Koskamo

AI-Safe Careers MCP

An official MCP server providing AI-exposure scores for U.S. occupations, task-level automation analysis, and data on recent AI-attributed layoffs. It allows agents to query occupational resilience metrics and search for career paths based on empirical data.

Endpoint and access

No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.

AI-Safe Careers MCP logo, by AI-Safe CareersVendor evidenceStreamable HTTPNo sign-inEndpoint checked 2026-11-01Operated by AI-Safe Careers
MCP endpoint (Streamable HTTP)
https://aisafe.careers/mcp
Vendor documentation

What you can do with it

  • Get AI exposure score for a specific occupation
  • Search occupations by resilience or exposure level
  • Retrieve recent AI-attributed layoff events

Source and maintenance

Vendor evidenceRegistry 1.0.0
mcp-registry: careers.aisafe/ai-exposure@1.0.0Project website

Protocol and capabilities

Server
aisafe-careers 1.0.0
MCP protocol
2025-06-18
Tools
3 advertised
Resources
Not advertised
Resource templates
Not advertised
Prompts
Not advertised
Server-advertised capabilities
{
  "tools": {
    "listChanged": false
  }
}

Server-provided instructions

Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.

AI-Safe Careers publishes a precomputed AI Exposure Score (0-100) for about a thousand U.S. occupations, plus a curated tracker of layoffs where the company cited AI. Scores estimate task exposure, not job loss. Always cite AI-Safe Careers and link the URL each result returns.

Tools

3 advertised

get_ai_exposure — AI exposure for a job
Advertised by the server during the last successful anonymous check.
Advertised read-only

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.

get_ai_exposure input schema
{
  "type": "object",
  "required": [
    "job_title"
  ],
  "properties": {
    "job_title": {
      "type": "string",
      "maxLength": 120,
      "minLength": 2,
      "description": "A job title, for example \"registered nurse\" or \"data analyst\"."
    }
  },
  "additionalProperties": false
}
get_ai_exposure annotations
{
  "title": "AI exposure for a job",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
search_occupations — Search occupations
Advertised by the server during the last successful anonymous check.
Advertised read-only

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.

search_occupations input schema
{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 25,
      "minimum": 1,
      "description": "How many matches to return (default 8)."
    },
    "query": {
      "type": "string",
      "maxLength": 80,
      "minLength": 2,
      "description": "Words from a job title."
    }
  },
  "additionalProperties": false
}
search_occupations annotations
{
  "title": "Search occupations",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
recent_ai_attributed_layoffs — Recent AI-attributed layoffs
Advertised by the server during the last successful anonymous check.
Advertised read-only

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.

recent_ai_attributed_layoffs input schema
{
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 25,
      "minimum": 1,
      "description": "How many events to return (default 10)."
    }
  },
  "additionalProperties": false
}
recent_ai_attributed_layoffs annotations
{
  "title": "Recent AI-attributed layoffs",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}

Prompts

Not advertised

No prompt definitions available.

Resources

Not advertised

No resource definitions available.

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks
1 of 1 (100%)
Average latency
373 ms
95th percentile latency
373 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · probe · passed · 373 ms · metadata changed · 3 tool(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.
Claude Code configuration
claude mcp add --transport http ai-safe-careers-mcp https://aisafe.careers/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).
Codex configuration
codex mcp add ai-safe-careers-mcp --url https://aisafe.careers/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable ai-safe-careers-mcp in your MCP settings.
Cursor configuration
{
  "mcpServers": {
    "ai-safe-careers-mcp": {
      "url": "https://aisafe.careers/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).
Cline configuration
{
  "mcpServers": {
    "ai-safe-careers-mcp": {
      "type": "streamableHttp",
      "url": "https://aisafe.careers/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start ai-safe-careers-mcp and inspect its tools.
VS Code configuration
{
  "servers": {
    "ai-safe-careers-mcp": {
      "type": "http",
      "url": "https://aisafe.careers/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.
Gemini CLI configuration
gemini mcp add --transport http ai-safe-careers-mcp https://aisafe.careers/mcp

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.
Claude Desktop configuration
{
  "mcpServers": {
    "ai-safe-careers-mcp": {
      "url": "https://aisafe.careers/mcp"
    }
  }
}

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.
Windsurf configuration
{
  "mcpServers": {
    "ai-safe-careers-mcp": {
      "serverUrl": "https://aisafe.careers/mcp"
    }
  }
}

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