{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_7c5rfrsk7qg8","handle":"forthcast-inventory","url":"https://wellknown.network/agents/forthcast-inventory","links":{"self":"https://wellknown.network/agents/forthcast-inventory/record.json","html":"https://wellknown.network/agents/forthcast-inventory","markdown":"https://wellknown.network/agents/forthcast-inventory/record.md","api":"https://wellknown.network/api/v1/agents/forthcast-inventory","status":"https://wellknown.network/api/v1/agents/forthcast-inventory/status","claim":"https://wellknown.network/agents/forthcast-inventory/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/forthcast-inventory/claim.json","badge":"https://wellknown.network/agents/forthcast-inventory/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/forthcast-inventory/history","tools":"https://wellknown.network/api/v1/agents/forthcast-inventory/tools"},"ard":{"identifier":"urn:air:app.forthcast.io:server:forthcast-inventory","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"Forthcast Inventory","summary":"Demand forecasts, reorder points, order quantities and inventory health for Shopify stores.","description":"Demand forecasts, reorder points, order quantities and inventory health for Shopify stores.","publisher":{"name":"io.forthcast","url":null},"homepage":"https://forthcast.io","repository":null,"version":"1.0.0","license":null,"protocols":["mcp"],"tags":[],"pricing":null,"endpoints":[{"url":"https://app.forthcast.io/mcp","type":"mcp_streamable_http","auth":null,"probeable":true}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-11-02T10:48:43.106927Z","publishedAt":"2026-11-02T10:48:43.106927Z","registryName":"io.forthcast/inventory"},"attribution":{"kind":"mcp_registry","name":"mcp_registry","summary":"mcp_registry","version":"mcp_registry","description":"mcp_registry","homepageUrl":"mcp_registry","publisherName":"mcp_registry"}},"derived":{"capabilities":[{"slug":"commerce.ecommerce","name":"E-commerce Operations","confidence":1,"provenance":"derived"},{"slug":"data.weather","name":"Weather","confidence":0.938,"provenance":"derived"},{"slug":"knowledge.reasoning","name":"Reasoning & Planning","confidence":0.525,"provenance":"derived"},{"slug":"content.writing","name":"Writing & Editing","confidence":0.51,"provenance":"derived"}],"categories":["commerce","content","data","knowledge"],"language":"en"},"observed":{"status":"live","statusReason":"Responded 9h ago.","lastOkAt":"2026-11-08T03:24:12.856Z","lastProbedAt":"2026-11-08T03:24:12.856Z","statusComputedAt":"2026-11-08T03:27:18.327Z","reliability30d":{"probes":8,"successRate":1,"p50Ms":387,"basis":"service","measures":{"availability":"availability","latency":"response time","tools":"tool surface observed","summary":"Checks reached the service itself."},"checks":{"total":8,"ok":8,"authBoundaryOk":0,"serviceOk":8,"note":"Counted from the observation rows for the window, checks of the server only (HTTP, A2A card, MCP initialize). ok = authBoundaryOk + serviceOk. `probes` is the sum of daily rollups and includes registry checks, so it can differ from `total`."}},"latestObservations":[{"at":"2026-11-08T03:24:12.856Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":641,"error":null,"detail":{"tools":[{"name":"get_inventory_overview","description":"Use this when the merchant asks for a broad inventory health check, an executive summary, their urgent/excess/no-demand counts, inventory valuation, or current "},{"name":"get_reorder_recommendations","description":"Use this when the merchant asks what to reorder, how much to buy, or which critical/warning items need action. 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Takes 3 to 365 monthly, weekly or daily totals "},{"name":"score_inventory_health","description":"Use this when someone shares a list or CSV of products with stock and sales rates and asks which need reordering, which are overstocked, or how healthy the inve"},{"name":"explain_inventory_metric","description":"Use this when someone asks what an inventory planning term means or how Forthcast calculates it: safety stock, reorder point, days of cover, urgency bands, serv"}],"toolCount":11,"toolsHash":"4afa3d4bfb73feb984f89ab02fbfd756e4488364138ede0a41ca0d09892df15d","serverName":"forthcast-inventory","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"1.1.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-07T01:25:32.252Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":352,"error":null,"detail":{"tools":[{"name":"get_inventory_overview","description":"Use this when the merchant asks for a broad inventory health check, an executive summary, their urgent/excess/no-demand counts, inventory valuation, or current "},{"name":"get_reorder_recommendations","description":"Use this when the merchant asks what to reorder, how much to buy, or which critical/warning items need action. 