# TradeGraph

> Free export market and buyer data for Claude and ChatGPT

- Listing: https://mcp-hunter.com/server/tradegraph
- Launch week: Week 46, 2026 (9 to 15 November 2026)
- Week archive: https://mcp-hunter.com/week/2026/46
- Currently ranked: #9
- Votes: 0
- Evidence on file: Verified 2026-11-03 | 16 tools | responded in 946ms

## From the maker

TradeGraph helps consumer-goods makers decide where to export and who to contact. Pick a product and it ranks import markets by UN Comtrade import size next to how often buyers in each country replied to real export emails (about 2.2 million emails sent through RINDA, anonymized; groups under 5 companies left out). It shows which buyer types reply most per country, how many follow-ups to send, and what a FOB price becomes on a local shelf. Use it on the web with an export map and 10 free tools, no sign-up, or connect it to Claude, ChatGPT, Cursor, Codex or Claude Code with one URL (https://tradegraph.rinda.ai/mcp, no auth). Every number carries its source and date. Reply data comes from Korean exporters, so it fits Korean-made goods best.

## Links

- Product: https://tradegraph.rinda.ai/?utm_source=mcphunter&utm_medium=directory&utm_campaign=hackathon-2026-11
- Docs: https://tradegraph.rinda.ai/apps
- Source: https://github.com/FINGU-GRINDA/tradegraph

## How to connect

Streamable HTTP endpoint:

```
https://tradegraph.rinda.ai/mcp
```

## What we found when we connected

Verified 2026-11-03 | 16 tools | responded in 946ms

- Protocol revision: 2025-11-25
- Server identified itself as: tradegraph 1.7.0
- Tools exposed: 16
- Tool descriptions: present
- tools/list round trip: 946ms
- Tested: 2026-11-03 15:31 UTC

### The 16 tools it exposed

Every name below came back from this server's own tools/list response on the date above. So did each description, parameter list and label like "read-only": they are the server describing itself. We did not call any of them.

- gtm_plan (read-only): 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), [shortened]
  - Parameters: country, description, detail, exclude, item (required), origin, product, product_local, strengths, traits
- blind_spots (read-only): 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 diligen [shortened]
  - Parameters: country, description, item (required), product, traits
- reply_pace (read-only): 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 [shortened]
  - Parameters: bounced, buyer_type, changed, country (required), exclude, item (required), last_replies, last_sent, meetings, opened, orders, quotes, replies (required), samples, sent (required), warm, week
- find_item (read-only): 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 ele [shortened]
  - Parameters: query (required)
- market_picks (read-only): 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. Korea (domestic) and sanctioned markets are excluded from picks; regional_hub flags re-export hubs whose imports overstate local demand.
  - Parameters: item (required), limit
- buyer_targets (read-only): 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.
  - Parameters: buyer_type, country, limit, tier
- country_brief (read-only): 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.
  - Parameters: country (required), description, item, traits
- export_rank (read-only): World exporters of a product (UN Comtrade, latest year), Korea's rank and value, and where Korea already sells it most.
  - Parameters: item (required)
- outreach_playbook (read-only): 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.
- channel_plan (read-only): 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.
  - Parameters: country (required), description, item, motion, traits
- market_scan (read-only, reaches outside services): 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.
  - Parameters: hs (required), limit
- video_studio (read-only): 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. F [shortened]
  - Parameters: country (required), has_packshot, item, platform, preset, product, tier, variants
- image_studio (read-only): 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. Free, read-only.
  - Parameters: country (required), item, marketplace, product, variants
- price_ladder (read-only): 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 g [shortened]
  - Parameters: channel, compare, country (required), dealer_margin_pct, description, distributor_margin_pct, duty_pct, fob_krw, fob_usd, freight_pct, fulfillment_usd, import_costs_pct, importer_margin_pct, item, marketplace_fee_pct, parcel_usd, retail_margin_pct, seller_margin_pct, target_shelf_local, target_shelf_usd, targets, vat_pct
- live_tools (read-only, reaches outside services): 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.
  - Parameters: job (required), limit
- export_workflow (read-only): 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 supp [shortened]
  - Parameters: file, job, name

---

Anything above describes one moment on the date shown. We do not re-test on a schedule, so nothing here says what this server is doing now. We have not audited its code, its data handling or its permissions, and this is not a safety rating.

Canonical page: https://mcp-hunter.com/server/tradegraph
The rest of Week 46, 2026: https://mcp-hunter.com/week/2026/46
MCP Hunter is the weekly launch board for MCP products: https://mcp-hunter.com