retirement.monte_carlo_estimator

shallow

com.alternativeassetliteracy/aal-retail-mcp · Verify this server

A real Monte Carlo simulation — thousands of trials, not one deterministic projection — estimating the odds your savings and contributions support your stated retirement income target. Deliberately does NOT assume a fixed withdrawal rule like the '4% rule,' since that figure is itself an output of one specific historical regime, not a law; you state your own target income and the tool reports the odds under each named forward-looking scenario. Runs across multiple market-assumptions.js scenarios by default (historical baseline, regime transition, AI-productivity acceleration, structural stagnation) so you see how sensitive your plan actually is to an assumption most calculators bake in silently. Pair with alts.illiquidity_pacing_stress_test to see how an alternative-asset allocation affects overall retirement success odds. Free preview shows the success rate under one scenario; full multi-scenario comparison and percentile detail require a plugin subscription.

100.0/100

1 trials · measured 2 days ago

retirement.monte_carlo_estimator scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.alternativeassetliteracy/aal-retail-mcp, measured 6 Oct 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
self-provisionable
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-10-06100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

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Vouch score: retirement.monte_carlo_estimator
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retirement.monte_carlo_estimator — Vouch