Add koreanpulse β Korean equity intelligence MCP#42
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Review Summary by QodoAdd koreanpulse Korean equity intelligence MCP server
WalkthroughsDescriptionβ’ Adds koreanpulse MCP server to the list β’ Provides Korean equity intelligence with DART filings β’ Includes foreign-holder flows and activist filings tracking β’ Offers free daily snapshot and 7 MCP tools Diagramflowchart LR
A["MCP Servers List"] -- "adds new entry" --> B["koreanpulse"]
B -- "provides" --> C["Korean Equity Intelligence"]
C -- "includes" --> D["DART Filings & Flows"]
C -- "includes" --> E["Activist Filings & News"]
File Changes1. README.md
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Code Review by Qodo
1.
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![qodo-code-review[bot]](https://avatars.githubusercontent.com/in/484649?s=60&v=4){kind=small}
Qodo review caught the Status metrics row stale after adding koreanpulse.
Author
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Hi Shahan,
Thanks for the follow-up. Below are the requested details. Happy to
expand any section.
== 1. Product Overview ==
koreanpulse is an English-first Korean equity intelligence service for
English-speaking analysts, traders, and
journalists who need primary Korean equity data without reading Korean.
Two surfaces, one stack:
A) Free public daily snapshot at https://koreanpulse.dev/today
Korean DART filings (real-time), foreign-holder 5%-rule disclosures
(BlackRock / Vanguard / Norges Bank / GIC /
Temasek + 16 more global passive holders), Korean activist filings (KCGI
/ Align / ValueAct / Elliott + others), and
16-sector Korean industry news β all auto-translated and structured into
a daily English digest. No login, no API key.
Updated weekday at KST 16:30. Machine-readable JSON at /today.json.
30-day archive at /today/YYYY-MM-DD.
B) Cloud subscription (the Lemon Squeezy SKUs):
Customers install our open-source Python MCP server (PyPI:
https://pypi.org/project/koreanpulse/) into their AI
client (Claude Desktop, Cursor, etc.), or use the hosted HTTP-transport
endpoint we publish via Smithery
(https://smithery.ai/servers/whdrnr2583/koreanpulse) without a local
install. The Cloud subscription covers our hosted
English translation cache, our DART API quota, license validation, and
the upcoming watchlist polling + alert
dispatch (Q3 2026 ship target β disclosed on the landing page as "lock-in
pricing for waitlist; no auto-charge until
the workflow ships").
Source code (engine): AGPL-3.0 at
https://github.com/whdrnr2583-cmd/koreanpulse
Stack: Python (FastMCP) + Cloudflare Workers (cache +
webhook + daily build) + D1 (license database).
Operator runs zero servers.
== 2. Pricing ==
Public storefront β three monthly tiers:
Cloud Solo $29 /mo Individual traders, solo analysts.
5 watchlists*, 30-day archive*, 1
Discord/Telegram channel*, ~2,000 queries/mo, hosted EN
translation.
Cloud Analyst $79 /mo Boutique fund analysts, paid-research-budget
retail.
25 watchlists*, 1-year archive*, multi-channel
alerts*, ~15,000 queries/mo, priority cache.
Cloud Desk $249 /mo Small research teams, boutique long/short
desks.
3 seats* shared workspace*, team archive*,
Slack/webhook alerts*, ~100,000 queries/mo.
Annual billing: 20% discount at launch (currently month-only).
Refunds: 30 days, no questions asked.
Private (not in storefront):
Design Partner Lifetime $299 one-time, 20 seats max, contact-only.
Permanent founding-customer ticket. Capped at
20 seats in code (LIFETIME_DEAL_MAX_SEATS =
20) so it cannot grow into a hidden free-tier.
* Asterisked items ship Q3 2026 (transparency: today the only enforced
delta between tiers is the monthly query cap
and seat count). Disclosed plainly on koreanpulse.dev under the "π§ Beta
β lock-in pricing for waitlist" notice and
per-feature "(Q3 2026)" tags.
Why these price points:
- Bloomberg / FactSet are $24K+/year β out of reach for indie analysts
and paid-research-budget retail. The "indie/SMB
tier" is empty.
- KED Global / Korea Bizwire are free (or paid in Korean only); no
watchlist-driven English alerting exists.
