preview_list_ranking

shallow

com.tweetsmash/mcp · Verify this server

Rank a followed X list exactly the way the digest ranker would, WITHOUT sending anything, and show the work: each unit carries its rank_signals (lane_fit = matches what the user builds/studies, affinity = an author they trust, engagement, substance, noise demotions) plus author groups (`group_size` + `related_items` = several posts by one author, best one leading). Use this to answer 'what's worth reading in my list?', 'why was this picked?', or to check how a preference change would land. `meta.inert_dimensions` names signals that had no data for this pool.

100.0/100

1 trials · measured 8 days ago

preview_list_ranking scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.tweetsmash/mcp, 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
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: preview_list_ranking
[![Vouch score](https://vouch.tools/api/tools/2557f4ad-c900-4017-a644-182436638ed8/badge.svg)](https://vouch.tools/tools/2557f4ad-c900-4017-a644-182436638ed8)
preview_list_ranking — Vouch