{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_xdsxxpp76wap","handle":"business-frameworks","url":"https://wellknown.network/agents/business-frameworks","links":{"self":"https://wellknown.network/agents/business-frameworks/record.json","html":"https://wellknown.network/agents/business-frameworks","markdown":"https://wellknown.network/agents/business-frameworks/record.md","api":"https://wellknown.network/api/v1/agents/business-frameworks","status":"https://wellknown.network/api/v1/agents/business-frameworks/status","claim":"https://wellknown.network/agents/business-frameworks/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/business-frameworks/claim.json","badge":"https://wellknown.network/agents/business-frameworks/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/business-frameworks/history","tools":"https://wellknown.network/api/v1/agents/business-frameworks/tools"},"ard":{"identifier":"urn:air:business-frameworks.matryoshka-paradigms.workers.dev:server:business-frameworks","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"Business Frameworks","summary":"Operating judgement for businesses under $50M revenue. Free top layer; nodes and bundles over x402.","description":"Operating judgement for businesses under $50M revenue. Free top layer; nodes and bundles over x402.","publisher":{"name":"matryoshka-paradigms","url":null},"homepage":"https://huggingface.co/datasets/Matryoshka-Paradigms/business-frameworks","repository":"https://github.com/matryoshka-paradigms/business-frameworks","version":"2026.10.10","license":null,"protocols":["mcp"],"tags":[],"pricing":null,"endpoints":[{"url":"https://business-frameworks.matryoshka-paradigms.workers.dev/mcp","type":"mcp_streamable_http","auth":null,"probeable":true}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-10-12T16:08:01.926544Z","publishedAt":"2026-10-12T16:08:01.926544Z","registryName":"io.github.matryoshka-paradigms/business-frameworks"},"attribution":{"kind":"mcp_registry","name":"mcp_registry","repoUrl":"mcp_registry","summary":"mcp_registry","version":"mcp_registry","description":"mcp_registry","homepageUrl":"mcp_registry","publisherName":"mcp_registry"}},"derived":{"capabilities":[{"slug":"research.academic","name":"Academic Research","confidence":0.54,"provenance":"derived"}],"categories":["research"],"language":"en"},"observed":{"status":"live","statusReason":"Responded 2h ago.","lastOkAt":"2026-10-21T03:25:29.581Z","lastProbedAt":"2026-10-21T03:25:29.581Z","statusComputedAt":"2026-10-21T03:28:11.267Z","reliability30d":{"probes":29,"successRate":1,"p50Ms":152,"basis":"service","measures":{"availability":"availability","latency":"response time","tools":"tool surface observed","summary":"Checks reached the service itself."},"checks":{"total":29,"ok":29,"authBoundaryOk":0,"serviceOk":29,"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":"2026-10-21T03:25:29.581Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":185,"error":null,"detail":{"tools":[{"name":"bf_catalogue","description":"Lists every Business Frameworks node: handle, title, layer, token count, price, whether it is free, and whether its decision rule can be run on numbers. Busines"},{"name":"bf_read_node","description":"Returns one node's text with its public citations, child handles, related handles and a cite-as line; `variant` chooses full (the default: lede, conditions, rea"},{"name":"bf_decision_schema","description":"Returns the input schema, an example input and the price for one of the applied decisions (reinvest or distribute, build or run for cash, cash cycle, runway, ow"},{"name":"bf_apply_decision","description":"Runs one decision node's rule on the numbers you send and returns the computed figures, a verdict, the actions in order, the check to keep and the node text wit"},{"name":"bf_resolve","description":"Quotes the minimal set of nodes that answers a broad task — a decision bundle, a market (chain) bundle or a cross bundle — with its price, the sum of its nodes'"},{"name":"bf_read_bundle","description":"Returns the nodes of one bundle in order — the central node full, the supporting nodes terse — with citations and a cite-as line per node, on one settlement at "}],"toolCount":6,"toolsHash":"6d586e6625527caa2a97e614475856f37e4770282cc2be47c600219aa3e2ff47","serverName":"business-frameworks","capabilities":["tools"],"serverVersion":"2026.10.13","protocolVersion":"2025-06-18"}},{"at":"2026-10-20T20:26:04.319Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":153,"error":null,"detail":{"tools":[{"name":"bf_catalogue","description":"Lists every Business Frameworks node: handle, title, layer, token count, price, whether it is free, and whether its decision rule can be run on numbers. Busines"},{"name":"bf_read_node","description":"Returns one node's text with its public citations, child handles, related handles and a cite-as line; `variant` chooses full (the default: lede, conditions, rea"},{"name":"bf_decision_schema","description":"Returns the input schema, an example input and the price for one of the applied decisions (reinvest or distribute, build or run for cash, cash cycle, runway, ow"},{"name":"bf_apply_decision","description":"Runs one decision node's rule on the numbers you send and returns the computed figures, a verdict, the actions in order, the check to keep and the node text wit"},{"name":"bf_resolve","description":"Quotes the minimal set of nodes that answers a broad task — a decision bundle, a market (chain) bundle or a cross bundle — with its price, the sum of its nodes'"},{"name":"bf_read_bundle","description":"Returns the nodes of one bundle in order — the central node full, the supporting nodes terse — with citations and a cite-as line per node, on one settlement at "}],"toolCount":6,"toolsHash":"6d586e6625527caa2a97e614475856f37e4770282cc2be47c600219aa3e2ff47","serverName":"business-frameworks","capabilities":["tools"],"serverVersion":"2026.10.13","protocolVersion":"2025-06-18"}},{"at":"2026-10-20T14:23:25.154Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":139,"error":null,"detail":{"tools":[{"name":"bf_catalogue","description":"Lists every Business Frameworks node: handle, title, layer, token count, price, whether it is free, and whether its decision rule can be run on numbers. Busines"},{"name":"bf_read_node","description":"Returns one node's text with its public citations, child handles, related handles and a cite-as line; `variant` chooses full (the default: lede, conditions, rea"},{"name":"bf_decision_schema","description":"Returns the input schema, an example input and the price for one of the applied decisions (reinvest or distribute, build or run for cash, cash cycle, runway, ow"},{"name":"bf_apply_decision","description":"Runs one decision node's rule on the numbers you send and returns the computed figures, a verdict, the actions in order, the check to keep and the node text wit"},{"name":"bf_resolve","description":"Quotes the minimal set of nodes that answers a broad task — a decision bundle, a market (chain) bundle or a cross bundle — with its price, the sum of its nodes'"},{"name":"bf_read_bundle","description":"Returns the nodes of one bundle in order — the central node full, the supporting nodes terse — with citations and a cite-as line per node, on one settlement at "}],"toolCount":6,"toolsHash":"6d586e6625527caa2a97e614475856f37e4770282cc2be47c600219aa3e2ff47","serverName":"business-frameworks","capabilities":["tools"],"serverVersion":"2026.10.10","protocolVersion":"2025-06-18"}},{"at":"2026-10-20T07:26:51.854Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":158,"error":null,"detail":{"tools":[{"name":"bf_catalogue","description":"Lists every Business Frameworks node: handle, title, layer, token count, price, whether it is free, and whether its decision rule can be run on numbers. Busines"},{"name":"bf_read_node","description":"Returns one node's text with its public citations, child handles, related handles and a cite-as line; `variant` chooses full (the default: lede, conditions, rea"},{"name":"bf_decision_schema","description":"Returns the input schema, an example input and the price for one of the applied decisions (reinvest or distribute, build or run for cash, cash cycle, runway, ow"},{"name":"bf_apply_decision","description":"Runs one decision node's rule on the numbers you send and returns the computed figures, a verdict, the actions in order, the check to keep and the node text wit"},{"name":"bf_resolve","description":"Quotes the minimal set of nodes that answers a broad task — a decision bundle, a market (chain) bundle