Finance Toolkit
500+ transparent financial methods calculated from raw statements, not third-party endpoints.
Description from the maker (original English)
Korean stock market theme lifecycle analysis (TLI) — rankings, stock lookup, predictions & prompts
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
STOCKMATRIX_API_URLYou need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"stockmatrix": {
"command": "npx",
"args": [
"-y",
"stockmatrix-mcp"
],
"env": {
"STOCKMATRIX_API_URL": "your-value"
}
}
}
}Run this in your terminal
claude mcp add stockmatrix --env STOCKMATRIX_API_URL=your-value -- npx -y stockmatrix-mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"stockmatrix": {
"command": "npx",
"args": [
"-y",
"stockmatrix-mcp"
],
"env": {
"STOCKMATRIX_API_URL": "your-value"
}
}
}
}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.
Paste into .vscode/mcp.json in your project
{
"servers": {
"stockmatrix": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"stockmatrix-mcp"
],
"env": {
"STOCKMATRIX_API_URL": "your-value"
}
}
}
}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.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
STOCKMATRIX_API_URL envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
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 8, 2026
The registry name was verified with the GitHub account MongLong0214, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
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.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.5.0) reached the registry 4 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Finance Toolkit, SolidInvoice, Korea Tax Calculator
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
500+ transparent financial methods calculated from raw statements, not third-party endpoints.
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Korean tax calculation and tax-audit judgment MCP: 96 tools with statutory citations.
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.
Official MCP server for StockMatrix (https://stockmatrix.co.kr).
Ask about Korean stock market themes in natural conversation with AI. Track 200+ KOSPI/KOSDAQ investment themes, get daily movers, look up which themes a stock belongs to, compare themes side-by-side, and see predictions — all through Claude, Cursor, or any MCP-compatible AI agent.
Powered by TLI (Theme Lifecycle Index) — a Bayesian-optimized scoring algorithm combining search interest, news momentum, market volatility, and stock activity into a 0-100 score with lifecycle stage classification.
11 tools + 4 one-click workflow prompts + live resources. Try the market_briefing slash command for an instant Korean market overview.
Add to ~/Library/Application Support/Claude/claude_desktop_config.json:
{
"mcpServers": { "stockmatrix": { "command": "npx", "args": ["-y", "stockmatrix-mcp"] } } }
Add to .cursor/mcp.json or .windsurf/mcp.json:
{
"mcpServers": { "stockmatrix": { "command": "npx", "args": ["-y", "stockmatrix-mcp"] } } }
Add to .vscode/mcp.json:
{
"servers": { "stockmatrix": { "command": "npx", "args": ["-y", "stockmatrix-mcp"] } } }
After setup, just ask in natural language:
| Prompt | What happens |
|---|---|
| "요즘 뜨는 테마 TOP 5" | Top 5 themes ranked by TLI score |
| "오늘 한국 테마 시장 요약해줘" | AI-optimized market overview |
| "어제 대비 가장 많이 오른 테마는?" | Daily score movers and stage transitions |
| "AI 관련 테마 찾아줘" | Search AI-related themes |
| "반도체 vs 2차전지 비교해줘" | Side-by-side theme comparison |
| "앞으로 오를 테마 알려줘" | Rising predictions with analog evidence |
| "삼성전자가 속한 테마" | Stock-to-theme lookup (auto-detects 6-digit codes) |
| "방산 테마 상세 정보" | Score breakdown, stocks, news, comparisons |
| "반도체 테마 최근 한달 추세" | 30-day score history |
| "TLI 점수는 어떻게 계산돼?" | Algorithm methodology (tip: use section=scoring to save tokens) |
| "What are the hottest stock themes in Korea?" | Works in English too |
get_theme_rankingGet theme rankings by lifecycle stage with limit and sort options.
| Parameter | Type | Required | Description |
|---|---|---|---|
stage | string | No | emerging / growth / peak / decline / reigniting |
limit | number | No | Results per stage (1-50, default: 10) |
sort | string | No | score / change7d / newsCount7d (default: score) |
get_market_summaryGet an AI-optimized market overview with top themes (includes themeId for chaining).
