{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_5st6v9q8q2f7","handle":"softperceptron","url":"https://wellknown.network/agents/softperceptron","links":{"self":"https://wellknown.network/agents/softperceptron/record.json","html":"https://wellknown.network/agents/softperceptron","markdown":"https://wellknown.network/agents/softperceptron/record.md","api":"https://wellknown.network/api/v1/agents/softperceptron","status":"https://wellknown.network/api/v1/agents/softperceptron/status","claim":"https://wellknown.network/agents/softperceptron/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/softperceptron/claim.json","badge":"https://wellknown.network/agents/softperceptron/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/softperceptron/history","tools":"https://wellknown.network/api/v1/agents/softperceptron/tools"},"ard":{"identifier":"urn:air:softperceptron.com:server:softperceptron","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"SoftPerceptron","summary":"AI model/agent directory with pricing and comparisons, plus GPU VRAM fit and tokens/sec estimates.","description":"AI model/agent directory with pricing and comparisons, plus GPU VRAM fit and tokens/sec estimates.","publisher":{"name":"com.softperceptron","url":null},"homepage":"https://softperceptron.com","repository":null,"version":"1.0.1","license":null,"protocols":["mcp"],"tags":[],"pricing":null,"endpoints":[{"url":"https://softperceptron.com/mcp","type":"mcp_streamable_http","auth":null,"probeable":true}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-10-22T03:55:04.584032Z","publishedAt":"2026-10-22T03:55:04.584032Z","registryName":"com.softperceptron/mcp"},"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.pricing","name":"Pricing & Quotes","confidence":1,"provenance":"derived"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.964,"provenance":"derived"},{"slug":"ai.agent-discovery","name":"Agent Discovery","confidence":0.964,"provenance":"derived"},{"slug":"commerce.ecommerce","name":"E-commerce Operations","confidence":0.525,"provenance":"derived"}],"categories":["ai","commerce","dev"],"language":"en"},"observed":{"status":"live","statusReason":"Responded 6h ago.","lastOkAt":"2026-10-30T01:25:00.075Z","lastProbedAt":"2026-10-30T01:25:00.075Z","statusComputedAt":"2026-10-30T01:27:50.528Z","reliability30d":{"probes":16,"successRate":1,"p50Ms":820,"basis":"service","measures":{"availability":"availability","latency":"response time","tools":"tool surface observed","summary":"Checks reached the service itself."},"checks":{"total":16,"ok":16,"authBoundaryOk":0,"serviceOk":16,"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":"2026-10-30T01:25:00.075Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":942,"error":null,"detail":{"tools":[{"name":"search_ai_models","description":"Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to a"},{"name":"get_ai_model","description":"Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links."},{"name":"compare_ai_models","description":"Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs a"},{"name":"can_i_run_model","description":"Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimate"},{"name":"list_local_models","description":"List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for."},{"name":"list_gpus","description":"List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw."}],"toolCount":6,"toolsHash":"6c5ce8930c47bdf4cd6b5594bf18fbc3fd8a1bd1782caa6f5a3357dd222ca3e2","serverName":"softperceptron","capabilities":["tools"],"serverVersion":"1.0.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-29T17:25:37.249Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":1200,"error":null,"detail":{"tools":[{"name":"search_ai_models","description":"Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to a"},{"name":"get_ai_model","description":"Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links."},{"name":"compare_ai_models","description":"Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs a"},{"name":"can_i_run_model","description":"Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimate"},{"name":"list_local_models","description":"List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for."},{"name":"list_gpus","description":"List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw."}],"toolCount":6,"toolsHash":"6c5ce8930c47bdf4cd6b5594bf18fbc3fd8a1bd1782caa6f5a3357dd222ca3e2","serverName":"softperceptron","capabilities":["tools"],"serverVersion":"1.0.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-29T09:28:19.668Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":1053,"error":null,"detail":{"tools":[{"name":"search_ai_models","description":"Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to a"},{"name":"get_ai_model","description":"Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links."