{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_en48d8n97tap","handle":"kirk-unsupervised-structural-change-detection","url":"https://wellknown.network/agents/kirk-unsupervised-structural-change-detection","links":{"self":"https://wellknown.network/agents/kirk-unsupervised-structural-change-detection/record.json","html":"https://wellknown.network/agents/kirk-unsupervised-structural-change-detection","markdown":"https://wellknown.network/agents/kirk-unsupervised-structural-change-detection/record.md","api":"https://wellknown.network/api/v1/agents/kirk-unsupervised-structural-change-detection","status":"https://wellknown.network/api/v1/agents/kirk-unsupervised-structural-change-detection/status","claim":"https://wellknown.network/agents/kirk-unsupervised-structural-change-detection/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/kirk-unsupervised-structural-change-detection/claim.json","badge":"https://wellknown.network/agents/kirk-unsupervised-structural-change-detection/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/kirk-unsupervised-structural-change-detection/history","tools":"https://wellknown.network/api/v1/agents/kirk-unsupervised-structural-change-detection/tools"},"ard":{"identifier":"urn:air:kirk-mcp.kavara.ai:server:kirk-unsupervised-structural-change-detection","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"Kirk — Unsupervised Structural Change Detection","summary":"The Kalman filter for the non-Gaussian, non-stationary world. Unsupervised structural change.","description":"The Kalman filter for the non-Gaussian, non-stationary world. Unsupervised structural change.","publisher":{"name":"UlyssesModel","url":null},"homepage":null,"repository":"https://github.com/UlyssesModel/kirk-mcp","version":"1.0.2","license":null,"protocols":["mcp"],"tags":[],"pricing":null,"endpoints":[{"url":"https://kirk-mcp.kavara.ai/mcp","type":"mcp_streamable_http","auth":null,"probeable":true}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-07-21T17:24:11.417022Z","publishedAt":"2026-07-21T17:24:11.417022Z","registryName":"io.github.UlyssesModel/kirk-mcp"},"attribution":{"kind":"mcp_registry","name":"mcp_registry","repoUrl":"mcp_registry","summary":"mcp_registry","version":"mcp_registry","description":"mcp_registry","publisherName":"mcp_registry"}},"derived":{"capabilities":[{"slug":"commerce.payments","name":"Payments","confidence":1,"provenance":"derived"},{"slug":"security.identity","name":"Identity & Access","confidence":0.525,"provenance":"derived"},{"slug":"content.writing","name":"Writing & Editing","confidence":0.51,"provenance":"derived"},{"slug":"commerce.ecommerce","name":"E-commerce Operations","confidence":0.51,"provenance":"derived"},{"slug":"finance.markets","name":"Markets & Trading","confidence":0.51,"provenance":"derived"},{"slug":"ai.evaluation","name":"Evaluation & Benchmarks","confidence":0.51,"provenance":"derived"}],"categories":["ai","commerce","content","finance","security"],"language":"en"},"observed":{"status":"live","statusReason":"Responded 4h ago.","lastOkAt":"2026-10-10T06:28:06.782Z","lastProbedAt":"2026-10-10T06:28:06.782Z","statusComputedAt":"2026-10-10T06:28:55.733Z","reliability30d":{"probes":110,"successRate":1,"p50Ms":362,"basis":"service","measures":{"availability":"availability","latency":"response time","tools":"tool surface observed","summary":"Checks reached the service itself."},"checks":{"total":109,"ok":109,"authBoundaryOk":0,"serviceOk":109,"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":"2026-10-10T06:28:06.782Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":371,"error":null,"detail":{"tools":[{"name":"kirk_billing_show","description":"Return the caller's account_id, IU balance, USD equivalent at list, frozen flag, and recent ledger entries.\n\nPurpose: Surface the caller's current billing state"},{"name":"kirk_billing_checkout","description":"Create a Stripe Checkout Session URL for buying a credit pack (starter / scale / enterprise).\n\nPurpose: Hand the caller a self-serve URL to purchase IU credits."},{"name":"kirk_billing_usage","description":"Return the caller's inference consumption over the last N days from the append-only Gate 2 events table.