{
 "name": "한국 데이터 MCP 실측 목록",
 "url": "https://mcp-index.sallim.app/",
 "source_repo": "https://github.com/sallim-app/korea-mcp-index",
 "license": "MIT (측정값·문서). 응답 발췌는 각 서버 운영자의 것.",
 "measured_at": "2026-08-24",
 "axes_measured_at": "2026-08-24",
 "package_axis_measured_at": "2026-08-24",
 "generated_at": "2026-08-29",
 "boundaries": [
  "측정일은 잰 날이다 — 이 파일을 만든 날(generated_at)과 다르다.",
  "reachable=false 는 폐기 판정이 아니라 그 시점의 관측이고, **우리 호출의 결과**다 — http_status 가 있는 줄은 서버가 살아서 상태코드를 돌려준 것이다. client_limits 를 먼저 읽어라.",
  "retried=false 는 단 한 번 부른 결과라는 뜻이다.",
  "shared_gateway 가 있으면 그 오류는 공용 게이트웨이의 것이지 그 저장소의 결함이 아닐 수 있다 — 우리가 둘을 갈라 재지 못했다.",
  "counts 는 servers 배열의 bucket 으로 재현된다. install_only·no_address_no_package 는 배열 밖이다(가동을 못 쟀다).",
  "endpoint_source=readme_guess 는 우리가 주소를 잘못 짚었을 수 있다는 뜻이다.",
  "rank_in_category 는 지표 가중합이 아니라 실제 질문 답변을 모델이 채점한 결과이고, 같은 입력에도 흔들린다.",
  "rank_graded_as 가 있으면 그 등수는 **옛 이름으로 받은 것**이다 — 저장소가 옮겨져 이름이 바뀌었고 엔드포인트가 같아 이었다. 채점 원자료에는 옛 이름만 있다.",
  "가동은 매주·순위는 매월이라 두 값의 회차가 다르다 — rank_is_current=false 인 줄은 지난 회차의 등수이고 이번 회차 순위표에는 없다(사유는 rank_note). 등수를 지우지 않는 이유는, 빈자리를 위로 당기면 재채점 없이 등수가 오른 것처럼 보이기 때문이다.",
  "license=null 은 '오픈소스 아님'이 아니라 '확인 못 함'이다.",
  "배포 패키지는 이름으로 맞춘 것이라 남의 패키지가 붙을 수 있다 — 기계로 잡히는 경우만 package_match_suspect 에 사유가 들어간다(못 잡는 경우가 더 많다).",
  "이 목록을 만든 곳도 이 안에 서버를 운영한다(operated_by_us=true) — 축을 고른 것도 같은 곳이다.",
  "원격 주소가 없어 가동을 재지 못한 서버 133건은 이 배열에 없다: https://mcp-index.sallim.app/self-hosted"
 ],
 "counts": {
  "comparable": 19,
  "unmeasurable": 9,
  "unreachable": 28,
  "off_topic": 2,
  "install_only": 133,
  "no_address_no_package": 50,
  "candidates_total": 241
 },
 "client_limits": [
  "initialize 핸드셰이크를 하지 않는다 — 규격을 지키는 서버가 HTTP 400을 주는 것이 정상 동작이다",
  "POST + 307 리다이렉트를 따라가지 않는다",
  "SSE(GET)를 시도하지 않는다 — POST 고정이라 SSE 엔드포인트는 405를 준다",
  "4xx는 재시도하지 않는다(재시도는 연결 실패·5xx일 때만 1회)",
  "서버가 보낸 오류 본문을 저장하지 않는다 — 상태코드만 남겼다"
 ],
 "servers": [
  {
   "name": "hike-lab/public-data-lens",
   "bucket": "comparable",
   "page": "https://mcp-index.sallim.app/servers/hike-lab-public-data-lens",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "https://github.com/hike-lab/public-data-lens",
   "endpoint": "https://service.datahub.kr/projects/public-data-lens/mcp",
   "endpoint_source": "readme_guess",
   "measured_at": "2026-08-24",
   "reachable": true,
   "tool_count": 9,
   "warm_ms": 23,
   "cold_ms": 35,
   "described_pct": 100,
   "annotated_pct": 100,
   "rank_in_category": 1,
   "rank_round": "2026-08-19",
   "rank_graded_as": "haklaekim/public-data-lens",
   "rank_is_current": true,
   "rank_note": null,
   "fact_errors": 1,
   "license": "MIT",
   "self_hosting": "source_only",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": null,
   "http_status": 200,
   "retried": false,
   "shared_gateway": null
  },
  {
   "name": "obundh/korea-public-data-catalog-mcp",
   "bucket": "unreachable",
   "page": "https://mcp-index.sallim.app/servers/obundh-korea-public-data-catalog-mcp",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "https://github.com/obundh/korea-public-data-catalog-mcp",
   "endpoint": "https://korea-public-data-catalog-mcp-production.up.railway.app/mcp",
   "endpoint_source": "readme_guess",
   "measured_at": "2026-08-24",
   "reachable": false,
   "tool_count": null,
   "warm_ms": null,
   "cold_ms": 532,
   "described_pct": null,
   "annotated_pct": null,
   "rank_in_category": 2,
   "rank_round": "2026-08-19",
   "rank_graded_as": null,
   "rank_is_current": false,
   "rank_note": "지난 채점 회차의 등수다 — 이번 회차엔 응답하지 않아 사람용 순위표에서는 빠져 있다. 다시 채점하기 전까지 번호는 그대로 둔다",
   "fact_errors": 3,
   "license": "MIT",
   "self_hosting": "source_only",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": "HTTP 404",
   "http_status": 404,
   "retried": false,
   "shared_gateway": null
  },
  {
   "name": "app.apick/all",
   "bucket": "comparable",