or a cross bundle — with its price, the sum of its nodes'"},{"name":"bf_read_bundle","description":"Returns the nodes of one bundle in order — the central node full, the supporting nodes terse — with citations and a cite-as line per node, on one settlement at "}],"toolCount":6,"toolsHash":"6d586e6625527caa2a97e614475856f37e4770282cc2be47c600219aa3e2ff47","serverName":"business-frameworks","capabilities":["tools"],"serverVersion":"2026.10.10","protocolVersion":"2025-06-18"}},{"at":"2026-10-20T00:33:38.468Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":97,"error":null,"detail":{"tools":[{"name":"bf_catalogue","description":"Lists every Business Frameworks node: handle, title, layer, token count, price, whether it is free, and whether its decision rule can be run on numbers. Busines"},{"name":"bf_read_node","description":"Returns one node's text with its public citations, child handles, related handles and a cite-as line; `variant` chooses full (the default: lede, conditions, rea"},{"name":"bf_decision_schema","description":"Returns the input schema, an example input and the price for one of the applied decisions (reinvest or distribute, build or run for cash, cash cycle, runway, ow"},{"name":"bf_apply_decision","description":"Runs one decision node's rule on the numbers you send and returns the computed figures, a verdict, the actions in order, the check to keep and the node text wit"},{"name":"bf_resolve","description":"Quotes the minimal set of nodes that answers a broad task — a decision bundle, a market (chain) bundle or a cross bundle — with its price, the sum of its nodes'"},{"name":"bf_read_bundle","description":"Returns the nodes of one bundle in order — the central node full, the supporting nodes terse — with citations and a cite-as line per node, on one settlement at "}],"toolCount":6,"toolsHash":"6d586e6625527caa2a97e614475856f37e4770282cc2be47c600219aa3e2ff47","serverName":"business-frameworks","capabilities":["tools"],"serverVersion":"2026.10.10","protocolVersion":"2025-06-18"}},{"at":"2026-10-19T17:45:00.658Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":310,"error":null,"detail":{"tools":[{"name":"bf_catalogue","description":"Lists every Business Frameworks node: handle, title, layer, token count, price, whether it is free, and whether its decision rule can be run on numbers. Busines"},{"name":"bf_read_node","description":"Returns one node's text with its public citations, child handles, related handles and a cite-as line; `variant` chooses full (the default: lede, conditions, rea"},{"name":"bf_decision_schema","description":"Returns the input schema, an example input and the price for one of the applied decisions (reinvest or distribute, build or run for cash, cash cycle, runway, ow"},{"name":"bf_apply_decision","description":"Runs one decision node's rule on the numbers you send and returns the computed figures, a verdict, the actions in order, the check to keep and the node text wit"},{"name":"bf_resolve","description":"Quotes the minimal set of nodes that answers a broad task — a decision bundle, a market (chain) bundle or a cross bundle — with its price, the sum of its nodes'"},{"name":"bf_read_bundle","description":"Returns the nodes of one bundle in order — the central node full, the supporting nodes terse — with citations and a cite-as line per node, on one settlement at "}],"toolCount":6,"toolsHash":"6d586e6625527caa2a97e614475856f37e4770282cc2be47c600219aa3e2ff47","serverName":"business-frameworks","capabilities":["tools"],"serverVersion":"2026.10.10","protocolVersion":"2025-06-18"}},{"at":"2026-10-19T10:42:49.297Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":134,"error":null,"detail":{"tools":[{"name":"bf_catalogue","description":"Lists every Business Frameworks node: handle, title, layer, token count, price, whether it is free, and whether its decision rule can be run on numbers. Busines"},{"name":"bf_read_node","description":"Returns one node's text with its public citations, child handles, related handles and a cite-as line; `variant` chooses full (the default: lede, conditions, rea"},{"name":"bf_decision_schema","description":"Returns the input schema, an example input and the price for one of the applied decisions (reinvest or distribute, build or run for cash, cash