AI Resilience API & MCP

Free, public API for AI career resilience data. No API key required. Rate limited to 100 requests per minute per IP.

Single-Career Endpoint

Path Parameter

Response Format

Success (200)

Fields are grouped by concern. All numeric scores are on a 0-1 scale unless otherwise noted. Any field can be null when the underlying data is unavailable for that occupation.

Core

aiResilience

airm (AI Resilience Model)

sources

Per-source signals that feed the combined resilience score. Percentiles are 0-1 within their respective populations.

subscores

stepsToTake

tasks

Populated for detailed occupations only. Sorted by automationLikelihood ascending (most resilient first).

laborMarket

BLS employment and wage data. Employment counts are absolute (not in thousands).

hierarchy

SOC hierarchy relationships. Each reference is a minimal {code, name, slug, url} object.

Example Response

{
  "success": true,
  "data": {
    "code": "15-1252.00",
    "name": "Software Developers",
    "nameShort": "Software Developers",
    "slug": "software-developers",
    "level": "detailed",
    "description": "Develop, create, and modify general computer applications software...",
    "url": "https://www.airesilience.org/career/software-developers",
    "aiResilience": {
      "score": 0.62,
      "label": "Mostly Resilient",
      "confidence": "High",
      "explanation": "Software developers..."
    },
    "airm": {
      "version": "v1.5",
      "percentile": 0.45,
      "label": "Medium",
      "rawScore": 0.52
    },
    "sources": {
      "anthropic":      { "percentile": 0.42, "rawScore": 0.18 },
      "microsoft":      { "percentile": 0.38, "rawScore": 0.45 },
      "wrtmj":          { "percentile": 0.55, "label": "Medium", "riskPercent": "65", "growth": "...", "volume": "..." },
      "althoff":        { "wageBillPercentile": 0.61 },
      "manning":        { "adaptiveCapacityPercentile": 0.58 },
      "blsOpportunity": { "score": 0.7, "label": "High" }
    },
    "subscores": {
      "meaningfulHumanContribution":  { "score": 0.65, "label": "High" },
      "sustainedEconomicOpportunity": { "score": 0.70, "label": "High" }
    },
    "stepsToTake": [
      "Build a portfolio of projects that show end-to-end problem solving...",
      "Develop fluency with AI-assisted coding tools..."
    ],
    "tasks": [
      {
        "id": "1",
        "task": "Confer with systems analysts, engineers, programmers and others...",
        "taskType": "Core",
        "automationLikelihood": 0.18,
        "resilienceScore": 0.82,
        "analysisDate": "2026-05-16"
      }
    ],
    "laborMarket": {
      "medianWage": 130160,
      "employment2024": 1656000,
      "employment2034": 1800000,
      "employmentChangePct": 8.7,
      "annualOpenings": 140100,
      "educationRequired": "Bachelor's degree",
      "experienceRequired": "None",
      "trainingRequired": "None",
      "dataSource": "direct"
    },
    "hierarchy": {
      "parents": {
        "major": { "code": "15-0000", "name": "Computer and Mathematical Occupations", "slug": "computer-and-mathematical-occupations", "url": "https://www.airesilience.org/career/computer-and-mathematical-occupations" },
        "minor": { "code": "15-1200", "name": "Computer Occupations", "slug": "computer-occupations", "url": "https://www.airesilience.org/career/computer-occupations" },
        "broad": { "code": "15-1250", "name": "Software and Web Developers, Programmers, and Testers", "slug": "software-and-web-developers-programmers-and-testers", "url": "https://www.airesilience.org/career/software-and-web-developers-programmers-and-testers" }
      },
      "siblings": [
        { "code": "15-1253.00", "name": "Software Quality Assurance Analysts and Testers", "slug": "software-quality-assurance-analysts-and-testers", "url": "https://www.airesilience.org/career/software-quality-assurance-analysts-and-testers" }
      ],
      "children": []
    },
    "lastUpdated": "2026-05-16"
  }
}

Bulk (List) Endpoint

Returns a summary list of all occupations. Useful for syncing the dataset or building filtered views client-side. Each entry is a compact summary (resilience score, label, confidence) — for the full per-occupation payload, call the single-career endpoint with the SOC code.

Query Parameters

All parameters are optional. When neither page nor pageSize is supplied, the endpoint returns the full unpaginated list.

Response Fields

Example Response (paginated)

GET /ext/api/careers?level=detailed&page=1&pageSize=2

{
  "success": true,
  "data": [
    {
      "code": "11-1011.00",
      "name": "Chief Executives",
      "slug": "chief-executives",
      "level": "detailed",
      "url": "https://www.airesilience.org/career/chief-executives",
      "aiResilience": {
        "score": 0.78,
        "label": "Resilient",
        "confidence": "High"
      }
    },
    {
      "code": "11-1021.00",
      "name": "General and Operations Managers",
      "slug": "general-and-operations-managers",
      "level": "detailed",
      "url": "https://www.airesilience.org/career/general-and-operations-managers",
      "aiResilience": {
        "score": 0.61,
        "label": "Mostly Resilient",
        "confidence": "Medium-high"
      }
    }
  ],
  "meta": {
    "total": 867,
    "page": 1,
    "pageSize": 2,
    "totalPages": 434,
    "hasMore": true,
    "lastUpdated": "2026-05-16"
  }
}

Error Responses

Rate Limiting

The API is rate limited to 100 requests per minute per IP address using a sliding window. If you hit the limit, you'll receive a 429 response with a Retry-After header indicating how many seconds to wait.

CORS

This API supports cross-origin requests from any domain. You can call it directly from browser-based applications without a proxy.

MCP Server for AI Assistants

We provide a Model Context Protocol (MCP) server that wraps this API, allowing AI assistants like Claude to look up career resilience data directly. No API key required.

Install via npm: ai-resilience-mcp

Configuration

Add the following to your MCP client configuration:

Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "ai-resilience": {
      "command": "npx",
      "args": ["-y", "ai-resilience-mcp"]
    }
  }
}

Claude Code

Add to your project's .mcp.json:

{
  "mcpServers": {
    "ai-resilience": {
      "command": "npx",
      "args": ["-y", "ai-resilience-mcp"]
    }
  }
}

Available Tool

Notable changes to the API. Breaking changes are called out explicitly.