MCP.Market

K-Data — Korean Sell-Side Research & Market Data MCP server

online · 100% uptime
by juh5ng·io.github.juh5ng/korea-stock-research-mcp·v0.3.0

Korean equity research, analyst revisions, kimchi premium and news via x402.

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K-Data — Korean Sell-Side Research & Market Data tools (16)

write = sends, deletes, buys or posts
  • crypto_krw_marketsFree

    Snapshot of all Upbit KRW crypto markets: top by 24h traded value, top gainers, top losers. Optional ?limit=30 (max 100) for the volume ranking. Costs $0.01 in USDC per call, settled via x402.

  • crypto_krw_tickerFree

    Live quote for one Upbit KRW market by ticker symbol (e.g. BTC, ETH, XRP): price, 24h change, 24h high/low, 24h traded value in KRW. Costs $0.005 in USDC per call, settled via x402.

  • fx_usdkrwFree

    Current USD/KRW exchange rate (ECB reference via Frankfurter, fallback open.er-api.com). Costs $0.005 in USDC per call, settled via x402.

  • kimchi_premiumFree

    Kimchi premium on two bases: premium_official_pct (official USD/KRW rate — the quoted figure) and premium_usdt_pct (Upbit KRW/USDT rate — a gross spot-price comparison using KRW/USDT conversion, before spreads, fees, liquidity and transfer constraints). The two frequently disagree in sign. Optional ?symbols=BTC,ETH (max 10). Costs $0.03 in USDC per call, settled via x402.

  • kimchi_premium_historyFree

    Time series of the kimchi premium from the recorded archive, both bases, newest-last. Params: ?symbol=BTC &window=1h|6h|24h|7d|30d|90d &points=500 (max 2000) &before=<next_before>. Each page is a separate paid request. Continue while has_more is true using next_before. Inspect actual archive depth and freshness through /api/preview/premium-coverage before buying. Costs $0.08 in USDC per call, settled via x402.

  • kimchi_premium_statsFree

    Where the current kimchi premium sits inside its own recent distribution: percentile, mean, stdev, z-score, min/max/median, and a plain-language read. Answers 'is this premium unusual right now?' in one call. Built from the recorded archive; inspect actual dates and freshness with the free coverage endpoint. Params: ?symbol=BTC &window=1h|6h|24h|7d|30d|90d &basis=usdt|official. Costs $0.12 in USDC per call, settled via x402.

  • korea_market_snapshotFree

    One-call Korea briefing: dual-basis kimchi premium + top Upbit KRW markets + USD/KRW + latest economy headlines translated to English. Everything needed for a Korea market read in a single paid request. Costs $0.08 in USDC per call, settled via x402.

  • news_headlinesFree

    Latest Korean headlines from Yonhap, Maeil Business and Hankyung, deduplicated and newest-first. Titles stay in Korean — use /api/news/headlines/en for English. Optional ?category=top|economy|tech|politics and ?limit=30 (max 100). Costs $0.01 in USDC per call, settled via x402.

  • news_headlines_enFree

    Latest Korean headlines with English translations attached (title_en), from Yonhap, Maeil Business and Hankyung — deduplicated, newest first. Use this instead of the Korean-only route when the consuming agent does not read Korean. Optional ?category=top|economy|tech|politics and ?limit=20 (max 50). Costs $0.05 in USDC per call, settled via x402.

  • preview_kimchi_premiumFree

    Free live BTC-only sample of the dual-basis kimchi premium. Use the paid endpoint for up to 10 symbols.

  • preview_premium_coverageFree

    Free archive coverage and freshness for each recorded coin. Check sample count, first and latest timestamps, and stale flag before buying premium statistics or history.

  • preview_researchFree

    Free, date-stamped archive-depth check for one 6-digit KRX ticker. Shows report and brokerage counts, not report content or consensus.

  • preview_research_coverageFree

    Free, date-stamped KRX research coverage. Lists the most-covered tickers with report count, brokerage count, and archive date range; it does not reveal report content.

  • research_company_tickerFree

    Every archived Korean brokerage report for one KRX ticker, newest first: target price, rating, brokerage, analyst, the Korean title with its English translation, and a one-line English summary. Params: ?limit=20 (max 50). Costs $0.05 in USDC per call, settled via x402.

  • research_consensus_tickerFree

    Analyst consensus for one KRX ticker, built from the archived research history: mean/median/min/max target price across brokerages, the spread between them, the rating distribution, and a revision log of every target-price and rating change each house has made. Consensus uses each house's latest view, so a weekly publisher does not outvote a quarterly one. Params: ?window=30d|90d|180d|365d (default 90d). Costs $0.12 in USDC per call, settled via x402.

  • research_latestFree

    Latest Korean brokerage equity research across all covered companies, newest first — company and KRX ticker, target price, rating, brokerage, analyst, and a one-line English summary of each report. Facts and summaries only; the report PDF stays with its publisher and source_url links back to it. Optional ?limit=20 (max 50). Costs $0.02 in USDC per call, settled via x402.

