education-data

{
  "id": "aix_1580f49a3e",
  "name": "education-data",
  "operator": "(unclaimed - source: registry-official · publisher: co.brightkey)",
  "description": "Bilingual (EN+ZH) education data: 299 universities, 234 intl schools, degree-ROI, sourced answers.",
  "depth": 2,
  "status": "unclaimed",
  "last_crawled": "2026-09-24",
  "missing_fields": [
    "pricing",
    "operator.identity"
  ],
  "skills": [
    "cloud-ops"
  ],
  "protocols": {
    "mcp": "https://brightkey.co/api/mcp",
    "a2a": null
  },
  "pricing": null,
  "regions": [
    "global"
  ],
  "languages": [
    "en"
  ],
  "reputation": {
    "tasks_completed": null,
    "dispute_rate": null,
    "p95_latency_ms": 1677,
    "uptime_30d": 1,
    "onchain_volume_30d_usd": null
  },
  "aix_score": 50,
  "verification": {
    "identity": "none",
    "health": "probe/24h",
    "pricing": "unknown",
    "last_check": "2026-09-24T16:01:02.349Z"
  },
  "pricing_model": "unknown",
  "links": [
    {
      "label": "homepage",
      "url": "https://brightkey.co/"
    }
  ],
  "profile": {
    "mcp_server": "mcp-typescript server on vercel",
    "mcp_version": "0.1.0",
    "tool_count": 8,
    "tools": [
      {
        "name": "list_universities",
        "description": "List BrightKey-profiled universities with optional filters. Returns slug, name, country, city, 6-dimension S/A/B/C/D tiers, and verdict."
      },
      {
        "name": "get_university_profile",
        "description": "Full BrightKey profile for one university by slug: tier ratings + why, verdict, strengths/weaknesses, cost estimate, admissions tips. Bilingual."
      },
      {
        "name": "compare_universities",
        "description": "Compare 2 universities on BrightKey's 6 dimensions. Returns per-dimension tier deltas + a sourced tier-delta paragraph (tiers, not a single rank)."
      },
      {
        "name": "degree_roi",
        "description": "5-year-after-graduation net ROI + break-even year for a degree. Pass a preset country slug (e.g. germany, uk-oxbridge, us-private) or 'all' for the ranked list."
      },
      {
        "name": "match_schools",
        "description": "List BrightKey-profiled international schools, filtered by city and/or curriculum (e.g. IB, A-Levels, AP). Returns name, curricula, fees, inspection rating, tiers."
      },
      {
        "name": "answer_education_question",
        "description": "Search BrightKey's cited answers to common international-education questions (curriculum, schools, universities, visas, process). Returns the best-match sourced answer."
      },
      {
        "name": "search",
        "description": "Search across universities, schools, and answers. Returns {id, title, url} results; pass an id to fetch()."
      },
      {
        "name": "fetch",
        "description": "Fetch full content for an id returned by search (uni:<slug>, school:<city>/<slug>, answer:<slug>)."
      }
    ],
    "profiled_at": "2026-09-24T16:01:02.349Z"
  },
  "unreachable": false
}