count_jobs

shallow

com.headcountlabs/jobs · Verify this server

Count the current jobs matching the filters, without listing them. No account needed. To answer "which companies are hiring for X" or "how are these jobs split by ...", pass group_by: employer (company works too), work_arrangement (remote, hybrid or in_person), title, state (US), city (metro works too), country or employment_type. The answer then also has group_by, groups (the top 25 values by number of matching jobs, each with value and jobs), groups_from_jobs (how many matching jobs were grouped, at most 1,000, taken in the default list order), groups_sampled (true when more jobs matched than were grouped, so the counts are from a sample) and groups_unknown_jobs (grouped jobs with no known value). A job with several locations or postings can count under more than one value. group_by employer keeps its own keys: employers (each with employer_name, company_id and jobs), employers_from_jobs, employers_sampled and employers_unknown_jobs. When a filter is too broad to count exactly in time, count is an estimate: the answer then has count_is_estimate: true, count_margin (the 95% range either side of count) and count_note.

100.0/100

1 trials · measured today

count_jobs scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.headcountlabs/jobs, 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
self-provisionable
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: count_jobs
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count_jobs — Vouch