AgentXM

ReliaStats

mcp remote · streamable-http · v1.0.0 · source: crawl

https://reliastats.com/mcp/v1

https://github.com/chiaha-ai/reliastats-site

Reliability statistics — Weibull/lognormal fitting, MTBF/MTTR, availability, system composition.

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Works

100

Verified Oct 31, 2026 · p50 350 ms · p95 397 ms

Worth

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Checks

CheckWeightResultEvidence
reachable20pass3 of 3 handshakes succeeded; server 'reliastats-v1'
tools_listed15pass11 tools
schema_complete15pass11 of 11 tools have a description and a typed schema
latency_p5010passp50 350 ms
latency_p955passp95 397 ms
error_free10pass0 of 3 attempts failed
auth_posture10passhttps, open
injection_scan10passno patterns found
scope5passno execution-style tools

Unknown counts as fail; n/a is left out of the denominator. How the weights work.

Tools (11)

NameDescriptionSchema
explain_reliability_basicsReturn a textbook-tier explainer of reliability fundamentals: the four reliability functions R(t)/F(t)/f(t)/h(t), MTBF vs MTTF vs MTTR, the availability identity A = MTBF/(MTBF+MTTR), the bathtub curvtyped
explain_distributions_for_reliabilityReturn a textbook-tier distribution zoology for reliability work: why Weibull is the default, the shape-parameter β table mapping β-ranges to physical failure modes (β<1 infant mortality, β=1 random, typed
explain_advanced_reliability_patternsReturn a textbook-tier explainer of advanced reliability patterns: censored data (right/left/interval — the rule not the exception), Maximum Likelihood Estimation, Goodness-of-Fit tests (Anderson-Darltyped
explain_pi_vs_ci_for_validationReturn the specific explainer for the ReliaStats Interrupt Validation scatter chart's red y=x / blue 95% Prediction Interval / teal 99% Confidence Interval reference lines. Use when a user asks 'what typed
interpret_weibull_shapeGiven a Weibull shape parameter β (and optionally the characteristic-life parameter η), return a plain-language interpretation: which bathtub-curve regime β implies (infant mortality / random / wearoutyped
weibull_summaryGiven Weibull two-parameter (β, η), return all the closed-form summary statistics: MTTF (η·Γ(1+1/β)), B10 / B50 / B90 life, characteristic life (just η, surfaced explicitly), and — if evaluateAtT supptyped
compute_availabilityGiven MTBF and MTTR (same time unit), return steady-state availability A = MTBF / (MTBF + MTTR). One-line closed-form, but worth a dedicated tool so LLMs don't fumble the identity (the most common mistyped
system_reliabilityGiven per-component reliabilities and a structure ('series' or 'parallel'), return the system reliability. Series = product (all must work). Parallel = 1 − product(1−Rᵢ) (at least one works). Useful ftyped
recommend_distributionGiven a free-text symptom description (e.g. 'manufacturing burn-in', 'bearing wearout under variable load', 'cosmic-ray bit flips'), return an ordered shortlist of distribution candidates with a one-ltyped
list_paired_modelsReturn the catalog of paired models — concrete real-world systems that live in two ChiAha sandboxes simultaneously, one for dynamics (DES via ReliaSim) and one for statistics (distribution fitting + vtyped
describe_bottling_lineReturn the full worked-example doc for the bottling-line paired model — topology (5 machines: Filler/Capper/Labeler/Case Packer/Palletizer, 100 bottles/min, Weibull(30,1) TTF + Weibull(5,1) downtime atyped

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