retirement.monte_carlo_estimator
shallowcom.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.
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
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- self-provisionable
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-10-06 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
Embed this score
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[](https://vouch.tools/tools/53d23aba-f6dd-4103-8901-dd8b1406c2eb)