Koskamo

academyinfo-mcp

A read-only MCP server that allows AI assistants to query and compare 17 official disclosure indicators across 488 Korean universities using a bundled local snapshot of data from data.go.kr. It supports factual queries and side-by-side comparisons without requiring API keys or login.

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.

academyinfo-mcp logo, by yousunjung84-eduCommunity listingStreamable HTTPNo sign-inEndpoint checked 2026-11-07Published by yousunjung84-edu
MCP endpoint (Streamable HTTP)
https://academyinfo-mcp-433006350023.asia-northeast3.run.app/mcp
Vendor documentation

What its tools do

8 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.

Read-only (8)

8 of 8 have a description · 8 of 8 declare behavior hints · 0 of 5 with parameters document them all

Checks and signals

Each line is separate evidence, not a trust score.

  • Passed Endpoint answered the live check ·
  • Availability 1 of 1 checks passed in 30 days

What you can do with it

  • Compare employment rates and competition ratios between specific Korean universities
  • Retrieve factual disclosure indicators for individual institutions
  • Resolve ambiguous university names by listing candidate campuses
  • Generate side-by-side comparison tables of university metrics

Source and maintenance

Community listingRegistry 0.4.0
mcp-registry: io.github.yousunjung84-edu/academyinfo@0.4.0Source repository
Maintenance checked

Protocol and capabilities

Server
academyinfo-mcp 0.5.1
MCP protocol negotiated in check
2025-11-25
Tools
8 advertised
Resources
Not advertised
Resource templates
Not advertised
Prompts
Not advertised
Server-advertised capabilities
{
  "tools": {
    "listChanged": true
  }
}

Tools

8 advertised

list_sources — List Sources
Advertised by the server during the last successful anonymous check.
Advertised read-only

List bundled file-first academyinfo sources available in v0.1.

list_sources input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}
list_sources annotations
{
  "title": "List Sources",
  "readOnlyHint": true,
  "openWorldHint": false
}
list_indicators — List Indicators
Advertised by the server during the last successful anonymous check.
Advertised read-only

List v0.1 file-first indicators enabled by default.

list_indicators input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}
list_indicators annotations
{
  "title": "List Indicators",
  "readOnlyHint": true,
  "openWorldHint": false
}
search_university — Search University
Advertised by the server during the last successful anonymous check.
Advertised read-only

Search local file-first university records without guessing ambiguous matches.

search_university input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {
    "query": {
      "type": "string"
    }
  }
}
search_university annotations
{
  "title": "Search University",
  "readOnlyHint": true,
  "openWorldHint": false
}
get_university_metrics — Get University Metrics
Advertised by the server during the last successful anonymous check.
Advertised read-only

Return verified local metrics for one university when available.

get_university_metrics input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {
    "indicators": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "university_name": {
      "type": "string"
    }
  }
}
get_university_metrics annotations
{
  "title": "Get University Metrics",
  "readOnlyHint": true,
  "openWorldHint": false
}
compare_universities — Compare Universities
Advertised by the server during the last successful anonymous check.
Advertised read-only

Compare verified local metrics for multiple universities when available.

compare_universities input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {
    "indicators": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "university_names": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  }
}
compare_universities annotations
{
  "title": "Compare Universities",
  "readOnlyHint": true,
  "openWorldHint": false
}
explain_indicator — Explain Indicator
Advertised by the server during the last successful anonymous check.
Advertised read-only

Explain a v0.1 indicator with source metadata and verification status.

explain_indicator input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {
    "indicator": {
      "type": "string"
    }
  }
}
explain_indicator annotations
{
  "title": "Explain Indicator",
  "readOnlyHint": true,
  "openWorldHint": false
}
validate_source_coverage — Validate Source Coverage
Advertised by the server during the last successful anonymous check.
Advertised read-only

Validate v0.1 source coverage, key policy, and bundled data boundaries.

validate_source_coverage input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}
validate_source_coverage annotations
{
  "title": "Validate Source Coverage",
  "readOnlyHint": true,
  "openWorldHint": false
}
explore_universities — Explore Universities
Advertised by the server during the last successful anonymous check.
Advertised read-only

Resolve universities and return factual side-by-side local indicator data.

explore_universities input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {
    "indicators": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "university_queries": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "additionalProperties": {}
}
explore_universities annotations
{
  "title": "Explore Universities",
  "readOnlyHint": true,
  "openWorldHint": 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
533 ms
95th percentile latency
533 ms

Maintenance history

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

  • · probe · passed · 533 ms · metadata changed · 8 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 academyinfo-mcp-run https://academyinfo-mcp-433006350023.asia-northeast3.run.app/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 academyinfo-mcp-run --url https://academyinfo-mcp-433006350023.asia-northeast3.run.app/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable academyinfo-mcp-run in your MCP settings.
Cursor configuration
{
  "mcpServers": {
    "academyinfo-mcp-run": {
      "url": "https://academyinfo-mcp-433006350023.asia-northeast3.run.app/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).
Cline configuration
{
  "mcpServers": {
    "academyinfo-mcp-run": {
      "type": "streamableHttp",
      "url": "https://academyinfo-mcp-433006350023.asia-northeast3.run.app/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start academyinfo-mcp-run and inspect its tools.
VS Code configuration
{
  "servers": {
    "academyinfo-mcp-run": {
      "type": "http",
      "url": "https://academyinfo-mcp-433006350023.asia-northeast3.run.app/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 academyinfo-mcp-run https://academyinfo-mcp-433006350023.asia-northeast3.run.app/mcp

Claude Desktop

Open Claude Settings > Connectors > Add custom connector, enter this server URL and enable it for the conversation. This is a manual remote-connector handoff, not a desktop JSON configuration.
Claude Desktop configuration
https://academyinfo-mcp-433006350023.asia-northeast3.run.app/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": {
    "academyinfo-mcp-run": {
      "serverUrl": "https://academyinfo-mcp-433006350023.asia-northeast3.run.app/mcp"
    }
  }
}

Let your agent find its tools

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