MRC Data — China's Apparel Supply Chain Infrastructure

{
  "id": "aix_1c07c0ee65",
  "name": "MRC Data — China's Apparel Supply Chain Infrastructure",
  "operator": "(unclaimed - source: registry-official · publisher: ai.meacheal)",
  "description": "China's apparel supply chain data for AI: 1,000+ suppliers, 350+ fabrics, 170+ clusters.",
  "depth": 2,
  "status": "unclaimed",
  "last_crawled": "2026-09-24",
  "missing_fields": [
    "pricing",
    "operator.identity"
  ],
  "skills": [
    "inventory-check",
    "sql-database"
  ],
  "protocols": {
    "mcp": "https://api.meacheal.ai/mcp",
    "a2a": null
  },
  "pricing": null,
  "regions": [
    "global"
  ],
  "languages": [
    "en"
  ],
  "reputation": {
    "tasks_completed": null,
    "dispute_rate": null,
    "p95_latency_ms": 2676,
    "uptime_30d": 1,
    "onchain_volume_30d_usd": null
  },
  "aix_score": 43,
  "verification": {
    "identity": "none",
    "health": "probe/24h",
    "pricing": "unknown",
    "last_check": "2026-09-24T20:01:25.189Z"
  },
  "pricing_model": "unknown",
  "links": [
    {
      "label": "homepage",
      "url": "https://api.meacheal.ai/"
    }
  ],
  "profile": {
    "mcp_server": "meacheal-supply-chain",
    "mcp_version": "2.2.2",
    "tool_count": 20,
    "tools": [
      {
        "name": "search_suppliers",
        "description": "Search verified Chinese apparel manufacturers, apparel factories, and clothing suppliers.\n\nUSE WHEN user asks:\n- \"find me a clothing manufacturer in China / Guangdong / Zhejiang\"\n- \"who makes [t-shirts / suits / denim / activewear] in China\"\n- \"I need a BSCI / OEKO-TEX certified apparel factory\"\n- \"looking for OEM / ODM apparel supplier with MOQ < N\"\n- \"find factories with production capacity > N pieces/month\"\n- \"list factories that export to the US / EU / Japan\"\n- \"show me trading companies in Yiwu / Shenzhen / Shanghai\"\n- \"which suppliers in [province] make [product]\" (follow-up drill-down)\n"
      },
      {
        "name": "get_supplier_detail",
        "description": "Get the complete profile of a single Chinese apparel supplier by ID.\n\nPREREQUISITE: You MUST first call search_suppliers or recommend_suppliers to obtain a valid supplier_id. Do not guess IDs.\n\nUSE WHEN user asks:\n- \"tell me more about [supplier]\" / \"show full details for sup_XXX\"\n- \"what certifications does this factory hold\"\n- \"what's their monthly capacity / worker count / equipment list\"\n- \"can [supplier] export to US / EU / Japan / Korea\"\n- \"give me the full profile / dossier / fact sheet for [supplier]\"\n- \"how verified is this supplier's data\" (returns coverage_pct + 8 dimensions)\n- \"wha"
      },
      {
        "name": "search_fabrics",
        "description": "Search the Chinese fabric and textile database with lab-tested specifications.\n\nUSE WHEN user asks:\n- \"find me a [cotton / polyester / nylon / wool / linen] fabric for [t-shirts / jeans / suits]\"\n- \"I need 180gsm jersey knit with verified composition\"\n- \"fabrics under N RMB/meter for womenswear\"\n- \"compare lab-tested fabric weight across suppliers\"\n- \"show me functional fabrics for activewear / sportswear\"\n- \"what woven fabrics work for shirting\"\n- \"list organic / GOTS / recycled fabrics\"\n- \"I want heavyweight denim above 12 oz\"\n- \"fabrics with stretch / spandex content 2-5%\"\n- \"give me anothe"
      },
      {
        "name": "get_fabric_detail",
        "description": "Get the complete lab-tested record of a single fabric by ID.\n\nPREREQUISITE: You MUST first call search_fabrics to obtain a valid fabric_id. Do not guess IDs.\n\nUSE WHEN user asks:\n- \"show me the full specs for fabric FAB-W007\"\n- \"what's the color fastness / shrinkage / pilling grade on [fabric]\"\n- \"lab-test data for [fabric]\" / \"实测数据\"\n- \"compare declared vs lab-measured weight for FAB-XXX\"\n- \"what's the MOQ / lead time / price for this fabric\"\n- \"tensile strength / tear strength / hand feel / drape / stretch recovery\"\n- \"can you confirm composition % on lab test for FAB-XXX\"\n- \"详细参数 / 完整档案 / AA"
