/sdk";

try {
  const dataset = await avala.datasets.get("nonexistent");
} catch (e) {
  if (e instanceof NotFoundError) {
    console.log("Dataset not found");
  } else if (e instanceof RateLimitError) {
    console.log("Rate limited");
  } else if (e instanceof AvalaError) {
    console.log(`API error: ${e.message}`);
  }
}

Available Resources

MCP Server

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Avala: common questions

Is Avala MCP server safe?
Yes, by our scan: it is graded A (98/100). Read the Avala safety report
How do I install Avala?
It runs remotely at mcp.avala.ai. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does Avala need an API key?
No key to paste: it signs you in with OAuth when your client connects.
Is Avala maintained?
The last commit was 22 days ago (2026-10-14). The latest release is v1.0.0.
Is Avala up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
How does Avala compare with other MCP servers?
safety score 98/100 (higher than 99% of 48,243 servers); uptime 100% (of our recent checks; the typical remote server answers 100%); response time 222 ms (faster than 63% of 30,027 servers). Full comparison.