get_theme_changesGet daily or weekly score movers, stage transitions, and newly emerging themes.
| Parameter | Type | Required | Description |
|---|---|---|---|
period | string | No | 1d (default) / 7d |
compare_themesCompare 2-5 themes side-by-side with scores, stocks, sparklines, and similarity.
| Parameter | Type | Required | Description |
|---|---|---|---|
theme_ids | string[] | Yes | Array of 2-5 theme UUIDs |
get_predictionsGet themes predicted to rise, peak, or cool based on historical analog matching.
| Parameter | Type | Required | Description |
|---|---|---|---|
phase | string | No | rising / hot / cooling (default: all) |
search_themesSearch themes by keyword, stock name, or stock code.
| Parameter | Type | Required | Description |
|---|---|---|---|
query | string | Yes | e.g. "AI", "반도체", "삼성전자", "005930" |
search_stocksSearch stocks by company name or 6-digit code, with related theme preview. Automatically performs stock-to-theme lookup for 6-digit codes.
| Parameter | Type | Required | Description |
|---|---|---|---|
query | string | Yes | e.g. "삼성전자", "SK하이닉스", "005930" |
get_stock_themesReverse lookup — every theme a stock belongs to, ranked by theme score, each with lifecycle stage and the stock's relevance. Answers "is my stock in a hot theme?"
| Parameter | Type | Required | Description |
|---|---|---|---|
symbol | string | Yes | 6-digit Korean stock code, e.g. "005930" (Samsung), "000660" (SK Hynix) |
get_theme_detailGet detailed analysis: score breakdown (4 components), stage, prediction, stocks, news, comparisons.
| Parameter | Type | Required | Description |
|---|---|---|---|
theme_id | string (UUID) | Yes | Theme UUID from ranking or search |
get_theme_historyGet 30-day score history for trend analysis.
| Parameter | Type | Required | Description |
|---|---|---|---|
theme_id | string (UUID) | Yes | Theme UUID |
get_methodologyGet TLI algorithm documentation — scoring, stages, stabilization, comparison, prediction, data sources, and more.
| Parameter | Type | Required | Description |
|---|---|---|---|
section | string | No | scoring / stages / comparison / prediction / all (default: all) |
Tip: Use
section=scoringto get just the scoring algorithm and save context tokens.
One-click slash commands (in Claude Desktop, Cursor, and other MCP clients) that run complete multi-tool analyses for you — the fastest way to get real value:
| Prompt | Argument | What it does |
|---|---|---|
market_briefing | — | Today's Korean market theme briefing: mood, top themes, movers, takeaways |
theme_deep_dive | theme | Full lifecycle analysis of one theme: score, 30-day trend, stocks, news, outlook |
find_investment_themes | interest | Discover themes matching an interest, ranked by momentum and stage |
stock_theme_check | stock | Check whether a stock (name or code) sits inside any hot or rising themes |
Attachable read-only context (no tool call needed):
| URI | Description |
|---|---|
stockmatrix://methodology | How TLI scores and lifecycle stages are computed — weights and thresholds |
stockmatrix://rankings | Live snapshot of today's theme rankings by score, grouped by stage |
TLI scores (0-100) are a weighted sum of 4 components, optimized via Bayesian Optimization:
| Component | Weight | Source |
|---|---|---|
| Search Interest | 30.4% | Naver DataLab |
| News Momentum | 36.6% | Naver News |
| Volatility | 10.4% | Interest time-series |
| Stock Activity | 22.6% | Naver Finance |
Scores are stabilized through Cautious Decay (3-signal majority vote), Bollinger Band Clamp (limits daily change), and Age-adaptive EMA (newer themes react faster).
Dormant -> Emerging -> Growth -> Peak -> Decline -> Dormant
| Reigniting
Stage transitions require 2 consecutive days of the same candidate (hysteresis) and follow Markov transition constraints.
| Variable | Default | Description |
|---|---|---|
STOCKMATRIX_API_URL | https://stockmatrix.co.kr | Override API base URL |
MIT