Context7
by upstash
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Computer or cloud★ 64,224MITUpdated yesterday
Install
koreanpulse
Overview
Description from the maker (original English)
Korean equities in English: DART filings, activist & foreign-holder classification, KRX news.
PopNx MCP’s three pillars
These three are never merged into one score: opinions, measurements and popularity are different things.
- User voiceiNo reviews yetReviews open together with accounts in a later step
- Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
- UsageiNot measured yet★ –
What you can do with it
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
- Connection: Runs in the cloud
- Transport: Streamable HTTP
- Category: Search & AI memory
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 1 of 1 passed
- Runs on the maker’s server: what you ask it goes through their server.
- The registry lists no key to fill in.
You need
- Runs in the cloudNothing to install; it connects over the internet
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
- Open Settings → Connectors
- Press Add custom connector
- Paste the address below and press Add
- If it asks you to sign in, sign in with the maker
https://mcp.koreanpulse.dev/mcpRun this in your terminal
claude mcp add --transport http koreanpulse https://mcp.koreanpulse.dev/mcpOr copy the settings yourself
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"koreanpulse": {
"url": "https://mcp.koreanpulse.dev/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Or copy the settings yourself
Paste into .vscode/mcp.json in your project
{
"servers": {
"koreanpulse": {
"type": "http",
"url": "https://mcp.koreanpulse.dev/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
- Open ChatGPT on the web → Settings → Connectors (Apps)
- Press Create or Add (some plans need Developer mode under Advanced first)
- Paste the address below, give it a name and save
- If it asks you to sign in, sign in with the maker
https://mcp.koreanpulse.dev/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
What it can do
We have not read this server’s tool list yet; we check endpoints in rotation.
Basic checksi
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account whdrnr2583-cmd, which owns the repo
- … Not checked yet
Still maintained
We have not read this repo from GitHub yet
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- … Not checked yet
Endpoint responds
Not checked yet; we check endpoints in rotation
- … Not checked yet
Sign-in with OAuth
Not checked yet; we check endpoints in rotation
- … Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint
Compared with others in Search & AI memoryi
- More stars than 0% of the other 5662 servers in this category
- Published to the registry more recently than 17% of the other 5662 servers in this category
- Basic checks equal to or better than 100% of the other 5662 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is koreanpulse safe?
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
What keys or codes does it need?
The registry does not list a required key, though some servers ask you to sign in on first use.
Does it run on my computer or in the cloud?
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
Is it still maintained?
The GitHub repo last changed –, and the latest version (0.1.11) reached the registry 5 months ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
What can I use instead?
In the same category: Context7, Codebase Memory, Exa
Alternatives
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Codebase Memory
by DeusData
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Runs on your computer★ 48,148MITUpdated 21 days ago
Install
Exa
by exa-labs
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Runs in the cloud★ 5,213MITUpdated 2 months ago
Install
README from the maker
Open the README
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
koreanpulse
Korean stock disclosures, activist filings & foreign-holder flows in English — for AI agents via MCP.
Korean stock market intelligence for AI assistants. koreanpulse is an MCP server that connects ChatGPT / Claude / Cursor / FastMCP agents to Korean (KRX / KOSPI / KOSDAQ) equity data — track DART corporate disclosures as they are filed, monitor foreign investor holding changes and activist investor campaigns, and search classified Korean industry news, all in English. Data and intelligence only — not buy/sell recommendations.
The goal: get pinged in English when a 5%-rule filing or DART event hits a stock you care about. (Beta — watchlist polling + alert dispatch are planned and not yet available; what works today is on-demand queries.)
The pitch: koreanpulse translates, tags, and filters Korean primary-source disclosure data — foreign-holder 5%-rule disclosures, Korean activist filings, major DART events — for AI assistants. KRX itself, ASIFMA, and several global asset managers are on record that Korean disclosure flow into English is structurally thin. Free public daily snapshot at /today; paid Cloud tiers (Solo $29/mo, Analyst $79/mo, Desk $249/mo) cover the two allowlist-tagging tools, which run only on the hosted service and are unavailable while it is paused since 2026-09-21 — watchlist polling + alert dispatch are planned and not yet available; early subscribers keep their signup rate when those land. OSS self-host available for hackers — see Run it yourself.
For AI/MCP agent builders. koreanpulse plugs Korean equity primary sources into your existing Claude Desktop / Cursor / FastMCP agent — same MCP shape your agent already uses for US data. Two connection modes: (a) `pip install koreanpulse` + 4-line config for Claude Desktop / Cursor stdio, (b) [Smithery](https://smithery.ai/servers/whdrnr2583/koreanpulse) marketplace listing for Smithery CLI users. The first-party hosted remote MCP endpoint (
https://mcp.koreanpulse.dev/mcp) has been paused since 2026-09-21; use the self-hosted install, which runs the 5 free tools (the 2 license-gated tools, activist and foreign-holder tagging, run only on the hosted service). The 7 tools surface DART filings, foreign-holder 5%-rule flows, Korean activist filings, and 16-sector industry news as typed function calls; the rest of your trading-agent stack stays unchanged.
