koreanpulse
Enables alert dispatch to Discord channels for watchlist hits on Korean financial filings and events.
Handles payment processing and license issuance via Lemon Squeezy webhooks for Cloud subscription tiers.
Provides translation of Korean financial filings and industry news into English using OpenAI's API.
Fetches and classifies Korean industry news from RSS feeds (etnews, 한국경제) for the search tool.
Enables alert dispatch to Slack channels or webhooks for watchlist hits on Korean financial filings and events.
Enables alert dispatch to Telegram chats for watchlist hits on Korean financial filings and events.
koreanpulse
Get pinged in English the moment a 5%-rule filing or DART event hits a stock you care about. (Beta — watchlist polling + alert dispatch ship Q3 2026.)
The pitch: We'll watch your KRX tickers in Korean and ping you in English when something material moves — foreign-holder 5%-rule disclosures, Korean activist filings, major DART events. KRX itself, ASIFMA, Wellington and Aberdeen all on record — Korean disclosure flow into English is structurally inadequate. Bloomberg costs $24K/yr and still misses the front page of 전자신문. We translate, classify, and route the same Korean primary sources institutional analysts read into your Discord / Telegram / inbox. Free public daily snapshot at /today (live today); paid Cloud tiers for the workflow (Solo $29/mo, Analyst $79/mo, Desk $249/mo) — lock-in pricing for waitlist; queries + hosted translation are live today, watchlist polling + alert dispatch ship Q3 2026. OSS self-host available for hackers — see Run it yourself.
Status
Pre-alpha (v0.0.0). 7 MCP tools shipped. 181 tests pass. Beta/waitlist tone — watchlist polling + alert dispatch ship Q3 2026. Beta acquisition plan in docs/BETA.md.
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:
2026-04 to 05 retail inflection — Hana × Futu (3.3M HK retail accounts) and Samsung × Interactive Brokers (4.6M global retail) launched direct KRX trading in the last 7 days. ~7.9M foreign retail accounts now wired in, up from ~0 two years ago. May 4 saw a record 3.9T₩ ($2.7B) single-day foreign net-buy on KOSPI+NXT. (Sources: FSC, 주간한국, KED Global)
KOSPI on the MSCI Developed Market watchlist → expected foreign capital inflow
IRC (Investor Registration Certificate) abolished Dec 2023 — foreign account openings accelerated 3–4× vs 2023 baseline (FSC)
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 |
Korean diaspora / overseas Korean investor | Cloud Solo $29/mo | English digest of the news they grew up reading, alerts to Telegram |
K-content / EM journalist | Cloud Solo $29/mo | Replaces hours of manual translation, daily English digest |
Boutique fund analyst covering Korea | Cloud Analyst $79/mo | 25 watchlists, 1-year archive search, multiple alert channels, CSV/JSON export |
Paid-research-budget retail trader | Cloud Analyst $79/mo | Saved searches, priority cache, multi-channel alerts |
Boutique long/short desk, small research team | Cloud Desk $249/mo | 3 seats, shared watchlists, Slack/webhook alerts, team archive |
The free daily snapshot at /today (no login, no API key) is the funnel front door — a preview of the daily digest paying customers get pushed to their channel of choice.
Design partner program available for the first 20 named seats — contact us.
Pricing
🚧 Beta — lock-in pricing for waitlist. Solo $29 / Analyst $79 / Desk $249. Queries + hosted translation cache are live today. Watchlist polling, alert dispatch, seat enforcement, and per-tier retention windows ship Q3 2026. Today the only runtime-enforced difference between tiers is the monthly query cap (2K / 15K / 100K); seat counts, watchlist counts, alert-channel limits, and archive-retention windows are paper limits until the polling/dispatch loop lands. Early supporters keep the launch rate — no auto-charge until the workflow ships.
Tier | $/mo | Watchlists | Queries/mo | Archive | Alert channels |
Cloud Solo | 29 | 5 (Q3 2026) | ~2,000 (live) | 30 days (Q3 2026) | 1 Discord or Telegram (Q3 2026) |
Cloud Analyst | 79 | 25 (Q3 2026) | ~15,000 (live) | 1 year (Q3 2026) | Multi (Discord / Telegram / Email) (Q3 2026) |
Cloud Desk | 249 | shared, 3 seats (Q3 2026) | ~100,000 (live) | team archive (Q3 2026) | Slack / webhooks (Q3 2026) |
Annual billing: −20% at launch. 30-day refund.
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 | your |
Local install required | yes ( | yes (same |
Watchlist polling + alerts | not included | Q3 2026 ship target (waitlist) |
Hosted archive | none | Q3 2026 ship target (30 days / 1 year / team archive) |
Hosted translation cache | none | included (cross-tenant cache hits compound, live today) |
Account sync | none | Q3 2026 ship target |
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. A true HTTP-transport remote MCP (no local install at all) is on the roadmap but not yet shipped.