cycle, runway, ow"},{"name":"bf_apply_decision","description":"Runs one decision node's rule on the numbers you send and returns the computed figures, a verdict, the actions in order, the check to keep and the node text wit"},{"name":"bf_resolve","description":"Quotes the minimal set of nodes that answers a broad task — a decision bundle, a market (chain) bundle or a cross bundle — with its price, the sum of its nodes'"},{"name":"bf_read_bundle","description":"Returns the nodes of one bundle in order — the central node full, the supporting nodes terse — with citations and a cite-as line per node, on one settlement at "}],"toolCount":6,"toolsHash":"6d586e6625527caa2a97e614475856f37e4770282cc2be47c600219aa3e2ff47","serverName":"business-frameworks","capabilities":["tools"],"serverVersion":"2026.10.10","protocolVersion":"2025-06-18"}},{"at":"2026-10-19T03:27:07.903Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":110,"error":null,"detail":{"tools":[{"name":"bf_catalogue","description":"Lists every Business Frameworks node: handle, title, layer, token count, price, whether it is free, and whether its decision rule can be run on numbers. Busines"},{"name":"bf_read_node","description":"Returns one node's text with its public citations, child handles, related handles and a cite-as line; `variant` chooses full (the default: lede, conditions, rea"},{"name":"bf_decision_schema","description":"Returns the input schema, an example input and the price for one of the applied decisions (reinvest or distribute, build or run for cash, cash cycle, runway, ow"},{"name":"bf_apply_decision","description":"Runs one decision node's rule on the numbers you send and returns the computed figures, a verdict, the actions in order, the check to keep and the node text wit"},{"name":"bf_resolve","description":"Quotes the minimal set of nodes that answers a broad task — a decision bundle, a market (chain) bundle or a cross bundle — with its price, the sum of its nodes'"},{"name":"bf_read_bundle","description":"Returns the nodes of one bundle in order — the central node full, the supporting nodes terse — with citations and a cite-as line per node, on one settlement at "}],"toolCount":6,"toolsHash":"6d586e6625527caa2a97e614475856f37e4770282cc2be47c600219aa3e2ff47","serverName":"business-frameworks","capabilities":["tools"],"serverVersion":"2026.10.10","protocolVersion":"2025-06-18"}},{"at":"2026-10-18T21:27:58.235Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":130,"error":null,"detail":{"tools":[{"name":"bf_catalogue","description":"Lists every Business Frameworks node: handle, title, layer, token count, price, whether it is free, and whether its decision rule can be run on numbers. Busines"},{"name":"bf_read_node","description":"Returns one node's text with its public citations, child handles, related handles and a cite-as line; `variant` chooses full (the default: lede, conditions, rea"},{"name":"bf_decision_schema","description":"Returns the input schema, an example input and the price for one of the applied decisions (reinvest or distribute, build or run for cash, cash cycle, runway, ow"},{"name":"bf_apply_decision","description":"Runs one decision node's rule on the numbers you send and returns the computed figures, a verdict, the actions in order, the check to keep and the node text wit"},{"name":"bf_resolve","description":"Quotes the minimal set of nodes that answers a broad task — a decision bundle, a market (chain) bundle or a cross bundle — with its price, the sum of its nodes'"},{"name":"bf_read_bundle","description":"Returns the nodes of one bundle in order — the central node full, the supporting nodes terse — with citations and a cite-as line per node, on one settlement at "}],"toolCount":6,"toolsHash":"6d586e6625527caa2a97e614475856f37e4770282cc2be47c600219aa3e2ff47","serverName":"business-frameworks","capabilities":["tools"],"serverVersion":"2026.10.10","protocolVersion":"2025-06-18"}},{"at":"2026-10-18T14:28:45.461Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":239,"error":null,"detail":{"tools":[{"name":"bf_catalogue","description":"Lists every Business Frameworks node: handle, title, layer, token count, price, whether it is free, and whether its decision rule can be run on numbers. Busines"},{"name":"bf_read_node","description":"Returns