\n\nPurpose: Historical usage summary + per-tool breakdown"},{"name":"kirk_bulk_howto","description":"Return a self-contained stdlib Python client for scoring at ZERO per-call LLM tokens.\n\nPurpose: Hand the caller an HTTP consumer that runs locally so\nbulk scori"},{"name":"kirk_demo_trading","description":"Runs a curated demonstration of Kirk on a trading example. Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Fr"},{"name":"kirk_demo_uav","description":"Runs a curated demonstration of Kirk on a UAV example. Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Free, "},{"name":"kirk_verify_engine","description":"Verify sealed engine identity — returns the sha256 of the running scoring binary. 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Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Fr"},{"name":"kirk_demo_uav","description":"Runs a curated demonstration of Kirk on a UAV example. Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Free, "},{"name":"kirk_verify_engine","description":"Verify sealed engine identity — returns the sha256 of the running scoring binary. 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Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Fr"},{"name":"kirk_demo_uav","description":"Runs a curated demonstration of Kirk on a UAV example. Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Free, "},{"name":"kirk_verify_engine","description":"Verify sealed engine identity — returns the sha256 of the running scoring binary. 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Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Fr"},{"name":"kirk_demo_uav","description":"Runs a curated demonstration of Kirk on a UAV example. Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Free, "},{"name":"kirk_verify_engine","description":"Verify sealed engine identity — returns the sha256 of the running scoring binary. Also serves as a liveness probe against the sealed backend.\n\nPurpose: Attest w"},{"name":"kirk_list_models","description":"Enumerate the model_ids the sealed engine exposes, with the engine sha stamped in-response.\n\nPurpose: Discover the model catalog and record the sealed engine sh"},{"name":"kirk_infer_legacy","description":"Score a 50-value feature vector against the legacy /v1/infer route on the sealed engine.\n\nPurpose: Backwards-compatible scoring surface for callers that were\nal"},{"name":"kirk_score_book","description":"Score one L2 order-book snapshot through the sealed single-layer path and return a scalar entropy plus engine attestation.\n\nPurpose: Score one snapshot end-to-e"},{"name":"kirk_score_l2_book","description":"Score a sequence of full L2 order books as one chain and return per-book entropies plus engine attestation.\n\nPurpose: Score complete books — prices, sizes and o"},{"name":"kirk_score_book_batch","description":"Score up to 500 L2 order-book snapshots in one MCP call — returns an entropies list plus engine attestation.\n\nPurpose: Batch-score up to 500 snapshots through t"},{"name":"kirk_render_book","description":"Render an L2 order-book snapshot into the 20×20 complex128 thermometer tensor WITHOUT invoking the sealed engine.\n\nPurpose: Local tensor prep and inspection — s"},{"name":"kirk_score_random","description":"Synthesize N realistic-geometry L2 book snapshots and score them — convenience wrapper on kirk_score_book_batch.\n\nPurpose: Produce a live entropy series with no"}],"toolCount":14,"toolsHash":"e1040252b0b129040931a1bd2e9af40d7f8300fe8f07d69d25350c9066fa862f","serverName":"kirk","capabilities":["experimental","logging","prompts","resources","tools","extensions"],"serverVersion":"3.4.4","protocolVersion":"2025-06-18"}},{"at":"2026-10-09T04:29:14.141Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":354,"error":null,"detail":{"tools":[{"name":"kirk_billing_show","description":"Return the caller's account_id, IU balance, USD equivalent at list, frozen flag, and recent ledger entries.\n\nPurpose: Surface the caller's current billing state"},{"name":"kirk_billing_checkout","description":"Create a Stripe Checkout Session URL for buying a credit pack (starter / scale / enterprise).\n\nPurpose: Hand the caller a self-serve URL to purchase IU credits."