MRC Data — China's Apparel Supply Chain Infrastructure

Install

Works with Claude Code, VS Code, Cursor, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install connector/meacheal-ai-mrc-data

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Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools

20 read · 0 write · 0 deleteRead-only

Secrets

1 (API keys, tokens or passwords)

Install scripts

Nothing to install (hosted)

Runs as

Hosted (remote endpoint)

Tools (20)

As the server listed them on Oct 25, 2026. Descriptions are the server’s own words; hidden characters are shown as [U+…].

• analyze_marketAnalyze Marketread-only

  Market overview and analysis for a product category in China. USE WHEN: - User asks "what's the market like for X in China" - User wants market intelligence before sourcing - User needs an overview, not specific suppliers - "give me a market landscape for [product]" - "how many [product] suppliers are there in China" - "where is [product] concentrated and what are the top clusters" - "overview of the [product] industry" - "competitive landscape for sourcing [product]" - "before I decide, show me the market scale for [product]" - "市场概况 / 行业分析 / 产业格局 / 市场规模 / 竞争格局" - "[品类] 在中国的市场情况怎么样" WORKFLO…

• assess_supplier_credibilityAssess Supplier Credibilityread-only

  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. USE WHEN: - User asks "is this factory's data trustworthy / are they overstating?" - "credibility / trust score / red flags for sup_XXX" - "does sup_XXX's declared capacity match its actual workforce?" - "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" PREREQUISITE: a valid supplier_id from search_suppliers / get_supplier_detail / recommend_suppliers. RETURNS: { supplier_id, company_name, trust_score (0-100 or null), confidence (high/…

• check_complianceCheck Export Complianceread-only

  Check if a supplier meets compliance requirements for a target export market. USE WHEN: - User asks "can this factory export to the US/EU/Japan" - User needs to verify certifications for a specific market - "UFLPA / Xinjiang cotton / REACH / JIS / KC check on sup_XXX" - "is [supplier] ready for EU CSDDD / Forced Labor Regulation" - "what's missing for sup_XXX to export to US" - "gap analysis / compliance dossier for [supplier] → [market]" - "does [supplier] meet Japan formaldehyde / azo dye rules" - "follow-up after get_supplier_detail: 'is this one US-ready?'" - "能不能出口美国 / 欧盟 / 日本 / 韩国" - "合…

• compare_clustersCompare Industrial Clustersread-only

  Compare multiple Chinese apparel industrial clusters side-by-side on key metrics. PREREQUISITE: You MUST first call search_clusters to obtain valid cluster_ids. Do not guess IDs. USE WHEN user asks: - "compare Humen vs Shishi vs Jinjiang" - "which cluster has lower labor cost — Humen or Dongguan" - "side-by-side: Haining vs Xintang for denim" - "evaluate 3 clusters for my sportswear line" - "对比 [产业带1] 和 [产业带2]" / "哪个集群更适合 [品类]" - "rank these clusters by supplier count" - "which cluster has the highest scale for womenswear" - "follow-up: 'now compare the top 3 clusters you just listed'" Retu…

• compare_suppliersCompare Suppliersread-only

  Compare multiple suppliers side by side on all dimensions. USE WHEN user asks: - "compare these 3 factories" - "which supplier is better between X and Y" - "benchmark sup_001 vs sup_002 vs sup_003" - "side-by-side: capacity, certifications, quality score" - "rank these 5 suppliers by [dimension]" - "evaluate my shortlist" - "which of [supplier list] has the highest verified capacity" - "follow-up after recommend_suppliers: 'compare the top 3'" - "对比 [供应商 A] 和 [供应商 B] / 对比供应商 / 供应商横评" - "哪家最好 / 横向评估 / 比较这几家" PREREQUISITE: You MUST have valid supplier_ids from search_suppliers, recommend_suppl…

• detect_discrepancyDetect Spec Discrepanciesread-only

  [Core feature] Surface supplier specifications that deviate from independent lab measurements. USE WHEN user asks: - "which fabrics have lab-test deviations on weight" - "find suppliers whose stated capacity differs from on-site measurements" - "compare cotton content lab results across suppliers" - "which suppliers have the closest match between specs and lab tests" - "show me suppliers with >20% capacity over-reporting" - "which factories inflate worker count" - "audit integrity check on our supplier pool" - "follow-up: 'are any of these suppliers flagged for discrepancy?'" - "data integrit…

• estimate_costEstimate Sourcing Costread-only

  Estimate sourcing cost for a product based on fabric price, supplier pricing, and order quantity. USE WHEN: - User asks "how much would it cost to make 1000 t-shirts" - User needs a rough cost breakdown for budgeting - "ballpark cost to produce [quantity] [product] in China" - "budget estimate / sourcing cost / cost per piece for [product]" - "fabric cost + lead time estimate for [product]" - "how much to make [product] in [province]" - "rough quote / pricing range" - "can I make [product] for under $X per piece" - "多少钱 / 成本估算 / 报价 / 预算 / 做一批 [品类] 要多少钱" - "[省份] 做 [品类] 的成本大概多少" WORKFLOW: esti…

• find_alternativesFind Alternative Suppliersread-only

  Find alternative suppliers similar to a given supplier. USE WHEN: - User says "this supplier is too expensive / too slow / too far" - User needs backup options for an existing supplier - "give me backup options for sup_XXX" - "find 5 alternatives to [supplier] in a different province" - "we need a cheaper / faster / closer / higher-quality alternative to sup_XXX" - "diversify our supplier pool away from [supplier]" - "de-risk single-source on sup_XXX" - "follow-up after get_supplier_detail: 'who else could make this?'" - "有没有替代 / 找类似的 / 换一家 / 备选供应商 / 分散供应链" - "[供应商] 太贵了 / 太慢了，换一家" - "给我几个备用工厂…

• get_cluster_suppliersGet Cluster's Suppliersread-only

  List all suppliers in a specific industrial cluster. USE WHEN user asks: - "what factories are in Humen cluster" - "show me suppliers in Keqiao fabric market" - "list all womenswear factories in [cluster]" - "top-quality suppliers in [cluster]" - "factory directory for [cluster]" - "page through suppliers in Shengze silk cluster" (pagination) - "follow-up after search_clusters: 'show me the factories there'" - "虎门产业带有哪些供应商 / [产业带] 的工厂列表" - "[集群] 里最好的几家工厂" PREREQUISITE: You MUST have a valid cluster_id from search_clusters. WORKFLOW: search_clusters → pick cluster_id → get_cluster_suppliers →…

• get_fabric_detailGet Fabric Detailread-only

  Get the complete lab-tested record of a single fabric by ID. PREREQUISITE: You MUST first call search_fabrics to obtain a valid fabric_id. Do not guess IDs. USE WHEN user asks: - "show me the full specs for fabric FAB-W007" - "what's the color fastness / shrinkage / pilling grade on [fabric]" - "lab-test data for [fabric]" / "实测数据" - "compare declared vs lab-measured weight for FAB-XXX" - "what's the MOQ / lead time / price for this fabric" - "tensile strength / tear strength / hand feel / drape / stretch recovery" - "can you confirm composition % on lab test for FAB-XXX" - "详细参数 / 完整档案 / AA…

• get_fabric_suppliersGet Fabric's Suppliersread-only

  List all suppliers offering a specific fabric, sorted by quality score, with price comparison. USE WHEN user asks: - "who supplies fabric fab_XXX" / "where can I buy this fabric" - "compare prices for [fabric] across suppliers" - "best supplier for [fabric specification]" - "which factory has the lowest price on FAB-XXX" - "rank suppliers by quality for this fabric" - "follow-up: 'who else sells this?'" - "source comparison for [fabric]" - "price spread on FAB-XXX" - "谁家有这块面料 / 哪个厂报价最低 / 面料供应商对比" - "[面料] 有哪些供应商 / 货源" Returns supplier records linked to the fabric with: company name, location,…

• get_product_categoriesList Product Categoriesread-only

  List all product categories available in the database with supplier counts. USE THIS FIRST when: - User doesn't know what to search for - User asks "what do you have" / "what can I source" - User needs to explore the database - "what's the most common product category in Guangdong" - "show me all product types you cover" - "which categories have the most suppliers" - "what apparel categories exist in [province]" - "database catalog / inventory overview / category list" - "有哪些品类 / 能找什么 / 覆盖哪些产品 / 品类分布" - "[省份] 主要做什么品类" WORKFLOW: Standalone discovery entry point. get_product_categories → searc…

• get_province_distributionProvince Distributionread-only

  Show supplier distribution across Chinese provinces. USE WHEN: - User asks "where are factories located" / "which provinces" - User needs to decide which region to source from - "where's [product] manufacturing concentrated in China" - "top provinces for [category]" - "geographic heatmap of suppliers for [product]" - "is sportswear mostly in Fujian or Zhejiang" - "which cities lead denim production" - "follow-up: 'break it down by province'" - "哪里有工厂 / 供应商分布 / 产业分布 / 地域分布" - "[品类] 主要在哪几个省 / 哪个省最集中" WORKFLOW: Standalone discovery tool. get_province_distribution → search_suppliers (with top pr…

• get_statsGet Database Statsread-only

  Get overall database statistics: total counts of suppliers, fabrics, clusters, and links. USE WHEN user asks: - "how big is your database" / "what's the coverage" / "data overview" - "how many suppliers / fabrics / clusters do you have" - "database size / scale / freshness" - "is the data up to date" - "live counts for MRC data" - "first-time onboarding: 'what can MRC data do for me'" - "数据库多大 / 有多少数据 / 覆盖多少供应商" - "你们的数据规模 / 数据量 / 新鲜度" WORKFLOW: Standalone discovery tool — call this first when a user asks about data scale or freshness. Follow with get_product_categories or get_province_distr…

• get_supplier_detailGet Supplier Detailread-only

  Get the complete profile of a single Chinese apparel supplier by ID. PREREQUISITE: You MUST first call search_suppliers or recommend_suppliers to obtain a valid supplier_id. Do not guess IDs. USE WHEN user asks: - "tell me more about [supplier]" / "show full details for sup_XXX" - "what certifications does this factory hold" - "what's their monthly capacity / worker count / equipment list" - "can [supplier] export to US / EU / Japan / Korea" - "give me the full profile / dossier / fact sheet for [supplier]" - "how verified is this supplier's data" (returns coverage_pct + 8 dimensions) - "wha…

Signals

Last release

Apr 7, 2026 (6 months ago)

Details

Registry name

ai.meacheal/mrc-data

Version

2.2.2

Auth

Bearer token

License

License unknown

Website

api.meacheal.ai

First seen

Oct 24, 2026

Last checked

Oct 24, 2026

Source

Official MCP Registry