{"meta":{"generated_at":"2026-06-13T10:26:51.647Z","status":"mcp_benchmark_ready_not_submitted","base_url":"https://kdata-gate.vercel.app","target_market":"Amazon US","positioning":"First-mover Korea sourcing MCP for AI agents and ecommerce sellers, not a generic ecommerce scraper.","boundary":"Benchmark and positioning packet only. It does not submit to MCP hubs, scrape private sources, change accounts, invoice, collect payment, or activate Paddle."},"executive_answer":{"what_overseas_built":"Overseas seller MCPs cluster around Amazon/Shopify account analytics, ecommerce web-data extraction, price monitoring, lead generation, and agentic commerce checkout context.","kdata_wedge":"K-Data Gate should own the upstream Korea-local sourcing layer: what Korean product to test, what local trend/source signals say, what ingredient/source warnings exist, and what proof pack a seller can buy before inventory risk.","immediate_benchmark":"Do not copy scraper language. Copy the packaging: task-named tools, clear schemas, JSON/CSV/Markdown exports, public proof URLs, pricing boundaries, install notes, and honest source limits."},"overseas_patterns":[{"id":"amazon_seller_account_mcp","label":"Amazon seller account MCP","examples":["DataDoe Amazon Seller MCP","Amazon Data Kiosk MCP sample"],"buyer_job":"Let a seller or agency ask about orders, inventory, fees, ads, vendor POs, chargebacks, and profit without building SP-API glue.","tool_shape":["get_orders","get_fba_inventory","brand_analytics","profit_by_sku","tacos_by_campaign"],"trust_mechanic":"Official OAuth/API access, scoped private endpoint, token rotation, rate-limit handling, schema auto-discovery.","monetization_pattern":"Subscription or private account connector. Value is post-sale operations and true-profit analytics.","benchmark_move":"Show K-Data Gate as the pre-inventory Korea sourcing layer, then integrate with Amazon/Shopify tools later through exported CSV/JSON and stable category IDs.","avoid":"Do not pretend to access Amazon Seller Central or customer private store data."},{"id":"shopify_storefront_and_admin_mcp","label":"Shopify storefront/admin MCP","examples":["Shopify Storefront MCP","Shopify Admin MCP servers on Glama/Smithery"],"buyer_job":"Expose product catalogs, carts, customers, orders, discounts, collections, and store metadata to AI agents.","tool_shape":["search_products","get_cart","query_orders","manage_discounts","list_collections"],"trust_mechanic":"GraphQL API, store-specific permissions, install flow, and clean tool schema.","monetization_pattern":"Agency app, store AI assistant, analytics connector, or hosted MCP deployment.","benchmark_move":"Make K-Data Gate outputs store-ingestible: title, category, local price, USD estimate, trend score, ingredient/source warning, and proof URL.","avoid":"Do not crawl Shopify stores as a substitute for permissioned store APIs."},{"id":"apify_ecommerce_intelligence_mcp","label":"Apify ecommerce intelligence MCP","examples":["Shopify store analysis Actors","Amazon seller scrapers","price trackers","Google Maps lead finders"],"buyer_job":"Run web-data actors for competitive analysis, product extraction, price monitoring, seller leads, and lead quality scoring.","tool_shape":["shopify_analyze","shopify_products","amazon_search","amazon_product","maps_leads","price_monitor"],"trust_mechanic":"Ready MCP config, pay-per-result or pay-per-run, actor input schema, JSON datasets, API token.","monetization_pattern":"Usage-based data extraction marketplace; many small tools with clear pricing and sample outputs.","benchmark_move":"Keep our derived tools narrow and paid-scope friendly: Korea Seller Signal, Compliance Scout, Buyer Discovery, Delivery Pack, Benchmark Pack.","avoid":"Do not use anti-blocking or proxy language as a selling point for restricted Korean retail sources."},{"id":"agentic_commerce_protocols","label":"Agentic commerce protocols","examples":["Google UCP","Stripe agentic commerce guide","MCP+x402 payment guides"],"buyer_job":"Give agents structured product, inventory, price, checkout, and approval context without browser scraping.","tool_shape":["discover_product","compare_options","quote_scope","request_approval","record_order_intent"],"trust_mechanic":"Machine-readable inventory/pricing, clear human approval loop, auditable payment or HTTP 402 flow.","monetization_pattern":"Agent-readable storefronts first, automated checkout later.","benchmark_move":"Paddle can wait. The immediate win is agent-readable discovery, fixed-scope offers, order intent, invoice draft, and delivery acceptance criteria.","avoid":"Do not add autonomous payment or x402 before demand and support workflow are proven."