What it does
7 MCP tools shipped, callable from Claude Desktop / Cursor / any MCP client:
Tool | One-line |
| DART filings real-time + EN translation/summary |
| Activist 5%-rule filings auto-tagged (KCGI / Align / Truston / Anda / Cha / VIP / ValueAct / Elliott) |
| Foreign 5%-rule disclosures (BlackRock / Vanguard / Norges / GIC / Temasek + 15 more) |
| Korean company name → DART corp code |
| KRX 6-digit → DART corp entry |
| etnews / 한국경제 RSS, classified into 16 industries |
| Server info / available tools |
5 more planned (docs/SPEC.md): digest_analyst_reports, monitor_activist_investors, get_ma_pipeline, track_government_policy, summarize_korean_earnings_call.
Differentiation vs incumbents
Bloomberg | FactSet | KED Global | koreanpulse | |
Korean primary source depth | medium | medium | English wire only | deep |
Real-time AI agent integration (MCP) | none | none | none | native |
Indie/SMB pricing | none ($24K+/yr) | none | free (low signal) | $29 / $79 / $249 Cloud tiers (waitlist, lock-in) |
Korean activist / M&A pipeline | weak | weak | reactive | proactive watch (Q3 2026) |
Capacity (DART quota math)
DART caps each API key at 40,000 calls/day (verified 2026-05). We enforce a soft cap at 32,000/day (80%) with DART_DAILY_QUOTA env override.
Filing-list responses go through list_filings_cached() with a freshness-aware TTL (60s for today's window, 1h for ≤6d old, 24h for ≥7d old). Cache hits don't burn DART quota.
Cache hit | Customer ceiling/day | MAU ceiling (12mo mix) |
0% (no filing cache) | 32,000 | ~800 |
70% (3-mo realistic) | 107,000 | ~9,500 |
85% (mature) | 213,000 | ~19,000 |
95% (high reuse) | ~25,000 MAU (DART-limited) | — |
Hard ceiling: ~30,000 MAU per DART key. Second key (separate 사업자등록번호) required beyond that.
Forecast 12mo mix (756 MAU) sits at ~930 DART calls/day = 2.9% of soft quota with 70% cache. ~34× headroom to scale before quota engineering.
See src/koreanpulse/cache.py, src/koreanpulse/dart.py:list_filings_cached.
Roadmap
Live today: queries (DART filings, foreign-holder + activist tracking, industry news), hosted translation cache (Cloud KOREANPULSE_CACHE_MODE=hosted), /today daily snapshot, Lemon Squeezy → D1 license issuance.
Q3 2026 ship targets (waitlist):
Watchlist polling loop (Cloudflare cron +
koreanpulse.alerts)Alert dispatch enforcement (Discord / Telegram / Slack / webhook)
Per-tier limit enforcement: watchlist count, alert-channel count, archive retention, seat count
True HTTP-transport remote MCP (no local install)
Earlier milestones:
W1–2 ✅ project skeleton, FastMCP server, DART client, agentprod integration
W3–4 ✅ MVP:
track_korean_filings,lookup_corp_code,search_korean_industry_news, translation layer with cacheW5–6 ✅ Lemon Squeezy webhook handler skeleton (license auto-issuance)
W5–6 ✅ Cloudflare D1-backed
LicenseStore(replaces in-memory)W7–8 ⏳ Watchlist polling + alert dispatch (Q3 2026 ship target) — wiring
cache-workercron +daily-workercron +koreanpulse.alertsmodule into the watchlist-to-alert workflow that powers Solo / Analyst / Desk. D1 schema and alert-dispatch primitives already shipped; the cron loop is the missing piece.W7–8
digest_analyst_reports,summarize_korean_earnings_callW9–10 Multi-seat / shared watchlists for Cloud Desk
W11–12 First paid customer
Architecture
MCP server — FastMCP (Python), runs on the user's machine over stdio. Zero hosting cost on our side. Cloud customers still install this locally; switching
KOREANPULSE_CACHE_MODE=hostedroutes translation calls (only) to the Worker.Cache Worker (
cache-worker/) — Cloudflare Workers + KV. Holds our OpenAI key, fronts a global translation cache, gates each call behind a license check. Free tier (100K req/day Workers + 100K read/day KV) covers paid traffic until well past $5K MRR.Daily Worker (
daily-worker/) — Cloudflare Workers + KV. Cron-driven/todaydashboard build (KST 16:30 weekdays).Webhook Worker (
webhook-worker/) — Cloudflare Worker + D1 (SQLite). Handles Lemon Squeezy events and/v1/validatefor the Cache Worker. Replaces the old Lightsail/FastAPI/Postgres stack so the operator runs zero servers.Reuses
agentprod— Throttle, Retry, CostTracker.