   "page": "https://mcp-index.sallim.app/servers/app-apick-all",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "",
   "endpoint": "https://apick.app/mcp/all",
   "endpoint_source": "registry",
   "measured_at": "2026-08-24",
   "reachable": true,
   "tool_count": 80,
   "warm_ms": 51,
   "cold_ms": 114,
   "described_pct": 100,
   "annotated_pct": 100,
   "rank_in_category": 3,
   "rank_round": "2026-08-19",
   "rank_graded_as": null,
   "rank_is_current": true,
   "rank_note": null,
   "fact_errors": 0,
   "license": null,
   "self_hosting": "unknown",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": null,
   "http_status": 200,
   "retried": false,
   "shared_gateway": null
  },
  {
   "name": "Dayoooun/korea-stats-mcp",
   "bucket": "unreachable",
   "page": "https://mcp-index.sallim.app/servers/dayoooun-korea-stats-mcp",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "https://github.com/Dayoooun/korea-stats-mcp",
   "endpoint": "https://korea-stats-mcp-yxup.vercel.app/mcp",
   "endpoint_source": "readme_guess",
   "measured_at": "2026-08-24",
   "reachable": false,
   "tool_count": null,
   "warm_ms": null,
   "cold_ms": 265,
   "described_pct": null,
   "annotated_pct": null,
   "rank_in_category": null,
   "rank_round": null,
   "rank_graded_as": null,
   "rank_is_current": null,
   "rank_note": null,
   "fact_errors": null,
   "license": "MIT",
   "self_hosting": "source_only",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": "HTTP 404",
   "http_status": 404,
   "retried": false,
   "shared_gateway": null
  },
  {
   "name": "chrisryugj/archhub-mcp",
   "bucket": "unreachable",
   "page": "https://mcp-index.sallim.app/servers/chrisryugj-archhub-mcp",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "https://github.com/chrisryugj/archhub-mcp",
   "endpoint": "https://archhub-mcp.fly.dev/mcp",
   "endpoint_source": "readme_guess",
   "measured_at": "2026-08-24",
   "reachable": false,
   "tool_count": null,
   "warm_ms": null,
   "cold_ms": 5260,
   "described_pct": null,
   "annotated_pct": null,
   "rank_in_category": null,
   "rank_round": null,
   "rank_graded_as": null,
   "rank_is_current": null,
   "rank_note": null,
   "fact_errors": null,
   "license": "MIT",
   "self_hosting": "source_only",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": "URLError: <urlopen error [SSL: UNEXPECTED_EOF_WHILE_READING] EOF occurred in violation of protocol (_ssl.c:1000)>",
   "http_status": null,
   "retried": true,
   "shared_gateway": null
  },
  {
   "name": "hjsh200219/korea-public-data-mcp",
   "bucket": "unreachable",
   "page": "https://mcp-index.sallim.app/servers/hjsh200219-korea-public-data-mcp",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "https://github.com/hjsh200219/korea-public-data-mcp",
   "endpoint": "https://public-data.up.railway.app/mcp",
   "endpoint_source": "readme_guess",
   "measured_at": "2026-08-24",
   "reachable": false,
   "tool_count": null,
   "warm_ms": null,
   "cold_ms": 718,
   "described_pct": null,
   "annotated_pct": null,
   "rank_in_category": null,
   "rank_round": null,
   "rank_graded_as": null,
   "rank_is_current": null,
   "rank_note": null,
   "fact_errors": null,
   "license": null,
   "self_hosting": "packaged",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": "HTTP 400",
   "http_status": 400,
   "retried": false,
   "shared_gateway": null
  },
  {
   "name": "io.github.SongT-50/korean-agriculture-mcp",
   "bucket": "unreachable",
   "page": "https://mcp-index.sallim.app/servers/io-github-songt-50-korean-agriculture-mcp",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "https://github.com/SongT-50/korean-agriculture-mcp",
   "endpoint": "https://korean-agriculture-mcp.onrender.com/mcp",
   "endpoint_source": "registry",
   "measured_at": "2026-08-24",
   "reachable": false,
   "tool_count": null,
   "warm_ms": null,
   "cold_ms": 570,
   "described_pct": null,
