TradeGraph

ai.rinda.tradegraph由 tradegraph.rinda.ai 发布官方发布者v1.10.0更新于 Nov 6, 2026

An export sales team for consumer brands, inside your AI: markets, buyers, emails and pricing.

已验证Streamable HTTP可网页运行网页搜索与抓取数据与分析商业与电商

概览

AI 生成的概览

TradeGraph 是面向消费品牌的托管式出口销售助手,依据贸易与回信数据规划目标市场、买家类型、跟进节奏、合规检查与定价。

可以做什么
  • 规划出口与市场:完整上市计划、按规模排序的进口市场、任意 HS 编码的实时 UN Comtrade 扫描、单国市场简报与韩国出口排名
  • 识别产品与买家:把 10 种语言的产品名解析为 HS 编码,并按国家×买家类型排列回信率
  • 规划外联:基于真实出口邮件的跟进基准,以及对照自身发送与回信数的每周节奏检查
  • 合规与定价:市场盲点、认证与关税、分步出口工作流,以及从 FOB 到货架价的阶梯测算
  • 内容与渠道:创作者、电商平台与广告渠道计划,以及带提示词和请求体的图片、视频广告方案
  • 检索付费端点目录以完成其他任务,并在有账号时执行这些调用
适用场景
适合消费品牌或出口商判断先卖到哪个市场、该给哪类买家发邮件、跟进几次、哪些因素会阻碍进入某市场,或产品在当地货架价是多少。主要面向韩国出口商,但会用用户的语言回答。
运行要求
远程 streamable HTTP 端点,无需安装或运行。免费工具不需要认证、API 密钥或环境变量。可选账号可增加 API 密钥与预付的实时数据调用。客户端须使用 streamable HTTP,而非旧版 SSE。
安装前请注意
免费工具被描述为只读、仅生成草稿,不会发送任何内容。无账号时不会花钱,但可选账号可启用预付的付费实时数据调用,付费调用前应先确认。服务器会收到传给工具的值,例如产品和国别。回信率是经 RINDA 发送邮件的匿名汇总数据。

安装

在 SourceWeft 中

  1. 打开 控制台中的 TradeGraph,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable,通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体,或 SourceWeft 对话中。智能体会读取该服务器的安装指南,先向你展示发布者、端点和登录方式,经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/ai.rinda.tradegraph%2Ftradegraph/install.md,并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前,先告诉我它的发布者、端点和登录方式,等我确认。不要把 API 密钥写进命令或我会提交的文件;问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "mcpServers": {
    "tradegraph": {
      "type": "http",
      "url": "https://tradegraph.rinda.ai/mcp"
    }
  }
}

README

[TradeGraph logo]

TradeGraph

An export sales team for consumer brands, inside the AI you already use.

Website · Docs · llms.txt · Support · 한국어

[TradeGraph MCP connector on Glama] [Official MCP Registry] [Remote MCP, free, no sign-up]

[TradeGraph: connect the AI you already use and get an export sales team]

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.

Connect

ClientHow
Claude Codeclaude mcp add --transport http --scope user tradegraph https://tradegraph.rinda.ai/mcp
ClineIn 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
Codexcodex mcp add tradegraph --url https://tradegraph.rinda.ai/mcp
CursorInstall this repository as a plugin, or add mcp.json to ~/.cursor/mcp.json
Gemini CLIgemini extensions install https://github.com/FINGU-GRINDA/tradegraph
VS CodeIn .vscode/mcp.json: {"servers":{"tradegraph":{"type":"http","url":"https://tradegraph.rinda.ai/mcp"}}}
Claude.ai, ChatGPT and othersAdd a custom connector with https://tradegraph.rinda.ai/mcp and no authentication

Then try one of these in a new chat:

  • "Where should we export our sunscreen first?"
  • "Make an export plan for kimchi to Japan."
  • "Which buyer types reply most in Vietnam?"
  • "We emailed 300 US distributors about our shampoo and got 4 replies in week 5. Are we on track?"
  • "If our FOB is $4 for a serum, what will the shelf price be in Germany?"
  • "What blocks selling Bluetooth speakers in the EU?"

