How to Pull BLS Labor Statistics from OpenClaw

OpenClaw makes it easy to run a local AI agent, but out of the box it can’t look up real economic data. If you ask it about current unemployment or inflation, it’s limited to whatever was in its training set. AgentPatch’s BLS Data tool gives your OpenClaw bot direct access to the Bureau of Labor Statistics API, so it can pull real numbers on demand.

Why This Matters

People ask questions about the economy all the time: What’s the current unemployment rate? How fast are prices rising? Are wages keeping up with inflation? Without live data access, your OpenClaw bot has to hedge every answer with disclaimers about training data cutoffs.

The BLS publishes authoritative data on all of these topics — CPI, unemployment, payrolls, wages, productivity — but the API isn’t something you’d casually wire into a chat bot. You’d need to manage an API key, learn the series ID naming conventions, handle the request format, and parse the response. AgentPatch wraps all of that into a single tool call. Connect it once and your bot can pull BLS time series data from any conversation.

Setup

Add AgentPatch to ~/.openclaw/openclaw.json:

{
  "mcp": {
    "servers": {
      "agentpatch": {
        "transport": "streamable-http",
        "url": "https://agentpatch.ai/mcp",
        "headers": {
          "Authorization": "Bearer YOUR_API_KEY"
        }
      }
    }
  }
}

Replace YOUR_API_KEY with your actual key from the AgentPatch dashboard. Restart OpenClaw and it discovers all AgentPatch tools automatically.

Example

You’re chatting with your OpenClaw bot on Telegram and ask:

“What’s the current CPI? How much has inflation gone up over the past year?”

Without AgentPatch, the bot would give you a guess. With the BLS Data tool connected, it pulls the real numbers:

Fetching BLS series CUUR0000SA0 with year-over-year calculations...

The CPI-U (Consumer Price Index for All Urban Consumers) was 319.082 in
December 2025. That's a 2.6% increase from December 2024.

Month-over-month it rose 0.1%, which is a relatively modest increase.
Inflation has been running in the 2.5-2.7% range for the past several months.

Your bot pulled live government data, did the comparison, and gave a clear answer — all from a chat message. No API key to manage, no code to write.

This works just as well on Discord or Signal, wherever your OpenClaw instance runs.

Wrapping Up

Once AgentPatch is connected, your OpenClaw bot can pull BLS data whenever someone asks about the economy. CPI, unemployment, wages, payrolls — it’s all available through a single tool. And BLS Data is just one tool on the marketplace; the same connection gives your agent access to FRED economic data, web search, email, and more. Check out what’s available at agentpatch.ai.

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