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Gemral Edge

Point-in-time US public records, tied to the right ticker

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US federal contracts, defense contract announcements, lobbying, congressional and insider trades, tied to the ticker that was valid on the day each record became public. Delivered as Parquet files, a REST API and an MCP server for AI assistants.

PH · launched Oct 27, 2026 · 1 upvote (top 67%) · 0 views

Niche: government contracting intelligence platforms · 51 launches, 7 in the last 7 days ▲ +17% · Explore this niche →

Category and tags

  • Fintech
  • Data infrastructure
  • B2B
  • Not AI
  • Commercial product
  • Fintech
  • Developer Tools
  • GitHub
  • Data & Analytics

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Could you build this?

Partial Ingesting and serving public US government and trading datasets via API and MCP is buildable, but point-in-time ticker mapping and data-quality correctness are hard to get right without deep financial data expertise.

What it would actually take: The stack is ETL pipelines pulling from sources like USAspending, SEC filings, Senate and House disclosures, and lobbying databases, stored as versioned Parquet with a REST API and MCP wrapper. The hard parts are entity resolution and point-in-time security master data (historical ticker, CUSIP, and corporate action mapping) so each record maps to the ticker valid when it became public, which requires a licensed or painstakingly built securities master and ongoing data-quality validation by people with finance and data engineering experience.

Competitors

Other products that read as similar to this one : 76 launches clear the similarity bar, closest 8 shown.

Attention rank: #36 of 77 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 348 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.