   "annotated_pct": null,
   "rank_in_category": null,
   "rank_round": null,
   "rank_graded_as": null,
   "rank_is_current": null,
   "rank_note": null,
   "fact_errors": null,
   "license": "MIT",
   "self_hosting": "source_only",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": "HTTP 503",
   "http_status": 503,
   "retried": true,
   "shared_gateway": null
  },
  {
   "name": "io.github.SongT-50/korean-public-data-mcp",
   "bucket": "unreachable",
   "page": "https://mcp-index.sallim.app/servers/io-github-songt-50-korean-public-data-mcp",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "https://github.com/SongT-50/korean-public-data-mcp",
   "endpoint": "https://korean-public-data-mcp.onrender.com/mcp",
   "endpoint_source": "registry",
   "measured_at": "2026-08-24",
   "reachable": false,
   "tool_count": null,
   "warm_ms": null,
   "cold_ms": 215,
   "described_pct": null,
   "annotated_pct": null,
   "rank_in_category": null,
   "rank_round": null,
   "rank_graded_as": null,
   "rank_is_current": null,
   "rank_note": null,
   "fact_errors": null,
   "license": "MIT",
   "self_hosting": "source_only",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": "HTTP 503",
   "http_status": 503,
   "retried": true,
   "shared_gateway": null
  },
  {
   "name": "io.github.a-mashiro-art/jp-data",
   "bucket": "unreachable",
   "page": "https://mcp-index.sallim.app/servers/io-github-a-mashiro-art-jp-data",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "",
   "endpoint": "https://jp-data-api-production.up.railway.app/mcp",
   "endpoint_source": "registry",
   "measured_at": "2026-08-24",
   "reachable": false,
   "tool_count": null,
   "warm_ms": null,
   "cold_ms": 684,
   "described_pct": null,
   "annotated_pct": null,
   "rank_in_category": null,
   "rank_round": null,
   "rank_graded_as": null,
   "rank_is_current": null,
   "rank_note": null,
   "fact_errors": null,
   "license": null,
   "self_hosting": "unknown",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": "HTTP 404",
   "http_status": 404,
   "retried": false,
   "shared_gateway": null
  },
  {
   "name": "lucidwatper/Kosis-mcp",
   "bucket": "unreachable",
   "page": "https://mcp-index.sallim.app/servers/lucidwatper-kosis-mcp",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "https://github.com/lucidwatper/Kosis-mcp",
   "endpoint": "https://kosis-mcp-70b9.onrender.com/mcp",
   "endpoint_source": "readme_guess",
   "measured_at": "2026-08-24",
   "reachable": false,
   "tool_count": null,
   "warm_ms": null,
   "cold_ms": 15031,
   "described_pct": null,
   "annotated_pct": null,
   "rank_in_category": null,
   "rank_round": null,
   "rank_graded_as": null,
   "rank_is_current": null,
   "rank_note": null,
   "fact_errors": null,
   "license": null,
   "self_hosting": "source_only",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": "TimeoutError: The read operation timed out",
   "http_status": null,
   "retried": true,
   "shared_gateway": null
  },
  {
   "name": "seolcoding/korean-stat-mcp",
   "bucket": "unmeasurable",
   "page": "https://mcp-index.sallim.app/servers/seolcoding-korean-stat-mcp",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "https://github.com/seolcoding/korean-stat-mcp",
   "endpoint": "https://korean-stat-mcp.seolcoding.com/mcp",
   "endpoint_source": "readme_guess",
   "measured_at": "2026-08-24",
   "reachable": true,
   "tool_count": null,
   "warm_ms": null,
   "cold_ms": 289,
   "described_pct": null,
   "annotated_pct": null,
   "rank_in_category": null,
   "rank_round": null,
   "rank_graded_as": null,
   "rank_is_current": null,
   "rank_note": null,
   "fact_errors": null,
   "license": "MIT",
   "self_hosting": "packaged",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": null,
   "http_status": 401,
   "retried": false,
   "shared_gateway": null
  },
  {
   "name": "smilemin07/korean-rnd-regs-mcp",
