AI & ML Engineer Jobs Scraper — 8 Boards in One
Pricing
from $1.50 / 1,000 job results
AI & ML jobs aggregator: one run merges 8 boards (aijobs.net, LinkedIn, Hacker News Who-is-Hiring, Y Combinator, Built In, RemoteOK/Remotive/WeWorkRemotely, WTTJ, JustJoin.it) into a URL-deduped dataset with structured salary, remote flag and seniority. Delta mode for daily alerts.
Contract version
schemaVersion
Required
Always "nomad-agent-job-row-v1". Present on every row so a consumer can tell this flat shape from the six-root nomad-agent-job-v1 envelope without inspecting the keys.
Record type
recordType
Required
"posting" for a job, "diagnostic" for a row reporting something about the run itself. A diagnostic row carries warnings and docs and none of the posting fields, so a consumer can filter on this key instead of guessing from null columns.
Source key
source
Optional
Which job source the posting came from, from the collector registry's vocabulary — not the Actor name. Together with id it is the primary key for the posting.
Posting ID
id
Optional
Stable identifier for the posting within source. Taken from the source's own identifier wherever it publishes one, so the same posting keeps the same id across runs.
Posting URL
url
Optional
Canonical public URL of the posting on the source site.
Job title
title
Optional
Job title exactly as the source publishes it, untruncated. Null only where there is genuinely no title to publish — a liveness verdict for a posting that has since been taken down is the case this exists for. A live posting always has one.
Employer
company
Optional
Employer name as published. Null when the source names no employer — never the job board's own name as a stand-in.
Locations
locations
Optional
Places the role is based, most specific first — e.g. ["Bilbao", "Spain"]. An empty array means no usable location was parsed from the posting; the field is never null. Arrangement words like "Remote" are not places and appear in workType instead.
Posted at
postedAt
Optional
When the source published the posting, ISO-8601 UTC (YYYY-MM-DDTHH:MM:SSZ). A source that publishes a calendar date only is rendered at midnight UTC. Null means the source published no date — it is never the time the posting was scraped. This is the date postedWithin filters on.
Application deadline
deadline
Optional
Closing date for applications as an ISO-8601 calendar date (YYYY-MM-DD). Null where the source publishes no deadline, which is most sources.
Description
description
Optional
The complete posting body as plain text — never truncated, never summarised. Null when the body could not be retrieved; there is no shortened stand-in.
Description HTML
descriptionHtml
Optional
The posting body as the source's own markup, preserving lists, headings and links. Null when the source serves no usable HTML.
Work type
workType
Optional
Working arrangement: "remote", "hybrid" or "onsite". Null means the source did not state one — it is never defaulted to "onsite".
Source extension
custom
Optional
Facts only this source publishes, as {"schemaId", "data"}. schemaId names the versioned per-source schema that defines data. Null for a source with no extension.
Warnings
warnings
Optional
On a diagnostic row, what the run wants the caller to know — a source that returned nothing, a blocked request, a truncated crawl. Null on a posting.
What to do about it
docs
Optional
On a diagnostic row, the action that resolves the warning. Null on a posting.
Employment Type (deprecated)
employmentType
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Removed from the contract; there is no replacement field.
Commitment / contract type (e.g. "Full-time", "Contract", "Internship"), from employmentType/contractType/jobType. null when the source doesn't state it.
Hiring contact (deprecated)
hiringContactName
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Removed from the contract; there is no replacement field.
Person LinkedIn names as the job poster ("Meet the hiring team"). LinkedIn rows only, and only when the posting names someone — roughly a quarter of them; null everywhere else.
Contact headline (deprecated)
hiringContactTitle
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Removed from the contract; there is no replacement field.
The job poster's LinkedIn headline (e.g. "Talent Acquisition at Acme"). Null when absent.
Contact profile (deprecated)
hiringContactUrl
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Removed from the contract; there is no replacement field.
LinkedIn profile URL of the job poster. Null when the posting names nobody.
Is Remote (deprecated)
isRemote
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Replaced by workType.
True only for fully-remote roles, false for hybrid/on-site, null when the source gives no workplace signal. Derived uniformly from each source's remote/workplace field, boolean flag, or a remote hint in the text.
Location (deprecated)
location
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Replaced by locations.
Free-text job location as given by the source (city, "Remote", country, etc.). Empty string if not stated.
Remote Type (deprecated)
remoteType
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Replaced by workType.
Workplace arrangement normalized to remote/hybrid/on-site (keeps the hybrid nuance that isRemote's boolean loses). null when the source gives no signal.
Salary (text) (deprecated)
salary
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Removed from the contract; there is no replacement field.
Human-readable salary as shown by the source (e.g. "$140K–$200K"), or composed from the structured fields below when the source gives only numbers. Empty string when the source doesn't surface pay.
Salary Currency (deprecated)
salaryCurrency
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Removed from the contract; there is no replacement field.
ISO-ish currency code for the salary (e.g. USD, EUR, GBP, PLN), uppercased. null when the source doesn't state a currency.
Salary Max (deprecated)
salaryMax
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Removed from the contract; there is no replacement field.
Upper bound of the pay range as a number. null when the source gives a single figure or no pay.
Salary Min (deprecated)
salaryMin
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Removed from the contract; there is no replacement field.
Lower bound of the pay range, normalized to a number across all sources — from the child's own salaryMin field, or parsed from its salary text (ycombinator_was/hackernews). null when unknown.
Salary Period (deprecated)
salaryPeriod
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Removed from the contract; there is no replacement field.
Pay period the salary is quoted over, canonicalized to one of year/month/week/day/hour. null when unstated.
Seniority (deprecated)
seniority
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Removed from the contract; there is no replacement field.
Experience/seniority level as given by the source (e.g. "Senior", "Mid-Senior level", "Junior"), from seniority/seniorityLevel/experienceLevel. null when not stated.
Legacy description alias (deprecated)
snippet
Optional
DEPRECATED — published unchanged during this Actor's transition to nomad-agent-job-row-v1, and removed once its integrations have moved. Replaced by description.
Backward-compatible alias of the complete job description.