What it can do

ToolWhat it answers
gtm_planStart 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_picksImport markets ranked by size, growth, Korea's share and reply rates
buyer_targetsWhich buyer types (importers, distributors, retailers and others) reply most in each country
country_briefA short market brief for one country
export_rankThe world's top exporters of a product and where Korea already sells
market_scanLive UN Comtrade imports for any 4-digit HS code
outreach_playbook, reply_paceFollow-up benchmarks, and a pace check for your own outreach
blind_spotsCertifications, registrations, extra duties and filings that can block a market
price_ladderFrom FOB price to landed cost and shelf price
find_itemThe HS code for a product name, in 10 languages
export_workflowStep-by-step workflows for certification, FTA origin, documents, payment and buyer checks
channel_plan, image_studio, video_studioCreator, marketplace and ad-content plans for a market
live_toolsFinds 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.

REST API

Every tool is also a plain JSON endpoint. No key is needed.

bash
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.

Data and privacy

  • Free and read-only. Without an account TradeGraph never spends money; an optional account adds API keys and prepaid live-data calls.
  • The server only receives the values your AI passes to a tool, such as a product and a country.
  • Reply rates are an anonymous aggregate of export emails sent through RINDA. Groups with fewer than 5 companies are left out.
  • Privacy policy · Terms

About

TradeGraph is made by the RINDA team at GRINDA AI Co., Ltd. in Daejeon, Korea. Questions and problems: support page or [email protected].

한국어

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.

License

The guides, manifests and examples in this repository are MIT licensed. Use of the hosted service is covered by the Terms.

来源:README.md,提交 3721471

工具

16

gtm_plan

Export GTM plan for a product

START 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 many follow-ups to send, the channels (creator seeding and marketplaces for consumer goods; buyer lists and trade shows for industrial goods; see motion), compliance flags with an official source link (compliance_gate marks approvals that block the market until they pass; channel_plan.packaging adds EU packaging EPR), a before_you_sell checklist (sanctions, FTA and proof of origin, trademark, payment terms, holidays, re-export hubs), the official tariff lookup (tariff_by_market compares the markets side by side), data_first (where the data would start even when you pass a country), gated_markets (compared markets with such a gate), banned_markets (those of them closed outright by an ingredient ban, such as ingredients of human origin: no approval opens them, so data_first, the market the data picks and next_markets skip them), next_markets (where to move at week 13, by the same rule as data_first, skipping gated markets and exclude), English email drafts (first email, follow-ups, week-3 sample check-in, and quote_reply_email for when a buyer asks for a price first; for Japan the same drafts in Japanese as local_emails, first_email_variants included; offers TradeGraph cannot know you make are marked [CONFIRM: ...] unless you pass strengths, and first_email.localize gives the register, greeting and closing for translating to the market's language), reply_target (expected replies from the product's own industry in that market, sends for 10 replies, the week-13 rule; reply_pace checks your numbers against it each week), a 13-week schedule, buyer_sources (trade fairs with the next edition's dates, city and book_meetings_from, 6 weeks before; BuyKOREA, KOTRA), and the exact treg.to endpoints (ids

输入参数item必填detailorigintraitscountryexcludeproductconceptsstrengthsprice_tierselling_indescription另有 1 个

blind_spots

What exporters miss: blockers, approvals, extra duties

What 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 needed before import or sale (radio certification such as FCC, EU RED, Japan's Giteki or Canada's ISED; India BIS; registration of special-use cosmetics in China), extra duties or charges that change the quote (US Section 232 on steel and aluminium content, EU CBAM), and filings or labels (EU deforestation due diligence, producer registration (EPR) for batteries and electronics, and packaging EPR such as Germany's LUCID register in packaging_epr, EU ban on generic green claims), plus Korea-side checks (strategic items, dangerous goods in shipping). Each rule is triggered by the exact HS code or a product trait (pass description or traits) and comes with kind, gate (true = clear it before anything else: the plan's before-you-sell gate), who must act (you or the importer), the date it applies from (upcoming rules too), the official source and the date it was checked; stale marks rules not re-checked for 180 days. The category compliance pointer and its official source are included per market. Each market also says how much TradeGraph knows there (rules_coverage: national, bloc, pointers or none, where none is not a clearance and how_to_check lists where to look); where it has no rule note, rule_pointers gives official-source starting points for blocs and countries such as the EAEU (Kazakhstan, Russia, Belarus, Armenia, Kyrgyzstan), the Andean Community, Mexico, Chile, Argentina, Türkiye, Egypt, Israel, South Africa, Nigeria, Kenya, Pakistan, Bangladesh, New Zealand, Uzbekistan and Mongolia, gate marking what must be met before import or sale. Omit country to check every market in the plan's table. Starting points, not legal advice. Free, read-only.