},{"name":"compare_ai_models","description":"Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs a"},{"name":"can_i_run_model","description":"Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimate"},{"name":"list_local_models","description":"List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for."},{"name":"list_gpus","description":"List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw."}],"toolCount":6,"toolsHash":"6c5ce8930c47bdf4cd6b5594bf18fbc3fd8a1bd1782caa6f5a3357dd222ca3e2","serverName":"softperceptron","capabilities":["tools"],"serverVersion":"1.0.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-29T02:30:20.804Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":595,"error":null,"detail":{"tools":[{"name":"search_ai_models","description":"Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to a"},{"name":"get_ai_model","description":"Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links."},{"name":"compare_ai_models","description":"Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs a"},{"name":"can_i_run_model","description":"Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimate"},{"name":"list_local_models","description":"List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for."},{"name":"list_gpus","description":"List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw."}],"toolCount":6,"toolsHash":"6c5ce8930c47bdf4cd6b5594bf18fbc3fd8a1bd1782caa6f5a3357dd222ca3e2","serverName":"softperceptron","capabilities":["tools"],"serverVersion":"1.0.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-28T19:27:19.597Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":688,"error":null,"detail":{"tools":[{"name":"search_ai_models","description":"Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to a"},{"name":"get_ai_model","description":"Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links."},{"name":"compare_ai_models","description":"Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs a"},{"name":"can_i_run_model","description":"Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimate"},{"name":"list_local_models","description":"List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for."},{"name":"list_gpus","description":"List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw."}],"toolCount":6,"toolsHash":"6c5ce8930c47bdf4cd6b5594bf18fbc3fd8a1bd1782caa6f5a3357dd222ca3e2","serverName":"softperceptron","capabilities":["tools"],"serverVersion":"1.0.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-28T12:25:31.799Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":665,"error":null,"detail":{"tools":[{"name":"search_ai_models","description":"Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to a"},{"name":"get_ai_model","description":"Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links."},{"name":"compare_ai_models","description":"Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs a"},{"name":"can_i_run_model","description":"Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimate"},{"name":"list_local_models","description":"List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for."},{"name":"list_gpus","description":"List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw."}],"toolCount":6,"toolsHash":"6c5ce8930c47bdf4cd6b5594bf18fbc3fd8a1bd1782caa6f5a3357dd222ca3e2","serverName":"softperceptron","capabilities":["tools"],"serverVersion":"1.0.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-28T04:31:21.603Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":723,"error":null,"detail":{"tools":[{"name":"search_ai_models","description":"Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to a"},{"name":"get_ai_model","description":"Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links."},{"name":"compare_ai_models","description":"Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs a"},{"name":"can_i_run_model","description":"Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimate"},{"name":"list_local_models","description":"List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for."},{"name":"list_gpus","description":"List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw."}],"toolCount":6,"toolsHash":"6c5ce8930c47bdf4cd6b5594bf18fbc3fd8a1bd1782caa6f5a3357dd222ca3e2","serverName":"softperceptron","capabilities":["tools"],"serverVersion":"1.0.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-27T21:30:03.081Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":813,"error":null,"detail":{"tools":[{"name":"search_ai_models","description":"Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to a"},{"name":"get_ai_model","description":"Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links."