Public scan report

scanner v0.1.10 · 2026-10-16 · same rubric, same numbers if you re-run it

no findings
  • Code scan3 source files scanned25/25
  • Live reliabilityremote reachable in 846ms20/20
  • Tool poisoning16 tool descriptions checked15/15
  • Auth qualityopen endpoint, read-only tools10/15
  • Maintenancelast push 40 days ago12/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Overall 90/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How K-Data — Korean Sell-Side Research & Market Data compares

Against every graded Finance MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
90/100
higher than 92% of 1,759 Finance servers
Tools
16
the typical Finance server has 8
Tools that change things
0%
typical: 0%. Fewer write tools means less an agent can break
Uptime
100%
of our recent checks; the typical remote Finance server answers 100%
Response time
333 ms
faster than 47% of 1,131 Finance servers
Downloads a week
72
more than 59% of 422 Finance servers with a package

What its tools let an agent do: 14 read · 2 create

Install K-Data — Korean Sell-Side Research & Market Data in Claude Code, Cursor or VS Code

claude mcp add --transport http korea-stock-research-mcp https://k-data-x402-production.theblack1022.workers.dev/mcp
Add to Cursor

What the publisher says

From the K-Data — Korean Sell-Side Research & Market Data repository's README, as published. We do not edit it. Read it on GitHub

k-data-mcp

MCP server for Korean equity research and market data, metered per call in USDC over x402. Start it without a wallet to inspect the catalog and run free, date-stamped previews; add a dedicated wallet only when you want paid calls.

Try before funding a wallet

Run npx k-data-mcp with no environment variables to use these free tools:

  • list_endpoints — paid catalog and prices.
  • previewresearchcoverage — real per-ticker report/brokerage counts and archive date ranges.
  • preview_research — a single ticker's actual archive depth; this does not disclose report content.
  • previewkimchipremium — live BTC-only dual-basis sample.

Set KDATAPRIVATEKEY and KDATAMAXSPEND_USD only when you are ready to enable paid tools.

What you get

  • Kimchi premium on a tradeable basis. Everyone quotes the premium against the official USD/KRW rate, but Korean capital controls mean the KRW exit leg actually goes through USDT — so that number is not something you can trade on. This returns both, and they routinely disagree in sign: official can read −0.27% while the realizable basis is +0.19%.
  • Premium history and percentile context. A continuously recorded archive answers "is this premium unusual right now?" — percentile, mean, stdev, z-score over 1h–90d. No free source publishes this, and it cannot be reconstructed after the fact.
  • Korean headlines translated to English, from Yonhap, Maeil Business and Hankyung. Korean myriad units (억 / 조) are expanded deterministically before translation, so "989억달러" comes back as $98.9 billion rather than the 10×-off answer language models produce unaided.
  • Korean sell-side research as structured data. Target prices, ratings, brokerage and analyst per KRX ticker, each with an English summary, plus the consensus and revision history built from them — who raised, who cut, and how far apart the houses actually are. Only the facts of each report are sold, in our own words, with a link back to the publisher; the report PDF stays with the brokerage that wrote it. The listing source shows a rolling recent window only, so this series cannot be reconstructed after the fact either.
  • Upbit KRW quotes and market summaries, USD/KRW.

Install

npx k-data-mcp

Claude Desktop / Claude Code

{
  "mcpServers": {
    "k-data": {
      "command": "npx",
      "args": ["-y", "k-data-mcp"],
      "env": {
        "K_DATA_PRIVATE_KEY": "0xYOUR_DEDICATED_WALLET_KEY",
        "K_DATA_MAX_SPEND_USD": "1"
      }
    }
  }
}

Wallet setup

Each tool call spends real USDC, so the server will not start without a key and a budget.

  1. Create a dedicated wallet — not your main one. The key sits in a config file and every call spends from it.
  2. Fund it with the USDC you're willing to spend on Base. No ETH needed: x402 settles with an off-chain EIP-3009 signature and the facilitator pays the gas.
  3. Set KDATAMAXSPENDUSD. The server refuses any call that would push cumulative spend past it.

Tools

listendpoints is free** — call it first to see current prices and decide what's worth buying.

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

K-Data — Korean Sell-Side Research & Market Data: common questions

Is K-Data — Korean Sell-Side Research & Market Data MCP server safe?
Yes, by our scan: it is graded A (90/100). Read the K-Data — Korean Sell-Side Research & Market Data safety report
How do I install K-Data — Korean Sell-Side Research & Market Data?
It runs remotely at k-data-x402-production.theblack1022.workers.dev. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does K-Data — Korean Sell-Side Research & Market Data need an API key?
Yes. The registry entry asks for K_DATA_PRIVATE_KEY.
Is K-Data — Korean Sell-Side Research & Market Data maintained?
The last commit was 61 days ago (2026-09-06). The latest release is v0.3.0.
Is K-Data — Korean Sell-Side Research & Market Data up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of K-Data — Korean Sell-Side Research & Market Data?
Servers from other publishers that do the same job: Tapetide - Indian Stock Market MCP server, Blockrun MCP server and Zwldarren Akshare One MCP server. Compare all K-Data — Korean Sell-Side Research & Market Data alternatives.
How does K-Data — Korean Sell-Side Research & Market Data compare with other Finance MCP servers?
safety score 90/100 (higher than 92% of 1,759 Finance servers); tools 16 (the typical Finance server has 8); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.

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