OSS self-host vs Cloud
Two ways to run the MCP, switched via KOREANPULSE_CACHE_MODE. Both require a local install (pip install koreanpulse + 4-line Claude Desktop config); the difference is whether translation calls go through our Worker or directly to OpenAI from your machine.
|
| |
Local MCP install | required | required (same |
Provider key | your | ours, on the Worker (no OpenAI key on your side) |
Translation cache | local JSONL file | global Cloudflare KV (cross-tenant reuse) |
Per-call cost | OpenAI billed to you | absorbed in your Cloud plan |
Privacy | translation never leaves your machine + OpenAI | translation calls go to our Worker; DART traffic still local |
Best for | hackers, OSS contributors, max-privacy envs | anyone who'll want the watchlist-to-alert workflow once it ships |
Cache hits are the entire reason a $29/mo Solo plan can sustain healthy gross margin: the same Korean filing title gets translated once, then served to every other tenant on the same plan from KV. See docs/CLAUDE_DESKTOP.md for the env-var split between modes.
Roadmap — true remote MCP (HTTP transport, no local install). Today every customer still runs
koreanpulselocally. A Cloudflare Worker hosting the MCP transport directly is on the roadmap but not yet shipped — expect it after watchlist polling/dispatch lands.
Legal posture
Korean news: fair-use summaries with attribution + outbound links, no full-text republication.
DART, government data: public, free to redistribute with attribution.
Korean broker reports: public-facing summaries only (paywalled reports excluded).
No spatial / mapping data → 공간정보관리법 무관.
No investment advice → 자본시장법 유사투자자문업 무관 (data + summary only).
Billing (Lemon Squeezy webhook on Cloudflare D1)
Billing runs on the webhook-worker/ Cloudflare Worker + D1 (SQLite). The operator runs zero servers. See webhook-worker/README.md for the full deploy + secrets walkthrough; the short version:
cd webhook-worker
npm install
npx wrangler d1 create koreanpulse_db # paste returned id into wrangler.toml
npm run migrate:prod # applies 0001_licenses.sql + 0002_pricing_v2.sql
# Required secrets
npx wrangler secret put LEMONSQUEEZY_WEBHOOK_SECRET
npx wrangler secret put KOREANPULSE_CACHE_SHARED_SECRET # same value cache-worker uses
# Active pricing v2 variants (one per published tier)
npx wrangler secret put LEMONSQUEEZY_VARIANT_SOLO # Cloud Solo $29/mo
npx wrangler secret put LEMONSQUEEZY_VARIANT_ANALYST # Cloud Analyst $79/mo
npx wrangler secret put LEMONSQUEEZY_VARIANT_DESK # Cloud Desk $249/mo
# Design Partner lifetime (private 20-seat SKU; see footnote in Pricing)
npx wrangler secret put LEMONSQUEEZY_VARIANT_LIFETIME
# Deprecated / back-compat slots (leave unset in production):
# LEMONSQUEEZY_VARIANT_PRO / _STARTER / _INDIE / _ENTERPRISE
npm run deployEndpoints (deployed to https://api.koreanpulse.dev or https://koreanpulse-webhook.<account>.workers.dev):
GET /health→{"status":"ok"}POST /webhook/lemonsqueezy→ HMAC-SHA256 signature verified, idempotent onmeta.webhook_idPOST /v1/validate→ HMAC-signed by the cache-worker, validates license + atomically increments period counter
Handles: subscription_created / _updated / _cancelled / _payment_success / _payment_failed / order_created (lifetime deal). Auto-issues license keys, upgrades plans in place, resets period counters on renewal, preserves lifetime licenses past subscription cancellation.
The earlier path (Python koreanpulse-webhook FastAPI on Lightsail + Postgres) is superseded as of 2026-05-05; for operator memory it lives at docs/legacy/POSTGRES_LIGHTSAIL.md. New deploys should use the Cloudflare Worker path.
Distribution / marketplaces
Listing copy + submission checklists in docs/MARKETPLACE.md:
Smithery —
smithery.yamlis in repo root, auto-importsPulseMCP — hand-reviewed, highest signal
Glama — largest by volume
Awesome MCP (GitHub PR)
Beta acquisition (50 users in 30 days) plan + crypto-native channel mix in docs/BETA.md. Demo recording script in docs/DEMO.md. CI / PyPI release pipeline in docs/CI.md.
Real-time alerts (Discord / Telegram / Slack)
Crypto-native rotators want pings, not dashboards. koreanpulse.alerts.send_alert(url, title=, body=) sends to any of:
Discord webhooks (
https://discord.com/api/webhooks/...)Slack incoming webhooks (
https://hooks.slack.com/services/...)Telegram bots (shortcut
tg://<bot_token>/<chat_id>or fullsendMessageURL)
Fire-and-forget — transport / formatting failures return AlertResult(ok=False) instead of raising, so an outage in one channel never breaks a tool call. See src/koreanpulse/alerts.py.
License
Source: AGPL-3.0. Hosted service: commercial.
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