      },
      {
        "name": "search_clusters",
        "description": "Search Chinese apparel industrial clusters and textile markets.\n\nUSE WHEN user asks:\n- \"where is China's [denim / suit / women's wear / underwear] manufacturing concentrated\"\n- \"what is the largest [silk / cashmere / down jacket] industrial cluster in China\"\n- \"industrial cluster comparison Humen vs Shaoxing vs Haining vs Zhili\"\n- \"recommend an industrial cluster for sourcing [product]\"\n- \"where should I set up a sourcing office for [category]\"\n- \"list mega clusters for [category]\"\n- \"fabric markets in Zhejiang / Jiangsu\"\n- \"accessories / trim / zipper / button markets in China\"\n- \"which provi"
      },
      {
        "name": "compare_clusters",
        "description": "Compare multiple Chinese apparel industrial clusters side-by-side on key metrics.\n\nPREREQUISITE: You MUST first call search_clusters to obtain valid cluster_ids. Do not guess IDs.\n\nUSE WHEN user asks:\n- \"compare Humen vs Shishi vs Jinjiang\"\n- \"which cluster has lower labor cost — Humen or Dongguan\"\n- \"side-by-side: Haining vs Xintang for denim\"\n- \"evaluate 3 clusters for my sportswear line\"\n- \"对比 [产业带1] 和 [产业带2]\" / \"哪个集群更适合 [品类]\"\n- \"rank these clusters by supplier count\"\n- \"which cluster has the highest scale for womenswear\"\n- \"follow-up: 'now compare the top 3 clusters you just listed'\"\n\nRetu"
      },
      {
        "name": "detect_discrepancy",
        "description": "[Core feature] Surface supplier specifications that deviate from independent lab measurements.\n\nUSE WHEN user asks:\n- \"which fabrics have lab-test deviations on weight\"\n- \"find suppliers whose stated capacity differs from on-site measurements\"\n- \"compare cotton content lab results across suppliers\"\n- \"which suppliers have the closest match between specs and lab tests\"\n- \"show me suppliers with >20% capacity over-reporting\"\n- \"which factories inflate worker count\"\n- \"audit integrity check on our supplier pool\"\n- \"follow-up: 'are any of these suppliers flagged for discrepancy?'\"\n- \"data integrit"
      },
      {
        "name": "get_supplier_fabrics",
        "description": "List all fabrics a specific supplier can provide, with quoted prices.\n\nUSE WHEN user asks:\n- \"what fabrics does [supplier name] have\" / \"what can this factory source for me\"\n- \"show me the catalog of supplier sup_XXX\"\n- \"what does this manufacturer offer\"\n- \"what fabric options does sup_XXX quote for denim\"\n- \"does [supplier] supply [fabric type]\"\n- \"price list / fabric catalog / offering sheet for sup_XXX\"\n- \"MOQ per fabric at this supplier\"\n- \"follow-up: 'what fabrics can they supply?' after identifying a supplier\"\n- \"[供应商] 能供应哪些面料 / 报价表 / 起订量\"\n\nReturns fabric records linked to the supplier "
      },
      {
        "name": "get_fabric_suppliers",
        "description": "List all suppliers offering a specific fabric, sorted by quality score, with price comparison.\n\nUSE WHEN user asks:\n- \"who supplies fabric fab_XXX\" / \"where can I buy this fabric\"\n- \"compare prices for [fabric] across suppliers\"\n- \"best supplier for [fabric specification]\"\n- \"which factory has the lowest price on FAB-XXX\"\n- \"rank suppliers by quality for this fabric\"\n- \"follow-up: 'who else sells this?'\"\n- \"source comparison for [fabric]\"\n- \"price spread on FAB-XXX\"\n- \"谁家有这块面料 / 哪个厂报价最低 / 面料供应商对比\"\n- \"[面料] 有哪些供应商 / 货源\"\n\nReturns supplier records linked to the fabric with: company name, location,"
      },
      {
        "name": "get_product_categories",
