Connect Scale ai to OpenClaw on Operator.io
Scale ai provides machine learning data labeling and annotation services. It enables teams to train AI models with high-quality, human-labeled data at scale.
Automate Scale ai with AI
Your OpenClaw agent lives on Operator and treats Scale ai as one more service it can drive. Send it an outcome in a Telegram or Discord message and it works out which of the Scale ai actions to run, then runs them.
Your agent reaches Scale ai directly or through connectors like Composio MCP and Pipedream MCP, which handle the sign in and token refresh for you, so there is nothing to wire up and no API keys to paste.
How to connect Scale ai
You authorize Scale ai once from your dashboard. Operator holds the connection and refreshes the access tokens on its own, so your agent keeps working with Scale ai without you signing in again. The same setup unlocks every other app your agent can reach, so you only do it once.
When you are ready, the get started guide walks through standing up your OpenClaw agent.
Common questions about Scale ai
- How do I connect Scale ai to Operator?
- You authorize Scale ai once from your Operator dashboard. Operator holds the connection and refreshes the access token for you, so your agent keeps working with Scale ai without you signing in again.
- Can my agent run Scale ai as part of a larger task?
- Yes. It can call Scale ai mid task, hand it the input, and use what comes back in the next step. So a job that involves generating, classifying, or analyzing something can route through Scale ai without you stitching the calls together yourself.
- Do I need to write code or manage Scale ai API keys?
- No code and no API keys. You authorize Scale ai through a normal sign in and Operator handles the connection, so there is nothing to wire up or host.
- Can my agent use Scale ai together with my other apps?
- Yes. The same agent reaches every app you connect, so it can move between Scale ai and tools like Google Sheets, Notion, Linear in one job, reading from one and acting in another without you wiring anything between them.
More apps to automate
Apps your agent runs alongside Scale ai, or browse all integrations.
Put your agent on Scale ai
Sign in, connect Scale ai, and hand your agent the work. Your first week is free.
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