get_sentiment_distribution

shallow

io.github.fmadore/iwac-mcp-server · Verify this server

Aggregate AI polarity, centrality and subjectivity across a filter set. 4 models scored the corpus independently — gpt-5-6-luna, mistral-small-2603, deepseek-v4-flash-0731, gemma-4-31b-it — so model:"all" returns each one's distribution plus how often they AGREE. Treat disagreement as a fact about the judgement rather than noise: corpus-wide the panel is unanimous on polarity for only ~36% of articles, so in a set where the models split no single one's number should be quoted alone. All three scales are ordinal French labels; subjectivity is much the weakest and ships a caveat to quote with it. Articles were scored whether or not their full text ships, so these shares are not subject to the OCR coverage limit; compare scored_by_all against total_articles for the residual gap (the ~51 non-francophone articles are unscored by design).

100.0/100

1 trials · measured 8 days ago

get_sentiment_distribution scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.fmadore/iwac-mcp-server, 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 + stdio
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.

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Vouch score: get_sentiment_distribution
[![Vouch score](https://vouch.tools/api/tools/9a51945e-ede7-44ab-a5d0-8f6f6a3d2a05/badge.svg)](https://vouch.tools/tools/9a51945e-ede7-44ab-a5d0-8f6f6a3d2a05)
get_sentiment_distribution — Vouch