few_shot_formatter

shallow

io.github.JcJamet/ia-qa-toolbox · Verify this server

Format few-shot examples for LLM prompts. Converts example pairs into formatted blocks. Supports chat format (User/Assistant), XML tags, Markdown, or plain text.

100.0/100

1 trials · measured 8 days ago

few_shot_formatter scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.JcJamet/ia-qa-toolbox, 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
open
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.

Embed this score

Available for every tool, scored or not — not a verification perk. Always links back to this page.

Vouch score: few_shot_formatter
[![Vouch score](https://vouch.tools/api/tools/cfbe59a6-95fa-4d6c-98fc-6726f1b38a36/badge.svg)](https://vouch.tools/tools/cfbe59a6-95fa-4d6c-98fc-6726f1b38a36)
few_shot_formatter — Vouch