输入参数item必填traitscountryproductdescription

reply_pace

Are my replies on track?

Weekly 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 and act on it before anything else: relay risk_note first when present (sanctions or export controls on that market), then status_text, advice (or decision_text once the target is reached) and send_this_week as they are; find_buyers_type is this week's buyer type and email_draft the first email to use (first_email or a key of gtm_plan first_email_variants); changed lists the changes made so far, to pass back next week; they agree with each other and with the web plan, and each gives one change to make, not a choice. Returns: status (one of too_early, no_replies, below, change_now, decision_moves, behind_schedule, normal_range, few_interested, above, on_track, or the decision next_market, change_and_retry, keep_going; on_track only when the current rate reaches 10 replies at the target, sends are on schedule and the interested share is not low), status_text, advice, send_this_week (new buyers to add this week: the catch-up number when more than a week behind; at next_market the first 200 in send_this_week_in), the rate Korean exporters of this product usually get there (the same industry × market rate as gtm_plan reply_target, from 2.2M real export emails), the normal range for that many sends (Poisson 5–95%), projected_replies_at_target, alternative_buyer_type, behind_schedule (weeks 2–12), decision_moves (week 13 or later before the target: the week to decide), and from 95% of sends_for_10_replies the decision with decision_text (fewer than 5 replies → next_market, named only then; 5–9 → same market once more, the next buyer type with a new subject line for retry_batch.send more, then 10 or more in total keeps going and fewer moves on; 10 or more → keep going). Pass exclude with markets alr

输入参数item必填sent必填warmweekopenedordersquotesbouncedchangedcountry必填excludereplies必填另有 9 个

find_item

Find a product's HS code

Resolve 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, ginseng extract 1302…) that gtm_plan and market_scan take with live UN Comtrade data. Ingredient words alone (ginseng, vitamin, collagen) do not decide the item: 'ginseng cream' is cosmetics 3304, 'ginseng shampoo' hair care 3305. For ginseng the answer adds hs_by_form (roots, extract, mixed preparations, drinks); for electric beauty devices it adds hs_by_form too (LED masks and microcurrent 8543.70, vibrating massagers 9019.10, hair stylers 8516). Use before other tools when unsure of the HS code.

输入参数query必填

market_picks

Where to sell a product

Import 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' marks the Pareto frontier: no other market is both bigger and replies better. entry_paths ranks the markets for this product and company with the same rule as gtm_plan (pass description, concepts, price_tier, selling_in). Korea (domestic) and sanctioned markets are excluded from picks; regional_hub flags re-export hubs whose imports overstate local demand.

输入参数item必填limittraitsconceptsprice_tierselling_indescription

buyer_targets

Who replies: country × buyer type

Reply 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 with bad luck; 'promising' = too few contacts to be sure but could reach 2× average.

输入参数tierlimitcountrybuyer_type

country_brief

Market brief for one country

Everything 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 rules to use there. With item, rules_coverage and rule_pointers say what rules TradeGraph holds for the product there.

输入参数itemtraitscountry必填description

export_rank

World export ranking for a product

World exporters of a product (UN Comtrade, latest year), Korea's rank and value, and where Korea already sells it most.

输入参数item必填

outreach_playbook

How many emails, when, and what replies say

Measured 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 funnel per 10,000 emails. Use to set a sequence's length and timing.

无需输入参数。

channel_plan

Channels, creators and live-data calls for a country

GTM 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 (with per-call prices and example request bodies) to run creator discovery, vetting, marketplace research, social listening, ad-library and buyer-contact steps. Estimated data cost included.

输入参数itemmotiontraitscountry必填description

market_scan

Live import markets for any HS code

For 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 code for a full plan. Free, read-only; the first call for a code takes a few seconds.

输入参数hs必填limit

video_studio

Short-form video ads for a market (Higgsfield-style presets)

Plan 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 video models (draft Seedance 1 Lite, standard Hailuo 2.3, premium Veo 3.1 Fast; HeyGen avatar for presenters), hook variants for A/B tests, the platform spec (aspect, length, safe zone), voice-over language, music, AI-label and claims rules, and the estimated cost. Starts from the real packshot so the pack never changes. It reads the product's rules in that market first: sale gates to clear before spending on ads (sale_gate, e.g. a US sunscreen is an OTC drug), the rules that bind ads there (ad_rules, with official sources) and wording in the product name, description, company record or your copy that does not fit them (claims_check: what to say instead), plus local_words for captions and hashtags; signed in, it uses the company's brand, valid certifications, origin and proof points (company). Free, read-only — generation runs on the user's treg token.