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Takes 3 to 365 monthly, weekly or daily totals "},{"name":"score_inventory_health","description":"Use this when someone shares a list or CSV of products with stock and sales rates and asks which need reordering, which are overstocked, or how healthy the inve"},{"name":"explain_inventory_metric","description":"Use this when someone asks what an inventory planning term means or how Forthcast calculates it: safety stock, reorder point, days of cover, urgency bands, serv"}],"toolCount":11,"toolsHash":"4afa3d4bfb73feb984f89ab02fbfd756e4488364138ede0a41ca0d09892df15d","serverName":"forthcast-inventory","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"1.1.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-06T07:30:06.542Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":122,"error":null,"detail":{"tools":[{"name":"get_inventory_overview","description":"Use this when the merchant asks for a broad inventory health check, an executive summary, their urgent/excess/no-demand counts, inventory valuation, or current "},{"name":"get_reorder_recommendations","description":"Use this when the merchant asks what to reorder, how much to buy, or which critical/warning items need action. 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Takes 3 to 365 monthly, weekly or daily totals "},{"name":"score_inventory_health","description":"Use this when someone shares a list or CSV of products with stock and sales rates and asks which need reordering, which are overstocked, or how healthy the inve"},{"name":"explain_inventory_metric","description":"Use this when someone asks what an inventory planning term means or how Forthcast calculates it: safety stock, reorder point, days of cover, urgency bands, serv"}],"toolCount":11,"toolsHash":"4afa3d4bfb73feb984f89ab02fbfd756e4488364138ede0a41ca0d09892df15d","serverName":"forthcast-inventory","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"1.1.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-05T23:29:15.559Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":399,"error":null,"detail":{"tools":[{"name":"get_inventory_overview","description":"Use this when the merchant asks for a broad inventory health check, an executive summary, their urgent/excess/no-demand counts, inventory valuation, or current "},{"name":"get_reorder_recommendations","description":"Use this when the merchant asks what to reorder, how much to buy, or which critical/warning items need action. Quantities reuse Forthcast's live lead-time, MOQ,"},{"name":"find_inventory_items","description":"Use this when the merchant wants a bounded list of their items filtered by urgency, assigned supplier, or Shopify vendor, such as all excess items or a supplier"},{"name":"get_inventory_item","description":"Use this when the merchant names an exact SKU and needs its live stock, forecast demand, days of supply, reorder point, suggested quantity, supplier, or open-PO"},{"name":"list_purchase_orders","description":"Use this when the merchant asks what is ordered, drafted, open, partially received, received, cancelled, overdue, expected, or associated with a named supplier."},{"name":"get_supplier_performance","description":"Use this when the merchant asks how suppliers are performing or wants rolling 24-month on-time rate, fill rate, actual versus promised lead time, spend, or invo"},{"name":"calculate_reorder_point","description":"Use this when someone asks how much safety stock to hold or at what stock level to reorder a product. Give a daily demand history (best) or an average daily dem"},{"name":"calculate_order_quantity","description":"Use this when someone asks how many units to order, given demand, lead time, stock on hand and on order, and supplier rules such as MOQ, case pack or a minimum "},{"name":"forecast_demand_series","description":"Use this when someone pastes past sales numbers and asks what to expect next month, next quarter or next season. Takes 3 to 365 monthly, weekly or daily totals "},{"name":"score_inventory_health","description":"Use this when someone shares a list or CSV of products with stock and sales rates and asks which need reordering, which are overstocked, or how healthy the inve"},{"name":"explain_inventory_metric","description":"Use this when someone asks what an inventory planning term means or how Forthcast calculates it: safety stock, reorder point, days of cover, urgency bands, serv"}],"toolCount":11,"toolsHash":"4afa3d4bfb73feb984f89ab02fbfd756e4488364138ede0a41ca0d09892df15d","serverName":"forthcast-inventory","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"1.1.