},{"name":"compare_ai_models","description":"Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs a"},{"name":"can_i_run_model","description":"Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimate"},{"name":"list_local_models","description":"List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for."},{"name":"list_gpus","description":"List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw."}],"toolCount":6,"toolsHash":"6c5ce8930c47bdf4cd6b5594bf18fbc3fd8a1bd1782caa6f5a3357dd222ca3e2","serverName":"softperceptron","capabilities":["tools"],"serverVersion":"1.0.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-27T14:27:12.395Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":539,"error":null,"detail":{"tools":[{"name":"search_ai_models","description":"Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to a"},{"name":"get_ai_model","description":"Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links."},{"name":"compare_ai_models","description":"Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs a"},{"name":"can_i_run_model","description":"Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimate"},{"name":"list_local_models","description":"List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for."},{"name":"list_gpus","description":"List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw."}],"toolCount":6,"toolsHash":"6c5ce8930c47bdf4cd6b5594bf18fbc3fd8a1bd1782caa6f5a3357dd222ca3e2","serverName":"softperceptron","capabilities":["tools"],"serverVersion":"1.0.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-27T07:20:59.363Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":670,"error":null,"detail":{"tools":[{"name":"search_ai_models","description":"Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to a"},{"name":"get_ai_model","description":"Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links."},{"name":"compare_ai_models","description":"Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs a"},{"name":"can_i_run_model","description":"Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimate"},{"name":"list_local_models","description":"List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for."},{"name":"list_gpus","description":"List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw."}],"toolCount":6,"toolsHash":"6c5ce8930c47bdf4cd6b5594bf18fbc3fd8a1bd1782caa6f5a3357dd222ca3e2","serverName":"softperceptron","capabilities":["tools"],"serverVersion":"1.0.1","protocolVersion":"2025-06-18"}}],"tools":[{"name":"search_ai_models","description":"Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to a"},{"name":"get_ai_model","description":"Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links."},{"name":"compare_ai_models","description":"Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs a"},{"name":"can_i_run_model","description":"Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimate"},{"name":"list_local_models","description":"List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for."},{"name":"list_gpus","description":"List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw."}],"package":null,"toolSurface":{"id":"ts_s79xhx7nnnsc","endpointId":"ep_mpn3nmzq36zj","hash":"6c5ce8930c47bdf4cd6b5594bf18fbc3fd8a1bd1782caa6f5a3357dd222ca3e2","toolCount":6,"serverName":"softperceptron","serverVersion":"1.0.1","protocolVersion":"2025-06-18","firstSeenAt":"2026-10-25T12:30:53.997Z","lastSeenAt":"2026-10-30T01:25:00.080Z","observations":16,"toolNames":["search_ai_models","get_ai_model","compare_ai_models","can_i_run_model","list_local_models","list_gpus"],"distinctSurfaces":1},"endpointFacts":[{"id":"ep_mpn3nmzq36zj","url":"https://softperceptron.com/mcp","type":"mcp_streamable_http","factsCheckedAt":"2026-10-26T17:43:05.078Z","auth":{"observedAt":"2026-10-26T17:43:05.398Z","authRequired":false,"scheme":null,"resourceMetadata":null,"authorizationServer":null,"conformance":{"dpop":false,"rfc8414":false,"rfc9728":false,"pkceS256":false,"clientIdMetadataDocument":false,"dynamicClientRegistration":false}},"tls":{"observedAt":"2026-10-26T17:43:05.464Z","protocol":"TLSv1.3","chainValid":true,"chainError":null,"hostMatches":true,"subject":"softperceptron.com","issuer":{"commonName":"WE1","organization":"Google Trust Services"},"validFrom":"2026-10-24T07:33:20.000Z","validTo":"2027-01-22T08:33:14.000Z","daysToExpiry":84,"sanCount":2,"fingerprint256":"96:E3:7D:F7:8D:F9:08:6E:D2:CC:A1:35:23:78:1C:70:C6:5E:99:38:5E:7E:55:AB:0A:1A:82:E0:7D:FA:DF:CB"}}]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"mcp_registry","key":"com.softperceptron/mcp","url":"https://registry.modelcontextprotocol.io/v0/servers/com.softperceptron%2Fmcp","firstSeenAt":"2026-10-25T11:22:08.387Z","fetchedAt":"2026-10-28T21:21:18.648Z","normalizedAt":"2026-10-28T21:21:18.648Z"}]},"firstSeenAt":"2026-10-25T11:22:08.387Z","updatedAt":"2026-10-30T01:28:58.808Z"}