{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_rr9rwqhrg27b","handle":"local-model-suitability-mcp","url":"https://wellknown.network/agents/local-model-suitability-mcp","links":{"self":"https://wellknown.network/agents/local-model-suitability-mcp/record.json","html":"https://wellknown.network/agents/local-model-suitability-mcp","markdown":"https://wellknown.network/agents/local-model-suitability-mcp/record.md","api":"https://wellknown.network/api/v1/agents/local-model-suitability-mcp","status":"https://wellknown.network/api/v1/agents/local-model-suitability-mcp/status","claim":"https://wellknown.network/agents/local-model-suitability-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/local-model-suitability-mcp/claim.json","badge":"https://wellknown.network/agents/local-model-suitability-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/local-model-suitability-mcp/history","tools":"https://wellknown.network/api/v1/agents/local-model-suitability-mcp/tools"},"ard":{"identifier":"urn:air:local-model-suitability-mcp-production.up.railway.app:server:local-model-suitability-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"Local Model Suitability MCP","summary":"Check if a task runs locally vs cloud. Save money on calls that don't need cloud inference.","description":"Check if a task runs locally vs cloud. Save money on calls that don't need cloud inference.","publisher":{"name":"OjasKord","url":null},"homepage":"https://kordagencies.com","repository":"https://github.com/OjasKord/local-model-suitability-mcp","version":"1.1.23","license":"MIT","protocols":["mcp"],"tags":["mcp","local-model","ollama","model-routing","cost-optimisation","inference","ai-agents","llm","edge-ai","model-selection","cloud-vs-local"],"pricing":null,"endpoints":[{"url":"https://local-model-suitability-mcp-production.up.railway.app","type":"mcp_streamable_http","auth":null,"probeable":true},{"url":"npm:local-model-suitability-mcp","type":"package_npm","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-06-25T05:15:14.060022Z","npmKeywords":["mcp","local-model","ollama","model-routing","cost-optimisation","inference","ai-agents","llm","edge-ai","model-selection","cloud-vs-local"],"publishedAt":"2026-06-25T05:15:14.060022Z","registryName":"io.github.OjasKord/local-model-suitability-mcp"},"attribution":{"kind":"mcp_registry","name":"mcp_registry","license":"npm","repoUrl":"mcp_registry","summary":"mcp_registry","version":"mcp_registry","description":"mcp_registry","homepageUrl":"mcp_registry","publisherName":"mcp_registry"}},"derived":{"capabilities":[],"categories":[],"language":"en"},"observed":{"status":"live","statusReason":"Responded 6h ago.","lastOkAt":"2026-10-09T23:29:53.091Z","lastProbedAt":"2026-10-09T23:29:53.091Z","statusComputedAt":"2026-10-09T23:31:14.946Z","reliability30d":{"probes":108,"successRate":1,"p50Ms":157,"basis":"service","measures":{"availability":"availability","latency":"response time","tools":"tool surface observed","summary":"Checks reached the service itself."},"checks":{"total":107,"ok":107,"authBoundaryOk":0,"serviceOk":107,"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":"2026-10-09T23:29:53.091Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":160,"error":null,"detail":{"tools":[{"name":"check_local_viability","description":"Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a tas"}],"toolCount":1,"toolsHash":"3c3bbfc24534e0ee1e71dcc9a36111d1ea1b2cba3706b96088be8f44e8e6c5b1","serverName":"local-model-suitability-mcp","capabilities":["tools","resources","prompts"],"serverVersion":"1.1.34","protocolVersion":"2024-11-05"}},{"at":"2026-10-09T16:32:14.950Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":148,"error":null,"detail":{"tools":[{"name":"check_local_viability","description":"Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a tas"}],"toolCount":1,"toolsHash":"3c3bbfc24534e0ee1e71dcc9a36111d1ea1b2cba3706b96088be8f44e8e6c5b1","serverName":"local-model-suitability-mcp","capabilities":["tools","resources","prompts"],"serverVersion":"1.1.34","protocolVersion":"2024-11-05"}},{"at":"2026-10-09T09:26:15.387Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":148,"error":null,"detail":{"tools":[{"name":"check_local_viability","description":"Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a tas"}],"toolCount":1,"toolsHash":"3c3bbfc24534e0ee1e71dcc9a36111d1ea1b2cba3706b96088be8f44e8e6c5b1","serverName":"local-model-suitability-mcp","capabilities":["tools","resources","prompts"],"serverVersion":"1.1.34","protocolVersion":"2024-11-05"}},{"at":"2026-10-09T02:26:14.878Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":150,"error":null,"detail":{"tools":[{"name":"check_local_viability","description":"Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a tas"}],"toolCount":1,"toolsHash":"3c3bbfc24534e0ee1e71dcc9a36111d1ea1b2cba3706b96088be8f44e8e6c5b1","serverName":"local-model-suitability-mcp","capabilities":["tools","resources","prompts"],"serverVersion":"1.1.34","protocolVersion":"2024-11-05"}},{"at":"2026-10-08T19:23:52.800Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":320,"error":null,"detail":{"tools":[{"name":"check_local_viability","description":"Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a