},{"id":"mcp_registry_distribution","label":"MCP registry distribution","examples":["MCP.Directory","MCP.so","Glama","Smithery"],"buyer_job":"Help agents and builders discover installable MCP servers with clear README, tools, tags, source, and connection instructions.","tool_shape":["tools/list","README tool table","OpenAPI link","llms.txt link","sample call"],"trust_mechanic":"Repository metadata, install notes, public HTTPS endpoint, schema consistency, working examples.","monetization_pattern":"Discovery surface, not the checkout itself. Conversion happens through pilot, listing, or invoice path.","benchmark_move":"Position as the first Korea sourcing and MFDS source-map MCP, not as a generic ecommerce scraper.","avoid":"Do not submit vague claims like \"all Korean data\"; use exact tools and honest live/blocked status."}],"gap_map":[{"id":"korea_sourcing_gap","market_gap":"Overseas tools are strong on Amazon/Shopify account analytics and generic web extraction, but weak on Korea-local product/trend/source context in English.","kdata_move":"Lead with \"Korea sourcing intelligence for AI agents and sellers\": K-beauty, K-food, K-pop merch, local Korean demand, source warnings, and MFDS ingredient source mapping.","first_asset":"/seller-signals?category=korean_sunscreen&target_market=Amazon%20US","proof_url":"https://kdata-gate.vercel.app/seller-signals?category=korean_sunscreen&target_market=Amazon+US&utm_source=korea_sourcing_gap&utm_campaign=mcp_benchmark"},{"id":"pre_inventory_gap","market_gap":"Amazon MCPs answer what happened after products are already listed. Sellers also need what to source before buying inventory.","kdata_move":"Sell Signal Sprint and Growth Feed as pre-inventory decision packets with CSV/JSON outputs the seller can paste into Amazon/Shopify planning tools.","first_asset":"/briefs/sourcing?category=korean_sunscreen","proof_url":"https://kdata-gate.vercel.app/briefs/sourcing?category=korean_sunscreen&utm_source=pre_inventory_gap&utm_campaign=mcp_benchmark"},{"id":"compliance_source_gap","market_gap":"Generic ecommerce MCPs rarely package official Korean source rows for importer review.","kdata_move":"Use Compliance Scout as the premium wedge: official-source MFDS mapping, blocked claims, risk questions, and legal-review handoff notes.","first_asset":"/compliance-scout?category=korean_sunscreen&target_market=Amazon%20US","proof_url":"https://kdata-gate.vercel.app/compliance-scout?category=korean_sunscreen&target_market=Amazon+US&utm_source=compliance_source_gap&utm_campaign=mcp_benchmark"},{"id":"agent_discovery_gap","market_gap":"Registries reward clear tool contracts, examples, and install text more than broad dashboards.","kdata_move":"Expose one benchmark page, one submission desk, one llms.txt, and tool names that map to seller jobs.","first_asset":"/submission-desk","proof_url":"https://kdata-gate.vercel.app/submission-desk?utm_source=agent_discovery_gap&utm_campaign=mcp_benchmark"}],"implementation_moves":[{"order":1,"action":"Rename the public story from generic Korean data to Korea sourcing MCP for agents and ecommerce sellers.","proof":"Use website title, MCP description, llms.txt, and submission copy to repeat the same buyer job.","status":"ready_to_apply"},{"order":2,"action":"Keep derived MCP tools as work packets, not raw tables only.","proof":"Signal pack, Compliance Scout, Buyer Discovery, Invoice Draft, Delivery Pack, Freelance Listings, Operator Playbook, and this Benchmark Pack are agent-readable closeout packets.","status":"implemented"},{"order":3,"action":"Add Shopify/Amazon handoff fields to seller-facing outputs over time.","proof":"Use stable category, local price, USD estimate, trend score, compliance/source warning, proof URL, and next test query.","status":"next_patch"},{"order":4,"action":"Treat Apify-style pay-per-result pricing as a benchmark, but keep first sale as fixed-scope B2B.","proof":"$500/$1,500/$3,000/$5,000 scopes are easier to sell before self-serve checkout.","status":"implemented"},{"order":5,"action":"Do not compete as a scraper. Compete as licensed/official Korea context plus buyer-ready exports.","proof":"Olive Young/private endpoint bypass, marketplace login scraping, and restricted-source resale stay blocked.","status":"guardrail"}],"listing_copy":{"mcp_directory_short":"Korea sourcing intelligence MCP for AI agents and ecommerce sellers: Korean product signals, K-beauty MFDS ingredient source maps, trends, buyer discovery, and fixed-scope sales packets.","mcp_so_features":["14 Korean dataset tools plus seller-ready derived tools","K-beauty/K-food sourcing signal packs with CSV/JSON/Markdown exports","MFDS ingredient source-map samples for importer review, not legal advice","Buyer discovery and delivery/invoice packets are approval-gated","Honest live/fixture source status and no private endpoint bypass"],"first_question_for_agent":"What Korean product category should this seller validate before buying inventory, and which K-Data Gate proof asset should they open first?"