MONARK
Commit / defer / abstain over a conformal coverage region - not a probability of being right.
Connect it
Settings → Connectors → Add custom connector
URL: https://mcp.monarkgate.tech/mcpSettings → Apps & Connectors → Advanced → Developer mode
Create connector with URL: https://mcp.monarkgate.tech/mcp{
"mcpServers": {
"monark": {
"url": "https://mcp.monarkgate.tech/mcp"
}
}
}claude mcp add --transport http monark https://mcp.monarkgate.tech/mcp{
"servers": {
"monark": {
"type": "http",
"url": "https://mcp.monarkgate.tech/mcp"
}
}
}4 tools, verified live
gateCoverage-gated decision from the real HIKAE L3 policy (commit/defer/abstain) over a caller-carried authorization budget B_t. Dispatches on task_class. The class 'btc-dir-15m' is retired and answers a named refusal. For 'cascade-liquidable-24h' no cascade calibration is committed; the gate abstains (under_calib) on this class. For 'stable-run-velocity-24h' (Narabi: a redemption-flow velocity foreca
cascadeEstimated liquidable amount from the real UKEMI cascade primitives (imported, never re-implemented): an Eisenberg-Noe clearing of the interbank system (L, e) with alpha=beta=1 yields the largest clearing vector L*; each node is then read as a leveraged position â collateral is its cleared balance-sheet value (external assets plus interbank receipts under L*), debt is its nominal obligations, liq
attestprojection of a committed ShÅgen-verified witness (Binance BTCUSDT, self-notarized); the verifier is NOT executed at call time.
calibratesplit-conformal quantile at miscoverage α over caller-supplied nonconformity scores. MONARK does not see, store, or verify the caller's data or model, and does not validate that the supplied numbers are nonconformity scores of any model. Marginal 1âα coverage holds ONLY for future points exchangeable with the supplied scores; non-exchangeable data (e.g. distribution-shifted or time-ordered) vo
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