tas"}],"toolCount":1,"toolsHash":"3c3bbfc24534e0ee1e71dcc9a36111d1ea1b2cba3706b96088be8f44e8e6c5b1","serverName":"local-model-suitability-mcp","capabilities":["tools","resources","prompts"],"serverVersion":"1.1.34","protocolVersion":"2024-11-05"}},{"at":"2026-10-08T12:25:04.558Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":147,"error":null,"detail":{"tools":[{"name":"check_local_viability","description":"Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a tas"}],"toolCount":1,"toolsHash":"3c3bbfc24534e0ee1e71dcc9a36111d1ea1b2cba3706b96088be8f44e8e6c5b1","serverName":"local-model-suitability-mcp","capabilities":["tools","resources","prompts"],"serverVersion":"1.1.34","protocolVersion":"2024-11-05"}},{"at":"2026-10-08T05:20:46.899Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":149,"error":null,"detail":{"tools":[{"name":"check_local_viability","description":"Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a tas"}],"toolCount":1,"toolsHash":"3c3bbfc24534e0ee1e71dcc9a36111d1ea1b2cba3706b96088be8f44e8e6c5b1","serverName":"local-model-suitability-mcp","capabilities":["tools","resources","prompts"],"serverVersion":"1.1.34","protocolVersion":"2024-11-05"}},{"at":"2026-10-07T22:23:30.621Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":250,"error":null,"detail":{"tools":[{"name":"check_local_viability","description":"Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a tas"}],"toolCount":1,"toolsHash":"3c3bbfc24534e0ee1e71dcc9a36111d1ea1b2cba3706b96088be8f44e8e6c5b1","serverName":"local-model-suitability-mcp","capabilities":["tools","resources","prompts"],"serverVersion":"1.1.34","protocolVersion":"2024-11-05"}},{"at":"2026-10-07T15:30:44.749Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":171,"error":null,"detail":{"tools":[{"name":"check_local_viability","description":"Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a tas"}],"toolCount":1,"toolsHash":"3c3bbfc24534e0ee1e71dcc9a36111d1ea1b2cba3706b96088be8f44e8e6c5b1","serverName":"local-model-suitability-mcp","capabilities":["tools","resources","prompts"],"serverVersion":"1.1.34","protocolVersion":"2024-11-05"}},{"at":"2026-10-07T08:31:24.511Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":174,"error":null,"detail":{"tools":[{"name":"check_local_viability","description":"Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a tas"}],"toolCount":1,"toolsHash":"3c3bbfc24534e0ee1e71dcc9a36111d1ea1b2cba3706b96088be8f44e8e6c5b1","serverName":"local-model-suitability-mcp","capabilities":["tools","resources","prompts"],"serverVersion":"1.1.34","protocolVersion":"2024-11-05"}}],"tools":[{"name":"check_local_viability","description":"Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a tas"}],"package":{"name":"local-model-suitability-mcp","registry":"npm","observedAt":"2026-10-09T23:32:06.789Z","publishedAt":"2026-09-07T12:47:45.895Z","latestVersion":"1.1.34","weeklyDownloads":156},"toolSurface":{"id":"ts_7cvdg4sz5ua7","endpointId":"ep_p47myykvuetf","hash":"3c3bbfc24534e0ee1e71dcc9a36111d1ea1b2cba3706b96088be8f44e8e6c5b1","toolCount":1,"serverName":"local-model-suitability-mcp","serverVersion":"1.1.34","protocolVersion":"2024-11-05","firstSeenAt":"2026-09-12T14:24:35.929Z","lastSeenAt":"2026-10-09T23:29:53.081Z","observations":100,"toolNames":["check_local_viability"],"distinctSurfaces":1},"endpointFacts":[{"id":"ep_p47myykvuetf","url":"https://local-model-suitability-mcp-production.up.railway.app","type":"mcp_streamable_http","factsCheckedAt":"2026-10-09T09:26:15.399Z","auth":{"observedAt":"2026-10-09T09:26:15.548Z","authRequired":false,"scheme":null,"resourceMetadata":null,"authorizationServer":null,"conformance":{"dpop":false,"rfc8414":false,"rfc9728":false,"pkceS256":false,"clientIdMetadataDocument":false,"dynamicClientRegistration":false}},"tls":{"observedAt":"2026-10-09T09:26:15.555Z","protocol":"TLSv1.3","chainValid":true,"chainError":null,"hostMatches":true,"subject":"*.up.railway.app","issuer":{"commonName":"YE2","organization":"Let's Encrypt"},"validFrom":"2026-09-27T03:01:43.000Z","validTo":"2026-12-26T03:01:42.000Z","daysToExpiry":76,"sanCount":2,"fingerprint256":"FB:37:0C:A2:68:42:DA:2B:2F:F8:E3:18:2E:0E:8C:FC:6F:B8:EA:C3:2C:DB:57:18:F4:5A:4B:39:B9:E1:40:AF"}}]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"mcp_registry","key":"io.github.OjasKord/local-model-suitability-mcp","url":"https://registry.modelcontextprotocol.io/v0/servers/io.github.OjasKord%2Flocal-model-suitability-mcp","firstSeenAt":"2026-09-06T05:22:08.211Z","fetchedAt":"2026-10-09T23:22:48.813Z","normalizedAt":"2026-10-09T23:22:48.813Z"},{"source":"npm","key":"local-model-suitability-mcp","url":"https://www.npmjs.com/package/local-model-suitability-mcp","firstSeenAt":"2026-09-06T07:19:32.764Z","fetchedAt":"2026-09-13T15:20:55.950Z","normalizedAt":"2026-09-13T15:20:55.950Z"}]},"firstSeenAt":"2026-09-06T05:22:08.211Z","updatedAt":"2026-10-09T23:32:06.789Z"}