find_part_categories

shallow

ee.iparts/catalogue · Verify this server

Resolve a natural-language automotive part request (et/ru/en) into one or more real public iParts catalogue categories using the store's existing multilingual synonym database and Meilisearch. The tool intentionally returns multiple plausible categories (e.g. standard / economy / high-performance brake discs, or brake disc / clutch disc for "disc") instead of silently selecting the first search result. Select one or more categories only when the user's intent makes the choice clear, otherwise ask the user. Words like front/rear/left/right are not category criteria here — keep them for the refinements of find_parts_for_vehicle. Vehicle-independent. Use the returned opaque category_ref with find_parts_for_vehicle. Not for part numbers (use search_parts). Paging: has_more/next_cursor continue the SAME candidate list (pass cursor with the same query and language); search_limited=true means the store's search window was full and paging cannot reveal more — ask for a more specific part name. status is decided on the complete candidate list, not on the page.

100.0/100

1 trials · measured 1 day ago

find_part_categories scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against ee.iparts/catalogue, measured 6 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
open
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-10-06100.0shallowv0.2.0

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: find_part_categories
[![Vouch score](https://vouch.tools/api/tools/4ea6eec3-c9ab-45a5-a3ae-d32a177ceb48/badge.svg)](https://vouch.tools/tools/4ea6eec3-c9ab-45a5-a3ae-d32a177ceb48)
find_part_categories — Vouch