        "description": "List all product categories available in the database with supplier counts.\n\nUSE THIS FIRST when:\n- User doesn't know what to search for\n- User asks \"what do you have\" / \"what can I source\"\n- User needs to explore the database\n- \"what's the most common product category in Guangdong\"\n- \"show me all product types you cover\"\n- \"which categories have the most suppliers\"\n- \"what apparel categories exist in [province]\"\n- \"database catalog / inventory overview / category list\"\n- \"有哪些品类 / 能找什么 / 覆盖哪些产品 / 品类分布\"\n- \"[省份] 主要做什么品类\"\n\nWORKFLOW: Standalone discovery entry point. get_product_categories → searc"
      },
      {
        "name": "get_province_distribution",
        "description": "Show supplier distribution across Chinese provinces.\n\nUSE WHEN:\n- User asks \"where are factories located\" / \"which provinces\"\n- User needs to decide which region to source from\n- \"where's [product] manufacturing concentrated in China\"\n- \"top provinces for [category]\"\n- \"geographic heatmap of suppliers for [product]\"\n- \"is sportswear mostly in Fujian or Zhejiang\"\n- \"which cities lead denim production\"\n- \"follow-up: 'break it down by province'\"\n- \"哪里有工厂 / 供应商分布 / 产业分布 / 地域分布\"\n- \"[品类] 主要在哪几个省 / 哪个省最集中\"\n\nWORKFLOW: Standalone discovery tool. get_province_distribution → search_suppliers (with top pr"
      },
      {
        "name": "recommend_suppliers",
        "description": "Smart supplier recommendation based on sourcing requirements.\n\nUSE WHEN:\n- User describes what they need: \"I need a factory for cotton t-shirts in Guangdong\"\n- User asks for recommendations, not just search results\n- \"who's the best factory for [product]\"\n- \"recommend a top supplier for my [product] line\"\n- \"shortlist 5 suppliers for [product] in [province]\"\n- \"best own-factory (not broker) for [product]\"\n- \"give me the top [product] manufacturer\"\n- \"which factory should I go with for [product]\"\n- \"推荐供应商 / 帮我找合适的工厂 / 最好的 [品类] 厂\"\n- \"帮我排个优先级 / 推荐几家最好的\"\n- \"我想做 [品类]，给我推荐几家工厂\"\n\nWORKFLOW: Entry poin"
      },
      {
        "name": "analyze_market",
        "description": "Market overview and analysis for a product category in China.\n\nUSE WHEN:\n- User asks \"what's the market like for X in China\"\n- User wants market intelligence before sourcing\n- User needs an overview, not specific suppliers\n- \"give me a market landscape for [product]\"\n- \"how many [product] suppliers are there in China\"\n- \"where is [product] concentrated and what are the top clusters\"\n- \"overview of the [product] industry\"\n- \"competitive landscape for sourcing [product]\"\n- \"before I decide, show me the market scale for [product]\"\n- \"市场概况 / 行业分析 / 产业格局 / 市场规模 / 竞争格局\"\n- \"[品类] 在中国的市场情况怎么样\"\n\nWORKFLO"
      },
      {
        "name": "estimate_cost",
        "description": "Estimate sourcing cost for a product based on fabric price, supplier pricing, and order quantity.\n\nUSE WHEN:\n- User asks \"how much would it cost to make 1000 t-shirts\"\n- User needs a rough cost breakdown for budgeting\n- \"ballpark cost to produce [quantity] [product] in China\"\n- \"budget estimate / sourcing cost / cost per piece for [product]\"\n- \"fabric cost + lead time estimate for [product]\"\n- \"how much to make [product] in [province]\"\n- \"rough quote / pricing range\"\n- \"can I make [product] for under $X per piece\"\n- \"多少钱 / 成本估算 / 报价 / 预算 / 做一批 [品类] 要多少钱\"\n- \"[省份] 做 [品类] 的成本大概多少\"\n\nWORKFLOW: esti"
      },
      {
        "name": "check_compliance",
        "description": "Check if a supplier meets compliance requirements for a target export market.\n\nUSE WHEN:\n- User asks \"can this factory export to the US/EU/Japan\"\n- User needs to verify certifications for a specific market\n- \"UFLPA / Xinjiang cotton / REACH / JIS / KC check on sup_XXX\"\n- \"is [supplier] ready for EU CSDDD / Forced Labor Regulation\"\n- \"what's missing for sup_XXX to export to US\"\n- \"gap analysis / compliance dossier for [supplier] → [market]\"\n- \"does [supplier] meet Japan formaldehyde / azo dye rules\"\n- \"follow-up after get_supplier_detail: 'is this one US-ready?'\"\n- \"能不能出口美国 / 欧盟 / 日本 / 韩国\"\n- \"合"