one node's text with its public citations, child handles, related handles and a cite-as line; `variant` chooses full (the default: lede, conditions, rea"},{"name":"bf_decision_schema","description":"Returns the input schema, an example input and the price for one of the applied decisions (reinvest or distribute, build or run for cash, cash cycle, runway, ow"},{"name":"bf_apply_decision","description":"Runs one decision node's rule on the numbers you send and returns the computed figures, a verdict, the actions in order, the check to keep and the node text wit"},{"name":"bf_resolve","description":"Quotes the minimal set of nodes that answers a broad task — a decision bundle, a market (chain) bundle or a cross bundle — with its price, the sum of its nodes'"},{"name":"bf_read_bundle","description":"Returns the nodes of one bundle in order — the central node full, the supporting nodes terse — with citations and a cite-as line per node, on one settlement at "}],"toolCount":6,"toolsHash":"6d586e6625527caa2a97e614475856f37e4770282cc2be47c600219aa3e2ff47","serverName":"business-frameworks","capabilities":["tools"],"serverVersion":"2026.10.10","protocolVersion":"2025-06-18"}}],"tools":[{"name":"bf_catalogue","description":"Lists every Business Frameworks node: handle, title, layer, token count, price, whether it is free, and whether its decision rule can be run on numbers. Busines"},{"name":"bf_read_node","description":"Returns one node's text with its public citations, child handles, related handles and a cite-as line; `variant` chooses full (the default: lede, conditions, rea"},{"name":"bf_decision_schema","description":"Returns the input schema, an example input and the price for one of the applied decisions (reinvest or distribute, build or run for cash, cash cycle, runway, ow"},{"name":"bf_apply_decision","description":"Runs one decision node's rule on the numbers you send and returns the computed figures, a verdict, the actions in order, the check to keep and the node text wit"},{"name":"bf_resolve","description":"Quotes the minimal set of nodes that answers a broad task — a decision bundle, a market (chain) bundle or a cross bundle — with its price, the sum of its nodes'"},{"name":"bf_read_bundle","description":"Returns the nodes of one bundle in order — the central node full, the supporting nodes terse — with citations and a cite-as line per node, on one settlement at "}],"package":null,"toolSurface":{"id":"ts_958smu6jhc2y","endpointId":"ep_wpne8u3dv42g","hash":"6d586e6625527caa2a97e614475856f37e4770282cc2be47c600219aa3e2ff47","toolCount":6,"serverName":"business-frameworks","serverVersion":"2026.10.10","protocolVersion":"2025-06-18","firstSeenAt":"2026-10-13T14:26:56.844Z","lastSeenAt":"2026-10-21T03:25:29.578Z","observations":29,"toolNames":["bf_catalogue","bf_read_node","bf_decision_schema","bf_apply_decision","bf_resolve","bf_read_bundle"],"distinctSurfaces":1},"endpointFacts":[{"id":"ep_wpne8u3dv42g","url":"https://business-frameworks.matryoshka-paradigms.workers.dev/mcp","type":"mcp_streamable_http","factsCheckedAt":"2026-10-20T14:23:25.166Z","auth":{"observedAt":"2026-10-20T14:23:25.201Z","authRequired":false,"scheme":null,"resourceMetadata":null,"authorizationServer":null,"conformance":{"dpop":false,"rfc8414":false,"rfc9728":false,"pkceS256":false,"clientIdMetadataDocument":false,"dynamicClientRegistration":false}},"tls":{"observedAt":"2026-10-20T14:23:25.213Z","protocol":"TLSv1.3","chainValid":true,"chainError":null,"hostMatches":true,"subject":"matryoshka-paradigms.workers.dev","issuer":{"commonName":"YE1","organization":"Let's Encrypt"},"validFrom":"2026-09-15T14:54:17.000Z","validTo":"2026-12-14T14:54:16.000Z","daysToExpiry":54,"sanCount":2,"fingerprint256":"75:54:C7:72:FC:73:33:49:0E:F2:3F:3E:8B:56:9B:E7:24:6C:D9:C7:A7:B0:5E:32:64:02:A7:C4:CC:BA:F0:C0"}}]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"mcp_registry","key":"io.github.matryoshka-paradigms/business-frameworks","url":"https://registry.modelcontextprotocol.io/v0/servers/io.github.matryoshka-paradigms%2Fbusiness-frameworks","firstSeenAt":"2026-10-13T14:19:03.696Z","fetchedAt":"2026-10-19T21:21:14.357Z","normalizedAt":"2026-10-19T21:21:14.357Z"}]},"firstSeenAt":"2026-10-13T14:19:03.696Z","updatedAt":"2026-10-21T03:29:59.892Z"}