AI & frontier-lab job market: search roles, browse labs, track new postings since last check.
Scored across 5 tools
Each tool has a clearly distinct role: search_jobs for discovery, get_job for detail, diff_since for incremental polling, list_orgs for organization data, and market_stats for aggregates. There is little overlap or risk of misselection between them.
Most names follow a readable snake_case verb_noun convention: search_jobs, get_job, list_orgs. diff_since and market_stats deviate slightly from that pattern but remain clear and predictable enough.
Five tools is well-scoped for a job-board data API, with each tool covering a distinct access pattern: search, detail, polling, organizations, and statistics. Nothing feels redundant or conspicuously missing from the count alone.
The surface covers the core read-only workflows: discovering roles, fetching full role detail, polling changes, listing organizations, and retrieving citable market statistics. Minor gaps such as no dedicated organization-detail tool or filter/category listing are workarounds, not major blockers.
Roles added or changed since an ISO timestamp — poll this on a schedule (heartbeat) instead of re-fetching the whole feed.
Inputs: since (required).
Full detail for one role by id (from search_jobs), including applyUrl, compensation, skills, geography and freshness timestamps.
Inputs: id (required).
All tracked organizations with type, mission and current open-role counts.
Inputs: no named parameters.
Dated aggregate numbers: open roles, organizations, distribution by category/mode/level. Stable facts for citation.
Inputs: no named parameters.
Search open frontier-AI roles. Filters combine (AND). Returns compact records; use get_job for full detail.
Inputs: mode, level, limit, query, +5 more.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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Search open engineering jobs at funded startups and AI labs, from company career pages. No key.
Search 690k open jobs from official ATS feeds, and what changed since your last check.
AI job search and tracker: jobs near you and remote, pay vs market, ghost-job risk, resume checker.
Search ~1.4M open jobs from 24k company career boards: Greenhouse, Lever, Ashby, Workday and more
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