      },
      {
        "name": "assess_supplier_credibility",
        "description": "Assess a supplier's overall data credibility by fusing multiple declared-vs-verified signals into one 0-100 trust score, with cross-signal physical-plausibility checks.\n\nUSE WHEN:\n- User asks \"is this factory's data trustworthy / are they overstating?\"\n- \"credibility / trust score / red flags for sup_XXX\"\n- \"does sup_XXX's declared capacity match its actual workforce?\"\n- \"这家工厂数据可信吗 / 有没有虚报 / 可信度评分 / 产能和用工对得上吗\"\n\nPREREQUISITE: a valid supplier_id from search_suppliers / get_supplier_detail / recommend_suppliers.\nRETURNS: { supplier_id, company_name, trust_score (0-100 or null), confidence (high/"
      },
      {
        "name": "find_alternatives",
        "description": "Find alternative suppliers similar to a given supplier.\n\nUSE WHEN:\n- User says \"this supplier is too expensive / too slow / too far\"\n- User needs backup options for an existing supplier\n- \"give me backup options for sup_XXX\"\n- \"find 5 alternatives to [supplier] in a different province\"\n- \"we need a cheaper / faster / closer / higher-quality alternative to sup_XXX\"\n- \"diversify our supplier pool away from [supplier]\"\n- \"de-risk single-source on sup_XXX\"\n- \"follow-up after get_supplier_detail: 'who else could make this?'\"\n- \"有没有替代 / 找类似的 / 换一家 / 备选供应商 / 分散供应链\"\n- \"[供应商] 太贵了 / 太慢了，换一家\"\n- \"给我几个备用工厂"
      },
      {
        "name": "compare_suppliers",
        "description": "Compare multiple suppliers side by side on all dimensions.\n\nUSE WHEN user asks:\n- \"compare these 3 factories\"\n- \"which supplier is better between X and Y\"\n- \"benchmark sup_001 vs sup_002 vs sup_003\"\n- \"side-by-side: capacity, certifications, quality score\"\n- \"rank these 5 suppliers by [dimension]\"\n- \"evaluate my shortlist\"\n- \"which of [supplier list] has the highest verified capacity\"\n- \"follow-up after recommend_suppliers: 'compare the top 3'\"\n- \"对比 [供应商 A] 和 [供应商 B] / 对比供应商 / 供应商横评\"\n- \"哪家最好 / 横向评估 / 比较这几家\"\n\nPREREQUISITE: You MUST have valid supplier_ids from search_suppliers, recommend_suppl"
      },
      {
        "name": "get_cluster_suppliers",
        "description": "List all suppliers in a specific industrial cluster.\n\nUSE WHEN user asks:\n- \"what factories are in Humen cluster\"\n- \"show me suppliers in Keqiao fabric market\"\n- \"list all womenswear factories in [cluster]\"\n- \"top-quality suppliers in [cluster]\"\n- \"factory directory for [cluster]\"\n- \"page through suppliers in Shengze silk cluster\" (pagination)\n- \"follow-up after search_clusters: 'show me the factories there'\"\n- \"虎门产业带有哪些供应商 / [产业带] 的工厂列表\"\n- \"[集群] 里最好的几家工厂\"\n\nPREREQUISITE: You MUST have a valid cluster_id from search_clusters.\nWORKFLOW: search_clusters → pick cluster_id → get_cluster_suppliers →"
      },
      {
        "name": "get_stats",
        "description": "Get overall database statistics: total counts of suppliers, fabrics, clusters, and links.\n\nUSE WHEN user asks:\n- \"how big is your database\" / \"what's the coverage\" / \"data overview\"\n- \"how many suppliers / fabrics / clusters do you have\"\n- \"database size / scale / freshness\"\n- \"is the data up to date\"\n- \"live counts for MRC data\"\n- \"first-time onboarding: 'what can MRC data do for me'\"\n- \"数据库多大 / 有多少数据 / 覆盖多少供应商\"\n- \"你们的数据规模 / 数据量 / 新鲜度\"\n\nWORKFLOW: Standalone discovery tool — call this first when a user asks about data scale or freshness. Follow with get_product_categories or get_province_distr"
      }
    ],
    "profiled_at": "2026-09-24T20:01:25.189Z"
  },
  "unreachable": false,
  "payment_method": "open"
}