},{"name":"kirk_billing_usage","description":"Return the caller's inference consumption over the last N days from the append-only Gate 2 events table.\n\nPurpose: Historical usage summary + per-tool breakdown"},{"name":"kirk_bulk_howto","description":"Return a self-contained stdlib Python client for scoring at ZERO per-call LLM tokens.\n\nPurpose: Hand the caller an HTTP consumer that runs locally so\nbulk scori"},{"name":"kirk_demo_trading","description":"Runs a curated demonstration of Kirk on a trading example. 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Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Fr"},{"name":"kirk_demo_uav","description":"Runs a curated demonstration of Kirk on a UAV example. Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Free, "},{"name":"kirk_verify_engine","description":"Verify sealed engine identity — returns the sha256 of the running scoring binary. Also serves as a liveness probe against the sealed backend.\n\nPurpose: Attest w"},{"name":"kirk_list_models","description":"Enumerate the model_ids the sealed engine exposes, with the engine sha stamped in-response.\n\nPurpose: Discover the model catalog and record the sealed engine sh"},{"name":"kirk_infer_legacy","description":"Score a 50-value feature vector against the legacy /v1/infer route on the sealed engine.\n\nPurpose: Backwards-compatible scoring surface for callers that were\nal"},{"name":"kirk_score_book","description":"Score one L2 order-book snapshot through the sealed single-layer path and return a scalar entropy plus engine attestation.\n\nPurpose: Score one snapshot end-to-e"},{"name":"kirk_score_l2_book","description":"Score a sequence of full L2 order books as one chain and return per-book entropies plus engine attestation.\n\nPurpose: Score complete books — prices, sizes and o"},{"name":"kirk_score_book_batch","description":"Score up to 500 L2 order-book snapshots in one MCP call — returns an entropies list plus engine attestation.\n\nPurpose: Batch-score up to 500 snapshots through t"},{"name":"kirk_render_book","description":"Render an L2 order-book snapshot into the 20×20 complex128 thermometer tensor WITHOUT invoking the sealed engine.\n\nPurpose: Local tensor prep and inspection — s"},{"name":"kirk_score_random","description":"Synthesize N realistic-geometry L2 book snapshots and score them — convenience wrapper on kirk_score_book_batch.\n\nPurpose: Produce a live entropy series with no"}],"toolCount":14,"toolsHash":"e1040252b0b129040931a1bd2e9af40d7f8300fe8f07d69d25350c9066fa862f","serverName":"kirk","capabilities":["experimental","logging","prompts","resources","tools","extensions"],"serverVersion":"3.4.4","protocolVersion":"2025-06-18"}},{"at":"2026-10-08T16:29:14.180Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":370,"error":null,"detail":{"tools":[{"name":"kirk_billing_show","description":"Return the caller's account_id, IU balance, USD equivalent at list, frozen flag, and recent ledger entries.\n\nPurpose: Surface the caller's current billing state"},{"name":"kirk_billing_checkout","description":"Create a Stripe Checkout Session URL for buying a credit pack (starter / scale / enterprise).\n\nPurpose: Hand the caller a self-serve URL to purchase IU credits."},{"name":"kirk_billing_usage","description":"Return the caller's inference consumption over the last N days from the append-only Gate 2 events table.\n\nPurpose: Historical usage summary + per-tool breakdown"},{"name":"kirk_bulk_howto","description":"Return a self-contained stdlib Python client for scoring at ZERO per-call LLM tokens.\n\nPurpose: Hand the caller an HTTP consumer that runs locally so\nbulk scori"},{"name":"kirk_demo_trading","description":"Runs a curated demonstration of Kirk on a trading example. Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Fr"},{"name":"kirk_demo_uav","description":"Runs a curated demonstration of Kirk on a UAV example. Zero arguments. Returns real Kirk output against the same sealed engine that customer callers hit. Free, "},{"name":"kirk_verify_engine","description":"Verify sealed engine identity — returns the sha256 of the running scoring binary. 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