输入参数copyitemtierpresettraitscountry必填productplatformvariantsdescriptionhas_packshot

image_studio

Marketplace and ad images for a market

Plan 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 image models, ad sizes per platform, AI and claims rules, and the estimated cost. Like video_studio it puts the market's sale gates (sale_gate), the rules that bind ads and listings (ad_rules) and wording to change (claims_check) first, and signed in it builds the trust image from the certifications the company actually holds there. Free, read-only.

输入参数copyitemtraitscountry必填productvariantsdescriptionmarketplace

price_ladder

Export price ladder: FOB to shelf price

Turn 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), marketplace (importer of record selling on a marketplace), cross_border (Japan only: you ship each order from Korea to the consumer, e.g. as a Qoo10 or Rakuten overseas seller; no importer, and no duty or import consumption tax while a parcel's customs value is ¥10,000 or less, 60% of the retail price for personal-use goods; cross_border says whether the price stays under that limit, flags goods Japan never exempts (knitwear, leather shoes, some leather bags and gloves, ski boots and sugars: excluded, excluded_some) and liquor or tobacco tax (excise), and what changes from 1 Apr 2028: items priced ¥10,000 or less before tax carry Japanese consumption tax paid by the seller or a designated marketplace (small_item, price_with_tax_jpy), and with the 60% rule gone dearer items pay duty and tax on delivery), b2b (importer-distributor → business end user such as a clinic or factory; the default for equipment, parts and medical devices) and b2b_dealer (importer → dealer → business end user). The b2b channels stop at the end-user price before VAT (price_point 'end_user'; shelf_usd then holds that price), because business buyers usually reclaim VAT. Uses standard VAT and food rates, Korea FTA status and typical margins by product group; duty defaults to the rate TradeGraph has checked where it has one (US Section 301 and its exceptions: us_duty; Japan's RCEP or general rate for seaweed, clothing, bags and shoes: jp_duty; Mexico's general tariff, as Korea has no FTA there, raised on 1 Jan 2026 for cosmetics, toys, bags and clothing: mx_duty), otherwise 0% with a note to look it up. compare lays the same FOB side by side in other markets, each with its own duty and VAT (compare 'auto' picks the item's l

输入参数itemchannelcomparecountry必填fob_krwfob_usdtargetsvat_pctduty_pctparcel_usddescriptionfreight_pct另有 10 个

live_tools

Find live-data endpoints for a job

Search 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 when connected with a TradeGraph account (charged to its prepaid credits), or with the treg MCP server (https://treg.to/mcp/, tool `call`) / `treg call <id>` using the user's own treg token. Without an account TradeGraph never spends money.

输入参数job必填limit

export_workflow

Step-by-step export workflows (certification, FTA origin, documents, payment, buyer checks …)

36 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 code, regulation watch, export control and sanctions screening, FTA origin and certificates of origin, export documents (PI, CI, packing list, L/C), logistics, Incoterms, samples and dangerous goods, pricing and quotes, payment terms, L/C and export credit insurance, duty drawback and zero-rated VAT, Korean export support programs (vouchers, certification and trade-show subsidies) and grant applications, buyer due diligence and fraud checks (changed bank details), trademarks, distribution agreements, claims and unpaid invoices, trade shows, buyer outreach, reply triage, sales kits, influencer seeding, marketplaces, cross-border e-commerce and creative. Call with job (what the user asked, in their words and language) to get the best-matching workflow in full plus the next matches; with name for a known one; with neither to list them all by stage. Follow the steps in order: each names the TradeGraph tools to call (gtm_plan, blind_spots, price_ladder …) and the official sources to check. The same text as TradeGraph's Agent Skills and Claude Code plugin. Free, read-only.

输入参数jobfilename

版本历史

5
  1. v1.10.0最新Nov 6, 2026
  2. v1.9.0Nov 5, 2026
  3. v1.8.0Nov 4, 2026
  4. v1.7.0Nov 1, 2026
  5. v1.5.0Oct 29, 2026

评分

已满足适用检查项的 100%

该评分衡量此收录条目的完整程度,依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价,也不表示服务器安全或当前可用:可连通性是带日期的检查结果,评分也不包含安装量或用户评价。

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  • 已列出工具必需15 分
  • 描述必需15 分
  • 图标10 分
  • 文档15 分
  • 许可证10 分