Claude.ai / ChatGPT (remote MCP) — hosted endpoint paused. The first-party hosted endpoint
https://mcp.koreanpulse.dev/mcphas been paused since 2026-09-21 and does not respond, so it cannot be added as a custom connector right now. Use the self-hosted install instead:pip install koreanpulseand the Claude Desktop / Cursor config indocs/SELF_HOSTING.md(you supply your own DART API key; this covers the 5 free tools, since the 2 license-gated tools run only on the hosted service). The free public/todaysnapshot at koreanpulse.dev is unaffected. Read-only — surfaces filings and disclosures only. No trading execution, no investment advice.
What this server answers (capability vector for agent retrieval). Korean DART (전자공시) filings on any KOSPI / KOSDAQ / KONEX / KRX ticker; 5%-rule shareholding disclosures tagged against a maintained allowlist — Korean activist filers (KCGI / Align Partners / Truston Asset / Anda Asset / Cha Partners / VIP Asset / Life Asset / Platform Partners / Must Asset Management / Dalton Investments / Flashlight Capital Partners / Oasis Management / Palliser Capital / Whitebox Advisors / City of London Investment Management + ValueAct / Elliott when filing in Korea) and global foreign holders (BlackRock / Vanguard / State Street / Fidelity / Capital Group / T. Rowe Price / Wellington / Matthews Asia / Templeton / Aberdeen / Schroders / Norges Bank / GIC / Temasek / Goldman Sachs / JPMorgan / Morgan Stanley / Citadel / Millennium / Bridgewater); Korean industry news across 16 sectors (semiconductor / shipbuilding / battery / biotech / defense / auto / EV charging / AI / steel / petrochem / construction / fintech / gaming / e-commerce / telco / energy) sourced from 전자신문 + 한국경제 + The Korea Herald (English-native) + 지디넷코리아. All with on-demand English translation cached server-side. Tool catalog and example queries are also returned by
koreanpulse_aboutfor agent-side capability discovery.
Status
Pre-alpha (v0.1.13). 7 MCP tools shipped — 5 free + 2 license-gated (activist + foreign-holder allowlist tagging, Solo $29/mo+; these two run only on the hosted service, which is paused since 2026-09-21). 418 tests pass. Beta — watchlist polling + alert dispatch are planned and not yet available. Beta acquisition plan in docs/BETA.md.
Why I built this
I'm a Seoul-based developer. I kept watching English-speaking friends miss the Korean disclosure that would have flipped their KOSPI trade — KCGI filing on a value-up target, BlackRock crossing 5% on an HBM name, an activist quietly accumulating. The Korean primary source (DART 전자공시) is unambiguous; English coverage is often hours late or absent. I wanted a thing they could plug into the chat assistant they already use, ask "anything new on Samsung Electronics?", and get the same answer I'd get reading DART directly. That's koreanpulse.
I run it as MCP because that's the shape of stack the people I'd want to use this already have — Claude Desktop, Cursor, the OpenAI Responses API, ChatGPT custom connectors. No new client to install. Free tier is the daily snapshot and the five free tools; the two license-gated tools (5%-rule allowlist tagging on activists and foreign holders) are the part that takes a Korean speaker hours to do by hand.
