TradeGraph

ai.rinda.tradegraphPublished by tradegraph.rinda.aiOfficial publisherv1.10.0Updated Nov 6, 2026

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

Overview

AI-generated overview

TradeGraph is a hosted export-sales assistant for consumer brands: it plans target markets, buyer types, outreach cadence, compliance checks and pricing from…

What you can do
  • Plan exports and markets: full go-to-market plan, ranked import markets, live UN Comtrade scans for any HS code, country briefs and Korea's export ranking
  • Identify products and buyers: resolve product names in 10 languages to HS codes, and rank country-by-buyer-type reply rates
  • Plan outreach: follow-up benchmarks from real export emails and a weekly pace check against your own sent and reply counts
  • Check compliance and pricing: market blind spots, certifications and duties, step-by-step export workflows, and FOB-to-shelf price ladders
  • Plan content and channels: creator, marketplace and ad channel plans, plus image and video ad plans with prompts and request bodies
  • Search a paid endpoint…
When to use it
Useful when a consumer-goods maker or exporter wants to decide where to sell first, which buyer types to email, how many follow-ups to send, what could block a market, or what a product's shelf price would be. It is aimed at Korean exporters but answers in the user's language.
Requirements
Remote streamable HTTP endpoint; nothing to install or run. No authentication, API key or environment variables are needed for the free tools. An optional account adds API keys and prepaid live-data calls. Clients must use streamable HTTP, not legacy SSE.
Before you install
Free tools are described as read-only and draft-only; nothing is sent. Without an account it never spends money, but an optional account enables prepaid paid live-data calls, so confirm before any paid call. The server receives the values passed to tools, such as product and country. Reply rates are anonymized aggregates of emails sent through RINDA.

Installation

In SourceWeft

  1. Open TradeGraph in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/ai.rinda.tradegraph%2Ftradegraph/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "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.

Source: README.md at commit 3721471

Tools

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

Parametersitemrequireddetailorigintraitscountryexcludeproductconceptsstrengthsprice_tierselling_indescription+1 more

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.

Parametersitemrequiredtraitscountryproductdescription

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

Parametersitemrequiredsentrequiredwarmweekopenedordersquotesbouncedchangedcountryrequiredexcluderepliesrequired+9 more

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.

Parametersqueryrequired

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.

Parametersitemrequiredlimittraitsconceptsprice_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.

Parameterstierlimitcountrybuyer_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.

Parametersitemtraitscountryrequireddescription

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.

Parametersitemrequired

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.

Takes no parameters.

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.

Parametersitemmotiontraitscountryrequireddescription

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.

Parametershsrequiredlimit

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.

Parameterscopyitemtierpresettraitscountryrequiredproductplatformvariantsdescriptionhas_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.

Parameterscopyitemtraitscountryrequiredproductvariantsdescriptionmarketplace

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

Parametersitemchannelcomparecountryrequiredfob_krwfob_usdtargetsvat_pctduty_pctparcel_usddescriptionfreight_pct+10 more

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.

Parametersjobrequiredlimit

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.

Parametersjobfilename

Version history

5
  1. v1.10.0LatestNov 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

Score

100% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts