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127,264 tools. Last updated 2026-05-05 12:34

"A database management system for handling and organizing data" matching MCP tools:

  • Validate any European VAT number in real-time against the official EU VIES system. Use when a user asks 'is this VAT number valid?', 'verify this company's tax ID', 'check if this EU company is registered', or needs VAT validation for invoicing, compliance, or KYC. Real-time query to the European Commission's VIES database — the same system used by tax authorities across all 27 EU member states. Returns: valid/invalid status, official registered company name, and registered address as recorded by the national tax authority. This is the definitive answer — not an estimate or cache. Note on disclosure: Spain (AEAT), Germany, and a few other EU member states do NOT disclose company name/address via VIES for privacy reasons. In those cases `status=valid` confirms the VAT is registered, but `name` and `address` return `disclosure_restricted` with a pointer to the authoritative registry (BORME for Spain).
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  • 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_distribution for deeper segment coverage, or with search_suppliers/search_fabrics/search_clusters to drill in. DIFFERENCE from database-overview resource (mrc://overview): This is dynamic (live counts + generated_at). The resource is static (geographic scope, top provinces, data standards). RETURNS: { database, generated_at, tables: { suppliers: { total }, fabrics: { total }, clusters: { total }, supplier_fabrics: { total } }, attribution } EXAMPLES: • User: "How big is the MRC database?" → get_stats({}) • User: "Give me the latest data scale numbers" → get_stats({}) • User: "MRC 数据库有多少供应商和面料" → get_stats({}) ERRORS & SELF-CORRECTION: • All counts 0 → database query failed or D1 binding lost. Retry once after 5 seconds. If still 0, surface a transport error to user. • Rate limit 429 → wait 60 seconds; do not retry immediately. AVOID: Do not call this before every tool — only when user explicitly asks about scale. Do not call to get per-category counts — use get_product_categories. Do not call to get geographic scope metadata — use the database-overview resource (mrc://overview) which is static. NOTE: Only reports verified + partially_verified records. Unverified reserve data is excluded from counts. Source: MRC Data (meacheal.ai). 中文:获取数据库整体统计(供应商总数、面料总数、产业带总数、关联记录数)。动态快照,含生成时间戳。
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  • Returns the list of supported measurement devices (CMMs, scanners), file formats, and system requirements for DezignWorks. Use to check hardware compatibility before recommending the product.
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  • Get complete hierarchy of catalogs, databases, and tables. ⚠️ WORKFLOW: Use this for a quick overview of all managed catalogs. For external catalogs, use list_catalogs_tool instead. 📋 PREREQUISITES: - Call search_documentation_tool first to understand what data you need 📋 NEXT STEPS after this tool: 1. Use describe_table_tool to get schemas of tables you want to query 2. Use list_catalogs_tool to discover external catalogs not shown here This tool provides a comprehensive view of all available assets in the Wherobots system, including their hierarchical relationships. It can be used to retrieve information about all catalogs, list all databases within those catalogs, and enumerate all tables within each database. *** IMPORTANT LIMITATION: - This tool is being DEPRECATED, but is the only way to get a full hierarchy in one call. - This tool ONLY shows catalogs managed within Wherobots. - External catalogs (e.g., on Databricks, other cloud platforms) are NOT visible in this hierarchy. - If the user mentions specific catalog names that don't appear in the results, they may be external catalogs that need to be accessed differently. - ALWAYS call list_catalogs_tool before or after calling this tool. *** Parameters ---------- ctx : Context FastMCP context (injected automatically) Returns ------- HierarchyListOutput A structured object containing the hierarchy of catalogs, databases, and tables. - 'hierarchy': A dictionary representing the hierarchical structure, where keys are catalog names. Each catalog entry contains a dictionary of its databases. Each database entry includes a list of its tables. Each table entry contains its name. - 'summary': A dictionary providing counts of total catalogs, databases, and tables. Example Usage for LLM: - When user asks for a general overview of data, or specific items across multiple catalogs/databases. - Example User Queries and corresponding Tool Calls: - User: "List all tables in the 'default' database of the 'wherobots' catalog AND in the 'overture_maps_foundation' database of 'wherobots_open_data'." - Tool Call: list_hierarchy() - User: "Show me all databases in 'wherobots' and 'wherobots_open_data' catalogs." - Tool Call: list_hierarchy() - User: "What data is available?" - Tool Call: list_hierarchy()
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  • Step 3 — List metrics and their dimensions for a data source. (In the Indicate system a metric is called a 'data cube'.) Each metric includes its dimensions; every dimension has a 'scope' that is either 'perspective' or 'group'. → Pass the metric 'id' as 'metric_id' to query_metric. → Pass dimension IDs with scope='perspective' as 'perspective_dimension_id' and scope='group' as 'group_dimension_id' to query_metric.
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  • List all shipping lines in the ShippingRates database with per-country record counts. Use this to discover which carriers and countries have data before querying specific tools. Returns each carrier's name, slug, SCAC code, and a breakdown of available D&D tariff and local charge records per country. FREE — no payment required. Returns: Array of { line, slug, scac, countries: [{ code, name, dd_records, lc_records }] } Related tools: Use shippingrates_stats for aggregate totals, shippingrates_search for keyword-based discovery.
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Matching MCP Servers

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    Enables AI applications to access and contextualize organizational knowledge sources including GitHub repositories and internal documentation through standardized MCP protocol integration. Features OAuth 2.1 authentication, vector-based semantic search, and optimized context chunking for enterprise development workflows.
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  • Calculate the recommended inverter size for running AC loads from a DC battery system. Accounts for continuous power, startup surge power (motors typically surge 2-3x), and includes a 25% headroom for the continuous rating. Returns the recommended inverter wattage and the DC current draw at system voltage.
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  • Get current statistics for the ShippingRates shipping intelligence database. Use this as a starting point to understand what data is available before calling other tools. Returns record counts for D&D tariffs, local charges, transit schedules, freight rates, surcharges, ports, shipping lines, countries, and the last data refresh timestamp. FREE — no payment required. Returns: { tariff_records, ports, transit_schedules, freight_rates, local_charges, shipping_lines, countries, last_scrape (ISO datetime) } Related tools: Use shippingrates_lines for per-carrier breakdowns, shippingrates_search for keyword discovery.
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  • Execute a SQL query on a site's database. Supports SELECT, INSERT, UPDATE, DELETE, and DDL statements. Results are limited to 1000 rows for SELECT queries. Requires: API key with write scope. Args: slug: Site identifier database: Database name query: SQL query string Returns: {"columns": ["id", "title"], "rows": [[1, "Hello"], ...], "affected_rows": 0, "query_time_ms": 12}
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  • Step 2 — List data sources available within a tenant. (In the Indicate system a data source is called a 'data product'.) Examples: Google Analytics, Facebook Ads, vioma, Booking.com. Returns each data source's 'id', 'displayName', and 'semantic_context_id'. → Pass the chosen 'id' as 'data_source_id' and 'semantic_context_id' to list_metrics.
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  • Get current statistics for the ShippingRates shipping intelligence database. Use this as a starting point to understand what data is available before calling other tools. Returns record counts for D&D tariffs, local charges, transit schedules, freight rates, surcharges, ports, shipping lines, countries, and the last data refresh timestamp. FREE — no payment required. Returns: { tariff_records, ports, transit_schedules, freight_rates, local_charges, shipping_lines, countries, last_scrape (ISO datetime) } Related tools: Use shippingrates_lines for per-carrier breakdowns, shippingrates_search for keyword discovery.
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  • Get the seat map for a flight from our database. Shows all seats, cabin classes, characteristics, and availability as both text and an interactive visual seatmap. The interactive app lets users click seats for details, filter by cabin, and find best seats. This returns cached data — for fresh/updated data, use search_flight with your API key.
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  • List all shipping lines in the ShippingRates database with per-country record counts. Use this to discover which carriers and countries have data before querying specific tools. Returns each carrier's name, slug, SCAC code, and a breakdown of available D&D tariff and local charge records per country. FREE — no payment required. Returns: Array of { line, slug, scac, countries: [{ code, name, dd_records, lc_records }] } Related tools: Use shippingrates_stats for aggregate totals, shippingrates_search for keyword-based discovery.
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  • Get Container Freight Station (CFS) handling tariffs — charges for LCL (Less than Container Load) cargo consolidation and deconsolidation at port warehouses. Use this for LCL shipments to estimate warehouse handling costs. Returns per-unit handling rates, minimum charges, and storage fees at the specified port. Not relevant for FCL (Full Container Load) shipments. PAID: $0.05/call via x402 (USDC on Base or Solana). Without payment, returns 402 with payment instructions. Returns: Array of { facility, service_type, cargo_type, rate_per_unit, unit, minimum_charge, currency }.
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  • Get the name, organization, country, and description for an Autonomous System number. Lightweight version of as_whois.
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  • Get fatal crash statistics from the NHTSA Fatality Analysis Reporting System (FARS). Returns fatal motor vehicle crash data for a state, including total fatalities, fatalities by person type (drivers, passengers, pedestrians), and alcohol-involved crashes. Args: state: Two-digit state FIPS code (e.g. '06' for California, '48' for Texas) or two-letter state abbreviation (e.g. 'CA', 'TX'). year: Year for statistics (e.g. 2022). Defaults to the most recent available year.
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  • Get current statistics for the ShippingRates shipping intelligence database. Use this as a starting point to understand what data is available before calling other tools. Returns record counts for D&D tariffs, local charges, transit schedules, freight rates, surcharges, ports, shipping lines, countries, and the last data refresh timestamp. FREE — no payment required. Returns: { tariff_records, ports, transit_schedules, freight_rates, local_charges, shipping_lines, countries, last_scrape (ISO datetime) } Related tools: Use shippingrates_lines for per-carrier breakdowns, shippingrates_search for keyword discovery.
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  • Creates a new design system for a project. Use this tool when the user wants to set or update the overall visual theme, style, or branding of the application. This includes configuring: - Color Palette: Presets, custom primary colors, and saturation levels. - Typography: Font families (e.g., Inter, Roboto, etc.). - Shape: Corner roundness for UI elements. - Appearance: Light and dark mode background colors. - Design MD: Free-form design instructions in markdown. This tool establishes the foundational design tokens that apply across all screens in the project. **Instructions for Tool Call:** * Call `update_design_system` tool immediately after this tool to apply the design system to the project, and display the design system in the UI.
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  • Validates a Brazilian PIX key format. PIX is Brazil's instant payment system. Use this tool when processing Brazilian payments, validating payment forms, or any fintech application handling Brazilian transfers. Supports all PIX key types: CPF (11 digits), CNPJ (14 digits), email, Brazilian phone number (+55 format), and EVP (random key UUID format). Returns whether the key is valid and the detected key type.
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  • Use this tool to split long text into smaller, overlapping chunks suitable for embedding, vector storage, or RAG pipelines. Triggers: 'chunk this document for RAG', 'split this into embeddings', 'break this into segments', 'prepare this text for a vector database'. Returns an array of chunks with index, text, character count, and estimated token count. Essential before embedding or storing text in a vector database.
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