mudpie_ask_anything

shallow

io.github.aboul3ata/mudpie-public · Verify this server

Ask anything about mudpie.ai’s product, pricing, setup, limitations or comparisons. Get a direct answer from its published information, with sources. Add relevant context if you have it; otherwise just ask.

100.0/100

1 trials · measured 14 days ago

mudpie_ask_anything scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.aboul3ata/mudpie-public, measured 23 Sept 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
unreachable
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-09-23100.0shallowv0.2.0

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: mudpie_ask_anything
[![Vouch score](https://vouch.tools/api/tools/81f3848c-ee61-4563-8d26-9308d5b80f3e/badge.svg)](https://vouch.tools/tools/81f3848c-ee61-4563-8d26-9308d5b80f3e)
mudpie_ask_anything — Vouch