- $29 / $79 / $249 covers our compute (Cloudflare free tier), DART quota,
and OpenAI translation costs at healthy
gross margin once cross-tenant translation cache hits compound.
== 3. Demo / functionality ==
Most direct demo is the live free daily snapshot:
- https://koreanpulse.dev/today β daily English digest
(HTML)
- https://koreanpulse.dev/today/2026-05-05 β 30-day archive
Worker health checks (the back-end is fully on Cloudflare):
- https://api.koreanpulse.dev/health β {"status":"ok"} (license +
Lemon Squeezy webhook)
- https://cache.koreanpulse.dev/health β {"status":"ok"}
(translation cache fronting OpenAI)
The MCP itself can be tested without a local install via Smithery's
hosted gateway:
- https://smithery.ai/servers/whdrnr2583/koreanpulse
Or installed locally:
- pip install koreanpulse (
https://pypi.org/project/koreanpulse/0.1.0/)
Recorded video walkthrough: I am recording a 60-90 second screen-capture
this week and will share the link in a
follow-up reply by 2026-05-12. The live URLs above show the actual
production surface (real DART data, real
translation pipeline) in the meantime.
== Repo / contact ==
GitHub: https://github.com/whdrnr2583-cmd/koreanpulse
Landing: https://koreanpulse.dev
PyPI: https://pypi.org/project/koreanpulse/
Smithery: https://smithery.ai/servers/whdrnr2583/koreanpulse
License: AGPL-3.0 (engine) + commercial Cloud
Email: ***@***.*** (the address on file with my Lemon
Squeezy account)
Happy to share anything else.
2026λ
5μ 5μΌ (ν) μ€ν 11:41, qodo-code-review[bot] ***@***.***>λμ΄
μμ±:
β¦ ***@***.***[bot]* commented on this pull request.
------------------------------
In README.md
<#42 (comment)>
:
> @@ -40,6 +40,7 @@ A list of Claude Code plugins, MCP servers, editor integrations, and learning re
| [Google Workspace MCP](https://github.com/aekanun2020/Google-MCP-Servers) | OAuth | Sheets, Drive, Gmail, Calendar, Docs, Slides, Tasks |
| [Notion MCP](https://www.notion.so/help/add-and-manage-connections-with-the-api#mcp) | OAuth | Notion workspaces |
| [Supabase MCP](https://supabase.com/blog/supabase-mcp) | OAuth / HTTP | Supabase projects |
+| [koreanpulse](https://github.com/whdrnr2583-cmd/koreanpulse) | License key + DART API key | Korean equity intelligence β DART filings, foreign-holder 5%-rule flows (BlackRock / Vanguard / Norges / GIC + 16 more), Korean activist filings (KCGI / Align / ValueAct / Elliott), KRX industry news. Free public daily snapshot at koreanpulse.dev/today. |
[image: Action required]
<https://camo.githubusercontent.com/f75b34805052e82daae9e4ca4c88ea936b43ab2bcb06a2ef12a023ae71d88d1b/68747470733a2f2f7777772e716f646f2e61692f77702d636f6e74656e742f75706c6f6164732f323032362f30312f616374696f6e2d72657175697265642e706e67>
1. Stale mcp server count π Bug β‘ Correctness
README.md's Status table still reports 5 MCP servers, but the MCP Servers table now lists 6 entries
after adding koreanpulse, making the published metrics incorrect.
*Agent Prompt*
### Issue description
The README `## Status` metrics are now inconsistent with the `## MCP Servers` list: the list gained a new row, but the count was not incremented.
### Issue Context
Readers will see conflicting information: `MCP servers | 5 |` while the table contains 6 MCP servers.
### Fix Focus Areas
- README.md[7-13]
- README.md[34-43]
### Suggested change
Update the Status row to `| MCP servers | 6 |` (and consider updating `Last updated` if that field is meant to reflect changes like this).
β Copy this prompt and use it to remediate the issue with your preferred
AI generation tools
β
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Description
Adds koreanpulse to MCP Servers section.
flows (BlackRock / Vanguard / Norges / GIC + 16 more), Korean activist
filings (KCGI / Align / ValueAct / Elliott), KRX industry news.
Repo: https://github.com/whdrnr2583-cmd/koreanpulse
Type of contribution
Submission checklist
Additional context