},"proof_links":{"sellerSignals":"https://kdata-gate.vercel.app/seller-signals?category=korean_sunscreen&target_market=Amazon+US&utm_source=mcp_benchmark&utm_campaign=mcp_benchmark","sellerSignalsApi":"https://kdata-gate.vercel.app/api/seller/signals?category=korean_sunscreen&target_market=Amazon+US&format=md&utm_source=mcp_benchmark&utm_campaign=mcp_benchmark","complianceScout":"https://kdata-gate.vercel.app/compliance-scout?category=korean_sunscreen&target_market=Amazon+US&utm_source=mcp_benchmark&utm_campaign=mcp_benchmark","buyerDiscovery":"https://kdata-gate.vercel.app/buyer-discovery?target_market=Amazon+US&utm_source=mcp_benchmark&utm_campaign=mcp_benchmark","freelanceListings":"https://kdata-gate.vercel.app/freelance-listings?offer=signal_sprint&category=korean_sunscreen&target_market=Amazon+US&utm_source=mcp_benchmark&utm_campaign=mcp_benchmark","operatorPlaybook":"https://kdata-gate.vercel.app/operator-playbook?utm_source=mcp_benchmark&utm_campaign=mcp_benchmark","submissionDesk":"https://kdata-gate.vercel.app/submission-desk?utm_source=mcp_benchmark&utm_campaign=mcp_benchmark","llms":"https://kdata-gate.vercel.app/llms.txt","openapi":"https://kdata-gate.vercel.app/openapi.json"},"guardrails":["No claim that K-Data Gate can access Amazon Seller Central, Shopify admin, Olive Young private endpoints, or private marketplace dashboards.","No restricted-source scraping, login scraping, cookie reuse, proxy bypass, fake review, rank manipulation, or compliance-clearance claim.","No external MCP hub submission, public post, DM, email, invoice, payment collection, account change, or Paddle activation without action-time approval.","No fixture-backed or blocked source is described as live data.","Benchmark examples are used for packaging strategy, not copied code, copied branding, or implied partnership."],"source_notes":[{"label":"DataDoe Amazon Seller MCP","url":"https://www.datadoe.com/connect/amazon/mcp","note":"Benchmarked for official OAuth, private endpoint, self-describing schema, 40+ Amazon tools, true-profit framing, and scheduled/webhook workflows."},{"label":"Amazon Data Kiosk MCP discussion","url":"https://github.com/amzn/selling-partner-api-samples/discussions/131","note":"Benchmarked for domain-specific seller/vendor analytics tools and query-builder pattern against an official Amazon API."},{"label":"Shopify Storefront MCP docs","url":"https://shopify.dev/docs/apps/build/storefront-mcp","note":"Benchmarked for product/cart/customer structured commerce data through a standard MCP client-server contract."},{"label":"Apify MCP server documentation","url":"https://docs.apify.com/platform/integrations/mcp","note":"Benchmarked for actor discovery, ready MCP configuration, result storage, and usage-based data extraction workflows."},{"label":"E-Commerce Intelligence MCP Server","url":"https://mcpservers.org/servers/apify-com-nexgendata-ecommerce-intelligence-mcp-server","note":"Benchmarked for Shopify store analysis, product extraction, competitive analysis, pricing disclosure, and low-friction MCP marketplace packaging."},{"label":"MCP.Directory submit","url":"https://mcp.directory/submit","note":"Benchmarked for listing requirements: repository, description, language/license/tools/README auto-pull, and review flow."},{"label":"Smithery publish docs","url":"https://smithery.ai/docs/build/publish","note":"Benchmarked for public HTTPS server distribution, analytics, configuration UI, and bot/WAF allowance requirements."},{"label":"Google agentic commerce/UCP announcement","url":"https://blog.google/products/ads-commerce/agentic-commerce-ai-tools-protocol-retailers-platforms/","note":"Benchmarked for agentic discovery, shopping journey standardization, and merchant discoverability in conversational commerce."},{"label":"Stripe agentic commerce guide","url":"https://stripe.com/guides/agentic-commerce","note":"Benchmarked for agent preference for structured data, fast responses, inventory/pricing context, and human approval before purchase."}]}