Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
An export sales team for consumer brands, inside your AI: markets, buyers, emails and pricing.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://tradegraph.rinda.ai/mcp터미널에서 이 명령어를 실행하세요
claude mcp add --transport http tradegraph https://tradegraph.rinda.ai/mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"tradegraph": {
"url": "https://tradegraph.rinda.ai/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"tradegraph": {
"type": "http",
"url": "https://tradegraph.rinda.ai/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://tradegraph.rinda.ai/mcp메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
도구 이름과 설명은 서버가 2026년 11월 7일에 알려 준 그대로예요. 우리가 아니라 제작자가 쓴 글이고, 일반 텍스트로만 보여 드려요.
gtm_planSTART HERE. One call returns the export go-to-market plan for a product: which countries to sell to (UN Comtrade imports × reply rates from 2.2M real export emails, compared within the product's industry, plus the next-best markets to compare), which buyer types reply there, how
blind_spotsWhat a Korean exporter of this product is likely to miss in a market — the unknown unknowns beyond the product category's usual compliance: rules that can stop the sale (e.g. UV filters not allowed in US sunscreen, meat ingredients from countries the EU has not listed), approvals
reply_paceWeekly pace check for one market: pass the buyers emailed so far (each buyer once, first emails only), the buyers who replied (any reply, a no counts) and, if known, the week of the 13-week schedule and how many replies were interested (warm). Call it first in the weekly routine
find_itemResolve a product description (any of 10 languages, e.g. 'vegan sunscreen', '컵라면', 'kimchi', 'キムチ', '3304') to one of the 35 HS4 items TradeGraph covers, or to the usual HS4 code of ~60 other common consumer products (kimchi 2005, shampoo 3305, candy 1704, ginseng roots 1211, gin
market_picksImport markets for a product ranked by size, with 3-year growth, Korea's share and the reply rate Korean exporters of that industry actually got there (reply_scope: industry = compared with the industry's average; none = no emails from that industry yet, so not ranked). 'pick' ma
buyer_targetsReply rates of country × buyer type (importer, distributor, wholesaler, retailer, brand, manufacturer, clinic) from 2.2M real export emails, shrunk toward the average so small samples do not mislead, ranked by the low end of the 90% interval. 'proven' = beats the average even wit
country_briefEverything TradeGraph knows about one country: reply rate and best buyer types, the product's import size/growth/Korea share and supplier mix, why other Korean exporters chose it, reply rates by industry, top US states (for the US), and the sales/creator channels and disclosure r
export_rankWorld exporters of a product (UN Comtrade, latest year), Korea's rank and value, and where Korea already sells it most.
outreach_playbookMeasured from 2.2M real export emails: replies per 10,000 emails at each follow-up step, the recommended number of emails, how many days to wait before the next one (follow_up_after_days), when replies arrive, what replies say (interest, questions, meeting requests…), and the fun
channel_planGTM engineering plan for one country: creator platforms to seed on, marketplaces to research, buyer channels, local-language and disclosure rules, product compliance pointers (with an official source link), the official tariff lookup and Korea FTA, and the treg.to endpoint ids (w
market_scanFor products outside TradeGraph's 35 items: live UN Comtrade imports by country for any 4-digit HS code (latest complete year, 3-year growth, Korea's exports there), joined with TradeGraph reply rates for the product's industry, with Pareto picks. gtm_plan accepts the same HS cod
video_studioPlan AI product videos for one market and platform, Higgsfield-style: preset formats (hero orbit, texture macro, unboxing POV, 3-step routine, local lifestyle, AI presenter) with camera moves, a shot list, keyframe and image-to-video prompts, ready request bodies for treg.to vide
image_studioPlan the product image set for one market: the marketplace's main-image rules (Amazon, Rakuten, Tmall, Shopee, TikTok Shop…), a 7-image gallery (real main image, local lifestyle, texture, how-to, benefits infographic, scale, trust) with edit-from-packshot prompts for treg.to imag
price_ladderTurn a FOB unit price into the landed cost, importer/distributor price and shelf price (incl. VAT) in a country — or, from a target shelf price, the highest FOB that reaches it. Channels: retail (importer-distributor → retailer), distributor (importer → distributor → retailer), m
live_toolsSearch the treg.to catalog (3,800+ endpoints across 110 providers) for the endpoints that do a job, e.g. 'find TikTok beauty creators', 'Amazon best sellers', 'verify buyer emails', '샤오홍슈 KOL 단가'. Returns endpoint ids, providers and per-call prices. Execute them with live_call wh
export_workflow36 step-by-step expert workflows for the export jobs around the data — what exporters usually learn too late: export readiness check (blind spots, 90-day plan), certification and registration in each market (FDA, MoCRA, CPNP, NMPA, halal, CE, PSE …) and in whose name, labels, HS
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 도메인 tradegraph.rinda.ai 기준으로 확인되었어요(레지스트리가 도메인 소유를 확인해요)
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
623ms 만에 응답(HTTP 200)
로그인 필요 없음
도구 설명 16개를 읽었고, AI에게 보내는 숨겨진 지시는 없었어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 3개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.10.0)은 어제 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Asset Notation
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Read and maintain an Asset Notation file on disk: net worth, holdings, valuations, CSV import.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
TradeGraph
An export sales team for consumer brands, inside the AI you already use.
