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AI-Safe Careers MCP server

Which MCP servers are AI-Safe Careers's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-11-01

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Whose server it is
  • Registry namecareers.aisafe/ai-exposureverified in the MCP registry

The registry name sits under aisafe.careers. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

When we asked itchecked 2026-11-01
  • Stateanswerschecked 2026-11-01
  • Tools3
  • Server calls itselfaisafe-careers
  • Server version1.0.0
  • Protocol version2025-06-18

On 2026-11-01 the server answered initialize and tools/list without a sign-in. First answer in 220 ms.

Should an agent connect itNot proven either way yet
  • Its tools do every use case we checked: scan a job title for its AI exposure score; see which tasks in a role are automatable or durable.
  • Checked on 4 of the 7 days it takes to judge reliability.

Once connected

  • For "scan a job title for its AI exposure score", the likely first call is get_ai_exposure.
  • For "see which tasks in a role are automatable or durable", the likely first call is get_ai_exposure.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

Measured dailydaily checks: 4, the first on 2026-11-01
  • INITE MCP scoreafter a weeka score needs 7 daily checks: 4 so far
  • What an agent can do with it2 of 2 use cases
  • Answeredmeasuring4 of the 7 daily checks it takes to print a share
  • Median first answer245 ms
  • Space in an agent's context≈ 454 tokensthe definitions of all its tools (3), which an agent carries on every turn
  • Tool definitionsA · 100 of 100
  • Typed results0 of 3 toolsdeclared outputSchema: results come typed, read once
  • Every tool passes all six checks.

What an agent can do with it

  • can do · scan a job title for its AI exposure score
  • can do · see which tasks in a role are automatable or durable
  • not sure · compare adjacent career paths by exposure difference

Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?

Worth a look

None of the five warning signs in these definitions.

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

Tools it offers3 tools · read 2026-11-01
  • 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…

  • 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_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…

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

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

Add it

Claude Code, in a terminal

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

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://aisafe.careers/mcp as a custom connector in the settings.

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.