   "bucket": "unreachable",
   "page": "https://mcp-index.sallim.app/servers/smilemin07-korean-rnd-regs-mcp",
   "category": "공공데이터·행정",
   "category_corrected_from": null,
   "repo_url": "https://github.com/smilemin07/korean-rnd-regs-mcp",
   "endpoint": "https://mcp.rndmanagers.org/mcp",
   "endpoint_source": "readme_guess",
   "measured_at": "2026-08-24",
   "reachable": false,
   "tool_count": null,
   "warm_ms": null,
   "cold_ms": 189,
   "described_pct": null,
   "annotated_pct": null,
   "rank_in_category": null,
   "rank_round": null,
   "rank_graded_as": null,
   "rank_is_current": null,
   "rank_note": null,
   "fact_errors": null,
   "license": "Apache-2.0",
   "self_hosting": "packaged",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": "HTTP 400",
   "http_status": 400,
   "retried": false,
   "shared_gateway": null
  },
  {
   "name": "ai.smithery/isnow890-data4library-mcp",
   "bucket": "unreachable",
   "page": "https://mcp-index.sallim.app/servers/ai-smithery-isnow890-data4library-mcp",
   "category": "교육·문화",
   "category_corrected_from": null,
   "repo_url": "https://github.com/isnow890/data4library-mcp",
   "endpoint": "https://server.smithery.ai/@isnow890/data4library-mcp/mcp",
   "endpoint_source": "registry",
   "measured_at": "2026-08-24",
   "reachable": false,
   "tool_count": null,
   "warm_ms": null,
   "cold_ms": 412,
   "described_pct": null,
   "annotated_pct": null,
   "rank_in_category": null,
   "rank_round": null,
   "rank_graded_as": null,
   "rank_is_current": null,
   "rank_note": null,
   "fact_errors": null,
   "license": "MIT",
   "self_hosting": "source_only",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": "HTTP 404",
   "http_status": 404,
   "retried": false,
   "shared_gateway": "server.smithery.ai"
  },
  {
   "name": "yousunjung84-edu/academyinfo-mcp",
   "bucket": "comparable",
   "page": "https://mcp-index.sallim.app/servers/yousunjung84-edu-academyinfo-mcp",
   "category": "교육·문화",
   "category_corrected_from": "공공데이터·행정",
   "repo_url": "https://github.com/yousunjung84-edu/academyinfo-mcp",
   "endpoint": "https://academyinfo-mcp-433006350023.asia-northeast3.run.app/mcp",
   "endpoint_source": "readme_guess",
   "measured_at": "2026-08-24",
   "reachable": true,
   "tool_count": 8,
   "warm_ms": 53,
   "cold_ms": 206,
   "described_pct": 100,
   "annotated_pct": 100,
   "rank_in_category": null,
   "rank_round": null,
   "rank_graded_as": null,
   "rank_is_current": null,
   "rank_note": null,
   "fact_errors": null,
   "license": null,
   "self_hosting": "packaged",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": null,
   "http_status": 200,
   "retried": false,
   "shared_gateway": null
  },
  {
   "name": "com.aikstockdata/mcp",
   "bucket": "comparable",
   "page": "https://mcp-index.sallim.app/servers/com-aikstockdata-mcp",
   "category": "금융·증시",
   "category_corrected_from": null,
   "repo_url": "https://github.com/na77tech-creator/aikstockdata",
   "endpoint": "https://mcp.aikstockdata.com/mcp",
   "endpoint_source": "registry",
   "measured_at": "2026-08-24",
   "reachable": true,
   "tool_count": 12,
   "warm_ms": 25,
   "cold_ms": 114,
   "described_pct": 100,
   "annotated_pct": 100,
   "rank_in_category": 1,
   "rank_round": "2026-08-19",
   "rank_graded_as": null,
   "rank_is_current": true,
   "rank_note": null,
   "fact_errors": 5,
   "license": "MIT",
   "self_hosting": "source_only",
   "package_match_suspect": null,
   "operated_by_us": false,
   "symptom": null,
   "http_status": 200,
   "retried": false,
   "shared_gateway": null
  },
  {
   "name": "Mrbaeksang/korea-stock-analyzer-mcp",
   "bucket": "comparable",
   "page": "https://mcp-index.sallim.app/servers/mrbaeksang-korea-stock-analyzer-mcp",
   "category": "금융·증시",
   "category_corrected_from": null,
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