K-Data — Korean Sell-Side Research & Market Data
Korean equity research, analyst revisions, kimchi premium and news via x402.
Install
Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).
claude mcp add --transport http k-data-korean-sell-side-research-market- 'https://k-data-x402-production.theblack1022.workers.dev/mcp'
{
"mcpServers": {
"k-data-korean-sell-side-research-market-": {
"type": "http",
"url": "https://k-data-x402-production.theblack1022.workers.dev/mcp"
}
}
}
k-data-mcpclaude mcp add k-data-korean-sell-side-research-market- -e 'K_DATA_PRIVATE_KEY=<your k_data_private_key>' -e 'K_DATA_MAX_SPEND_USD=1' -e 'K_DATA_BASE_URL=<K_DATA_BASE_URL>' -- npx -y k-data-mcp@0.3.0
{
"mcpServers": {
"k-data-korean-sell-side-research-market-": {
"command": "npx",
"args": [
"-y",
"k-data-mcp@0.3.0"
],
"env": {
"K_DATA_PRIVATE_KEY": "<your k_data_private_key>",
"K_DATA_MAX_SPEND_USD": "1",
"K_DATA_BASE_URL": "<K_DATA_BASE_URL>"
}
}
}
}
Environment variables
K_DATA_PRIVATE_KEYsecret Private key of a dedicated wallet holding USDC on Base. Each tool call spends from it. No ETH needed - x402 settles off-chain and the facilitator pays gas.K_DATA_MAX_SPEND_USDHard cap on cumulative spend for the session. The server refuses any call that would exceed it.K_DATA_BASE_URLPoint at a different K-Data deployment.
Documentation
From the project's README on GitHub, refreshed weekly. Links open on GitHub.
Contents
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.preview_research_coverage— 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.preview_kimchi_premium— live BTC-only dual-basis sample.
Set K_DATA_PRIVATE_KEY and K_DATA_MAX_SPEND_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.
- Create a dedicated wallet — not your main one. The key sits in a config file and every call spends from it.
- 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.
- Set
K_DATA_MAX_SPEND_USD. The server refuses any call that would push cumulative spend past it.
| Variable | Required | Default | Meaning |
|---|---|---|---|
K_DATA_PRIVATE_KEY | yes | — | Private key of the paying wallet (USDC on Base) |
K_DATA_MAX_SPEND_USD | no | 1 | Hard cap on cumulative spend for the session |
K_DATA_BASE_URL | no | hosted service | Point at a different K-Data deployment |
Tools
list_endpoints is free — call it first to see current prices and decide what's worth buying.
| Tool | Price | Returns |
|---|---|---|
list_endpoints | free | Catalog, current prices, wallet address, remaining budget |
kimchi_premium | $0.03 | Dual-basis premium (official + USDT) for up to 10 coins |
kimchi_premium_stats | $0.12 | Percentile, mean, stdev, z-score of the premium over 1h–90d |
kimchi_premium_history | $0.08 | Premium time series, both bases |
korea_market_snapshot | $0.08 | One-call briefing: premium + markets + FX + translated headlines |
research_consensus_ticker | $0.12 | Analyst consensus for one KRX ticker — target price mean/median/range and spread, rating mix, and every house's revision history |
research_company_ticker | $0.05 | Archived Korean brokerage reports for one ticker, summarised in English |
research_latest | $0.02 | Latest Korean equity research across all covered companies |
news_headlines_en | $0.05 | Korean headlines with English translations |
crypto_krw_markets | $0.01 | All Upbit KRW markets — volume leaders, gainers, losers |
news_headlines | $0.01 | Korean headlines, untranslated |
crypto_krw_ticker | $0.005 | One Upbit KRW quote |
fx_usdkrw | $0.005 | USD/KRW rate |
Prices are read from the provider's catalog at startup, so this table reflects whatever the service currently charges.
How payment works
Every paid endpoint answers an unpaid request with HTTP 402 and a PAYMENT-REQUIRED header describing the price, asset and recipient. This server signs an EIP-3009 authorization for that exact amount and retries; the facilitator settles it on Base. Nothing is held on account — you pay per call, and stop paying when you stop calling.
License
MIT
Frequently asked questions
What is K-Data — Korean Sell-Side Research & Market Data?
Korean equity research, analyst revisions, kimchi premium and news via x402.
How do I install K-Data — Korean Sell-Side Research & Market Data?
It runs as a remote server. In Claude Code: claude mcp add --transport http k-data-korean-sell-side-research-market- 'https://k-data-x402-production.theblack1022.workers.dev/mcp'. For other clients, paste the JSON configuration from this page into their MCP settings.
Does K-Data — Korean Sell-Side Research & Market Data need an API key?
Yes. It expects K_DATA_PRIVATE_KEY, which you set in its configuration.
Is K-Data — Korean Sell-Side Research & Market Data open source?
Yes. Its code is on GitHub under the MIT license.
Who maintains K-Data — Korean Sell-Side Research & Market Data?
It is published by juh5ng. AI.tn lists it but does not maintain or endorse it.
From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.