Website · Docs · llms.txt · Support · 한국어
Connect TradeGraph to Claude, ChatGPT, Codex, Cursor, Gemini CLI or any MCP client, then ask in plain words: where to sell a product first, which buyers reply, how many follow-ups to send, what to check before selling and what the shelf price will be. Answers come from UN Comtrade trade statistics and anonymized reply data from real export emails sent through RINDA, with the sources attached.
This repository holds the connection guides, plugin manifests and examples. The server is hosted at `https://tradegraph.rinda.ai/mcp`, so there is nothing to install or run.
| Client | How |
|---|---|
| Claude Code | claude mcp add --transport http --scope user tradegraph https://tradegraph.rinda.ai/mcp |
| Cline | In cline_mcp_settings.json (MCP Servers, Configure, Configure MCP Servers): {"mcpServers":{"tradegraph":{"type":"streamableHttp","url":"https://tradegraph.rinda.ai/mcp"}}}. Keep type: without it Cline uses legacy SSE, which this server does not serve |
| Codex | codex mcp add tradegraph --url https://tradegraph.rinda.ai/mcp |
| Cursor | Install this repository as a plugin, or add mcp.json to ~/.cursor/mcp.json |
| Gemini CLI | gemini extensions install https://github.com/FINGU-GRINDA/tradegraph |
| VS Code | In .vscode/mcp.json: {"servers":{"tradegraph":{"type":"http","url":"https://tradegraph.rinda.ai/mcp"}}} |
| Claude.ai, ChatGPT and others | Add a custom connector with https://tradegraph.rinda.ai/mcp and no authentication |
Then try one of these in a new chat:
| Tool | What it answers |
|---|---|
gtm_plan | Start here. An export plan for one product: markets to start with, buyer types that reply, follow-ups to send, checks before selling and a first email draft |
market_picks | Import markets ranked by size, growth, Korea's share and reply rates |
buyer_targets | Which buyer types (importers, distributors, retailers and others) reply most in each country |
country_brief | A short market brief for one country |
export_rank | The world's top exporters of a product and where Korea already sells |
market_scan | Live UN Comtrade imports for any 4-digit HS code |
outreach_playbook, reply_pace | Follow-up benchmarks, and a pace check for your own outreach |
blind_spots | Certifications, registrations, extra duties and filings that can block a market |
price_ladder | From FOB price to landed cost and shelf price |
find_item | The HS code for a product name, in 10 languages |
export_workflow | Step-by-step workflows for certification, FTA origin, documents, payment and buyer checks |
channel_plan, image_studio, video_studio | Creator, marketplace and ad-content plans for a market |
live_tools | Finds paid live-data endpoints for a job and their per-call prices (running them through TradeGraph needs an account) |
The full, always-current tool list is in llms.txt.
Every tool is also a plain JSON endpoint. No key is needed.
curl -s https://tradegraph.rinda.ai/api/v1/tools/market_picks \
-H 'Content-Type: application/json' \ -d '{"item":"sunscreen","limit":5}'
More in examples/ and the OpenAPI document.
TradeGraph is made by the RINDA team at GRINDA AI Co., Ltd. in Daejeon, Korea. Questions and problems: support page or sales@grinda.ai.
TradeGraph는 Claude, ChatGPT 같은 쓰던 AI에 연결하는 소비재 해외영업팀이에요. 시장 조사, 바이어 발굴, 영업 메일, 인플루언서 시딩, 현지 광고 영상, 인증과 서류까지 평소 말로 맡길 수 있어요. 연결은 무료이고 가입 없이 바로 돼요.
https://tradegraph.rinda.ai/mcpThe guides, manifests and examples in this repository are MIT licensed. Use of the hosted service is covered by the Terms.