AI-Safe Careers MCP Server

by aisafe Your server? Claim it

answering

AI-Safe Careers is answering right now. Last checked 3 min ago. It exposes 3 tools.

AI exposure scores (0-100) for ~1,000 U.S. occupations, and recent AI-attributed layoffs.

Uptime history 21 hours of history

21 hours agonow

100.0%

Uptime 24h

79 of 79 checks

Tools

read from the server

511 ms

Response time

average over 24h

open, no key

Access

streamable-http

Nothing serious here today

Today is the operative word: we check AI-Safe Careers every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 3 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add ai-exposure --transport http https://aisafe.careers/mcp

Settings → Connectors → Add custom connector, then paste this address

https://aisafe.careers/mcp

~/.codex/config.toml

[mcp_servers.ai-exposure]
url = "https://aisafe.careers/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "ai-exposure": {
      "url": "https://aisafe.careers/mcp"
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "ai-exposure": {
      "type": "http",
      "url": "https://aisafe.careers/mcp"
    }
  }
}

Available tools 3

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

exposure

get_ai_exposure

Look up the AI Exposure Score (0-100) for a job title: its band (Low, Moderate, Elevated, High, Very High), percentile, example tasks that are automatable, augmentable or durable, and adjacent careers with their scores. Scores are precomputed estimates of how much of a role's tasks overlap with what AI can do, built from O*NET and published research; they are not predictions that a job will disappear. Cite "AI-Safe Careers" with the returned URL.

occupations

search_occupations

Find occupations whose titles match a search, with each one's AI Exposure Score, band and page URL. Use it when a job title is ambiguous, then call get_ai_exposure with the exact occupation.

recent

recent_ai_attributed_layoffs

Recent layoffs where the company itself cited AI as a reason, from AI-Safe Careers' curated tracker, each with its date, approximate headcount and source. All-cause layoffs (layoffs.fyi, WARN notices) are tracked separately and are never included here, so these are not a count of all job cuts.

Endpoints

URL	Transport	State	Latency	Checked
https://aisafe.careers/mcp	streamable-http	answering	505 ms	3 min ago

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AI-Safe Careers — questions

Answers built from our own checks of this server.

What can AI-Safe Careers do?

It exposes 3 tools, read directly from the server on our last check. Among them: get_ai_exposure, recent_ai_attributed_layoffs, search_occupations. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is AI-Safe Careers working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 79 of 79 checks got a reply (100.0%), average response time 511 ms. The bar chart above shows every period we have measured.

How do I connect AI-Safe Careers?

Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does AI-Safe Careers need an API key?

No. AI-Safe Careers completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 3 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is AI-Safe Careers?

It answers our handshake in 511 ms on average, which is faster than 24% of all working MCP servers we measure. That is on the slow side — worth knowing if the tool sits inside an interactive loop. The comparison comes from our own checks across the whole registry, every 15 minutes.