find_my_major

shallow

com.ksaworks/goldseam · Verify this server

What should I study? For a person's own words — an interest, a subject or a job — or a job code (SOC), the majors that answer. Each major carries its plain definition (NCES verbatim), the award levels it is conferred at (IPEDS AWLEVEL, each completers flag in its own field and never summed), how many schools offer it nationally, the jobs it leads to through the federal CIP-SOC crosswalk, and its related majors — same series, same family, or sharing a named occupation. Words resolve through the KSA Dictionary, never by spelling match; words that match nothing are told so with the closest words the Dictionary holds. The count for a person's own state is stated not held: the per-school IPEDS rows are not in this publish.

100.0/100

1 trials · measured 1 day ago

find_my_major scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.ksaworks/goldseam, 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.

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Vouch score: find_my_major
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find_my_major — Vouch