MCP MeasureMCP Measure

index observed

education-data

Bilingual (EN+ZH) education data: 299 universities, 234 intl schools, degree-ROI, sourced answers.

Should I use this

Quality & Safety

A
Description quality
90%
Schema completeness
87%
Naming quality
90%
Poisoning risk
100%
Permission match
90%
Protocol compliance
100%

Findings (3)

  • LOWTool 'get_university_profile' description lacks action verbin get_university_profile
  • LOWTool 'compare_universities' description lacks action verbin compare_universities
  • LOWTool 'fetch' suggests web access but openWorldHint=falsein fetch

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~976Tokens (tool definitions)
~699 BTypical response size
Moderate attention impact (0.76% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

{
  "mcpServers": {
    "education-data": {
      "url": "https://brightkey.co/api/mcp"
    }
  }
}

Remote endpoints

https://brightkey.co/api/mcpstreamable-http

What it can do

Tool inventory

Tools (8)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢list_universities(country, acceptsIB, minTier, limit)

List BrightKey-profiled universities with optional filters. Returns slug, name, country, city, 6-dimension S/A/B/C/D tiers, and verdict.

Input Schema

{
  "type": "object",
  "properties": {
    "country": {
      "type": "string"
    },
    "acceptsIB": {
      "type": "boolean"
    },
    "minTier": {
      "type": "string",
      "enum": [
        "S",
        "A",
        "B",
        "C",
        "D"
      ]
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 100
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get_university_profile(slug, lang)

Full BrightKey profile for one university by slug: tier ratings + why, verdict, strengths/weaknesses, cost estimate, admissions tips. Bilingual.

Input Schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string",
      "description": "e.g. harvard-university, eth-zurich"
    },
    "lang": {
      "description": "Response language; defaults to en.",
      "type": "string",
      "enum": [
        "en",
        "zh"
      ]
    }
  },
  "required": [
    "slug"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢compare_universities(a, b, lang)

Compare 2 universities on BrightKey's 6 dimensions. Returns per-dimension tier deltas + a sourced tier-delta paragraph (tiers, not a single rank).

Input Schema

{
  "type": "object",
  "properties": {
    "a": {
      "type": "string"
    },
    "b": {
      "type": "string"
    },
    "lang": {
      "description": "Response language; defaults to en.",
      "type": "string",
      "enum": [
        "en",
        "zh"
      ]
    }
  },
  "required": [
    "a",
    "b"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢degree_roi(country, lang)

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.

Input Schema

{
  "type": "object",
  "properties": {
    "country": {
      "type": "string",
      "description": "ROI destination slug, or 'all'"
    },
    "lang": {
      "description": "Response language; defaults to en.",
      "type": "string",
      "enum": [
        "en",
        "zh"
      ]
    }
  },
  "required": [
    "country"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢match_schools(city, curriculum, limit)

List BrightKey-profiled international schools, filtered by city and/or curriculum (e.g. IB, A-Levels, AP). Returns name, curricula, fees, inspection rating, tiers.

Input Schema

{
  "type": "object",
  "properties": {
    "city": {
      "description": "e.g. singapore, tokyo, dubai",
      "type": "string"
    },
    "curriculum": {
      "type": "string"
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 50
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢answer_education_question(query, lang)

Search BrightKey's cited answers to common international-education questions (curriculum, schools, universities, visas, process). Returns the best-match sourced answer.

Input Schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string"
    },
    "lang": {
      "description": "Response language; defaults to en.",
      "type": "string",
      "enum": [
        "en",
        "zh"
      ]
    }
  },
  "required": [
    "query"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢search(query)

Search across universities, schools, and answers. Returns {id, title, url} results; pass an id to fetch().

Input Schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string"
    }
  },
  "required": [
    "query"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢fetch(id, lang)

Fetch full content for an id returned by search (uni:<slug>, school:<city>/<slug>, answer:<slug>).

Input Schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string"
    },
    "lang": {
      "description": "Response language; defaults to en.",
      "type": "string",
      "enum": [
        "en",
        "zh"
      ]
    }
  },
  "required": [
    "id"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Recommended Prompts

search_research
Search for information about [topic] using education-data
Expected tools: search
fetch_info
Fetch [information type] using education-data
Expected tools: get_university_profile
find_specific
Find [specific item] using education-data
Expected tools: search
retrieve_data
Get details about [item] from education-data
Expected tools: get_university_profile
list_items
List all [items] available in education-data
Expected tools: list_universities

Community

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Evidence

Recent observations

verifiedversion not recorded8 tools
verifiedversion not recorded8 tools