particle_expertise_get

shallow

pro.particle/particle-pro · Verify this server

Describe one occupation or field of research and, on request, who is booked under it: its parent, children and crosswalk by default; `include: ["top_guests"]` ranks the guests listed under it by podcast appearances in a window (default the last 30 days, at most 90), and `include: ["top_podcasts"]` ranks the shows that booked them. `standing="established"` ranks only credentialed or recognized experts — "the shows that book established finance experts" is `field` plus top_podcasts plus standing. A broad code covers everything below it. Take codes from `particle_expertise_resolve`, which turns free text ("doctors", "finance") into them; on `unresolved_reference` or `not_found`, resolve and retry. Guest slugs work with `particle_person_get` (`include: ["expertise"]`) and `particle_podcast_get_guest`; podcast slugs with every podcast tool. For a multi-criteria guest search (practicing, seniority, capacity, employer, all-time) use `particle_podcast_list_guests`; for one show's guest mix use `particle_podcast_resolve` with `include: ["guest_expertise"]`.

100.0/100

1 trials · measured today

particle_expertise_get scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against pro.particle/particle-pro, measured 20 Oct 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
gated
Category
Content & media
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-10-20100.0shallowv0.2.0

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: particle_expertise_get
[![Vouch score](https://vouch.tools/api/tools/2365c7e5-88e5-4858-8a59-64d8ee64418f/badge.svg)](https://vouch.tools/tools/2365c7e5-88e5-4858-8a59-64d8ee64418f)
particle_expertise_get — Vouch