Why this exists
"Majority of foreign investors find it surprisingly difficult to penetrate the Korean hedge fund market due to its limited accessibility and availability of information in foreign language." — *HedgeVista, 2025*
"Published information should be made available in both Korean and English for all investors." — *ASIFMA Korean Capital Markets Report, 2022*
"The Korea Exchange will provide investor relations services to companies that lack the capability, particularly in English." — *Wellington Management on Korea Value-Up program, 2025*
The English-IR gap is multi-source verified. The triggers below sit on top of it:
- Broker access keeps widening — Hana Securities × Futu launched Korean stock trading for Futu's Hong Kong retail customers (April 2026), and Samsung Securities × Interactive Brokers launched a pilot (May 2026)
- KOSPI has been under review for MSCI Developed Market reclassification — one reason global investors track Korean market-access changes
- IRC (Investor Registration Certificate) requirement abolished 2023-12-14, removing the decades-old registration step for foreign investors' direct KRX access
- Millennium made its first Korean allocation ($250M to Billionfold) in 2025
- Korean activist scene maturing (KCGI, Align Partners) + global activists filing in Korea (ValueAct, Elliott)
- Korean shipbuilding, HBM, defense, biotech all globally relevant — but Korean-only sourcing
- Korean retail rotated heavily out of crypto into KOSPI ($110B left Upbit/Bithumb in 2025)
- Bloomberg/FactSet enterprise tier only — indie/SMB tier empty
Who pays
| Audience | Plan | Why |
|---|---|---|
| Crypto-native rotator into KOSPI/KOSDAQ | Cloud Solo $29/mo | One Discord channel pinged on watchlist hits — that's the whole job *(alerts are planned, not yet available)* |
| Korean diaspora / overseas Korean investor | Cloud Solo $29/mo | English digest of the news they grew up reading *(alert delivery planned)* |
| K-content / EM journalist | Cloud Solo $29/mo | Replaces hours of manual translation |
| Boutique fund analyst covering Korea | Cloud Analyst $79/mo | Higher query cap now; watchlists / archive / multi-channel alerts are planned |
| Paid-research-budget retail trader | Cloud Analyst $79/mo | Higher query cap now; saved searches planned |
| Boutique long/short desk, small research team | Cloud Desk $249/mo | Highest query cap now; seats / shared watchlists / Slack alerts planned |
The free daily snapshot at /today (no login, no API key) is the funnel front door — the same classified data the paid tools query, published once per weekday.
_Design partner program available for the first 20 named seats — contact us._
Pricing
🚧 Beta. Solo $29 / Analyst $79 / Desk $249. Checkout is closed while the hosted service is paused (since 2026-09-21); plan names and prices are kept below for when it resumes. Once the hosted service resumes, a paying user receives immediately: the two license-gated allowlist-tagging tools, hosted translation, and the metered query cap (2K / 15K / 100K). Watchlist polling, alert dispatch, seat enforcement, and per-tier retention windows are planned and not yet available — until they ship, seat counts, watchlist counts, alert-channel limits, and archive-retention windows are paper limits, and most tier differentiation is roadmap. Early subscribers keep their signup rate when those features land. The hosted service has been paused since 2026-09-21, so the two license-gated tools are currently unavailable to everyone, license holders included.
| Tier | $/mo | Watchlists | Queries/mo | Archive | Alert channels |
|---|---|---|---|---|---|
| Cloud Solo | 29 | 5 *(planned)* | ~2,000 *(metered)* | 30 days *(planned)* | 1 Discord or Telegram *(planned)* |
| Cloud Analyst | 79 | 25 *(planned)* | ~15,000 *(metered)* | 1 year *(planned)* | Multi (Discord / Telegram / Email) *(planned)* |
| Cloud Desk | 249 | shared, 3 seats *(planned)* | ~100,000 *(metered)* | team archive *(planned)* | Slack / webhooks *(planned)* |
30-day refund window on first payment.
Subscribe: paused — checkout is closed while the hosted endpoint is paused (since 2026-09-21). Plans stay listed at koreanpulse.dev/#pricing. Per-tier Polar checkouts (Solo / Analyst / Desk) return when it resumes, each covered by Polar as Merchant of Record (sales tax / VAT / refunds handled); the license key is emailed by the webhook worker on subscription.created.
Enterprise / SLA: contact us. No published price.
Run it yourself (OSS)
Source is AGPL-3.0. Self-hosters can run the MCP server locally with their own DART and OpenAI keys. This path is for hackers and max-privacy users.
| OSS self-host | Cloud (Solo / Analyst / Desk) | |
|---|---|---|
| Cost | $0 | $29 / $79 / $249 per month |
| Provider keys | your DART_API_KEY + your OPENAI_API_KEY | your DART_API_KEY (stays local); we hold the OpenAI key for you |
| Local install required | yes (pip install koreanpulse) | yes (same pip install; only translation calls hit our Worker) |
| Watchlist polling + alerts | not included | planned — not yet available |
| Hosted archive | none | planned — not yet available (30 days / 1 year / team archive) |
| Hosted translation cache | none | included now (cross-tenant cache hits compound) |
| Account sync | none | planned — not yet available |
| Support | community only (issues/PRs) | priority support on Analyst / Desk |
| Best for | hackers, privacy-strict envs, OSS contributors | anyone who'll want the watchlist-to-alert workflow once it ships |
OSS self-host is not in the pricing table above — it's a separate lane. See docs/SELF_HOSTING.md for the install + key wiring. Note: the OSS-vs-Cloud table above covers the pip-install paths. A zero-install path existed — the hosted remote MCP at https://mcp.koreanpulse.dev/mcp — but it has been paused since 2026-09-21; use the
Only the beginning is shown; read the rest in the repo