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MCPBundles (ThinkChain AI) — Agent-queryable H-1B labor-market dataset: every certified OFLC Labor Condition Application (H-1B, H-1B1, E-3) exposed through a hosted MCP server and OpenAPI REST endpoint, with an operator-authored field model (SOC code semantics, DOL prevailing-wage tier I-IV, MSA rollups) and documented data-quality caveats such as SOC/job-title mismatch and title-to-occupation drift. Access is gated behind MCPBundles sign-in with OAuth2/bearer auth rather than raw file download.. Small team, meaningful data surface: 3 employees in London running a hosted catalogue of 1,570+ s…
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Agent-queryable H-1B labor-market dataset: every certified OFLC Labor Condition Application (H-1B, H-1B1, E-3) exposed through a hosted MCP server and OpenAPI REST endpoint, with an operator-authored field model (SOC code semantics, DOL prevailing-wage tier I-IV, MSA rollups) and documented data-quality caveats such as SOC/job-title mismatch and title-to-occupation drift. Access is gated behind MCPBundles sign-in with OAuth2/bearer auth rather than raw file download.
Scale 100Coverage Industrials · Information TechnologyAsset class Equities
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MCPBundles (ThinkChain AI) — Agent-queryable H-1B labor-market dataset: every certified OFLC Labor Condition Application (H-1B, H-1B1, E-3) exposed through a hosted MCP server and OpenAPI REST endpoint, with an operator-authored field model (SOC code semantics, DOL prevailing-wage tier I-IV, MSA rollups) and documented data-quality caveats such as SOC/job-title mismatch and title-to-occupation drift. Access is gated behind MCPBundles sign-in with OAuth2/bearer auth rather than raw file download.. Small team, meaningful data surface: 3 employees in London running a hosted catalogue of 1,570+ s…
Mcpbundles offers (Alternative, Reference, Sentiment) — 100,000+ certified LCA filings per quarter (stated); at ~4 quarters per year that is 400K+ filings annually, with per-quarter source files of 72-137 MB implying well over 1 GB of underlying disclosure data for a single year of coverage.
AI-agent tooling for talent-acquisition and immigration-law workflows (named audiences on the listing); compensation benchmarking by occupation and metro for HR/reward teams; sponsor-intent and offshoring-demand models that lead headcount announcements; labor-market and H-1B-dependence research; training or grounding LLM agents on structured labor-filing queries with tool-call traces
Coverage spans US, UK; Human Capital & Workforce Solutions, Application Software; alternative, reference, sentiment; equities.
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