fill_from_sentence

shallow

io.github.ryanyang828/listinggood · Verify this server

Expand a one-sentence product description into structured listing fields (free; API key; no credits). Turns casual, spoken product copy into structured fields (title, bullets, features) that feed the listing generator. Use this as a low-friction starting point when you only have a rough sentence. Do NOT use it to produce a final optimized listing - use generate_listing for that. Read-only; free; no credits deducted. Args: sentence: one-sentence product description, 4-1000 characters (required). lang: zh or en (default en).

100.0/100

1 trials · measured 8 days ago

fill_from_sentence scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.ryanyang828/listinggood, measured 25 Aug 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
Category
Legal & government
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0

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: fill_from_sentence
[![Vouch score](https://vouch.tools/api/tools/9d81fa53-4f18-4148-802d-a32a85a6d057/badge.svg)](https://vouch.tools/tools/9d81fa53-4f18-4148-802d-a32a85a6d057)
fill_from_sentence — Vouch