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-05T15:25:28.376Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":481,"error":null,"detail":{"tools":[{"name":"get_inventory_overview","description":"Use this when the merchant asks for a broad inventory health check, an executive summary, their urgent/excess/no-demand counts, inventory valuation, or current "},{"name":"get_reorder_recommendations","description":"Use this when the merchant asks what to reorder, how much to buy, or which critical/warning items need action. Quantities reuse Forthcast's live lead-time, MOQ,"},{"name":"find_inventory_items","description":"Use this when the merchant wants a bounded list of their items filtered by urgency, assigned supplier, or Shopify vendor, such as all excess items or a supplier"},{"name":"get_inventory_item","description":"Use this when the merchant names an exact SKU and needs its live stock, forecast demand, days of supply, reorder point, suggested quantity, supplier, or open-PO"},{"name":"list_purchase_orders","description":"Use this when the merchant asks what is ordered, drafted, open, partially received, received, cancelled, overdue, expected, or associated with a named supplier."},{"name":"get_supplier_performance","description":"Use this when the merchant asks how suppliers are performing or wants rolling 24-month on-time rate, fill rate, actual versus promised lead time, spend, or invo"},{"name":"calculate_reorder_point","description":"Use this when someone asks how much safety stock to hold or at what stock level to reorder a product. Give a daily demand history (best) or an average daily dem"},{"name":"calculate_order_quantity","description":"Use this when someone asks how many units to order, given demand, lead time, stock on hand and on order, and supplier rules such as MOQ, case pack or a minimum "},{"name":"forecast_demand_series","description":"Use this when someone pastes past sales numbers and asks what to expect next month, next quarter or next season. Takes 3 to 365 monthly, weekly or daily totals "},{"name":"score_inventory_health","description":"Use this when someone shares a list or CSV of products with stock and sales rates and asks which need reordering, which are overstocked, or how healthy the inve"},{"name":"explain_inventory_metric","description":"Use this when someone asks what an inventory planning term means or how Forthcast calculates it: safety stock, reorder point, days of cover, urgency bands, serv"}],"toolCount":11,"toolsHash":"4afa3d4bfb73feb984f89ab02fbfd756e4488364138ede0a41ca0d09892df15d","serverName":"forthcast-inventory","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"1.1.0","protocolVersion":"2025-06-18"}}],"tools":[{"name":"get_inventory_overview","description":"Use this when the merchant asks for a broad inventory health check, an executive summary, their urgent/excess/no-demand counts, inventory valuation, or current "},{"name":"get_reorder_recommendations","description":"Use this when the merchant asks what to reorder, how much to buy, or which critical/warning items need action. Quantities reuse Forthcast's live lead-time, MOQ,"},{"name":"find_inventory_items","description":"Use this when the merchant wants a bounded list of their items filtered by urgency, assigned supplier, or Shopify vendor, such as all excess items or a supplier"},{"name":"get_inventory_item","description":"Use this when the merchant names an exact SKU and needs its live stock, forecast demand, days of supply, reorder point, suggested quantity, supplier, or open-PO"},{"name":"list_purchase_orders","description":"Use this when the merchant asks what is ordered, drafted, open, partially received, received, cancelled, overdue, expected, or associated with a named supplier."},{"name":"get_supplier_performance","description":"Use this when the merchant asks how suppliers are performing or wants rolling 24-month on-time rate, fill rate, actual versus promised lead time, spend, or invo"},{"name":"calculate_reorder_point","description":"Use this when someone asks how much safety stock to hold or at what stock level to reorder a product. Give a daily demand history (best) or an average daily dem"},{"name":"calculate_order_quantity","description":"Use this when someone asks how many units to order, given demand, lead time, stock on hand and on order, and supplier rules such as MOQ, case pack or a minimum "},{"name":"forecast_demand_series","description":"Use this when someone pastes past sales numbers and asks what to expect next month, next quarter or next season. 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