The Same Dataset, Now Your AI Can Read It
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11 mins
The court orders dataset from the explorer, rebuilt as an API and MCP server so AI assistants can query 929 real orders.
MCP
Build a Court Orders Explorer From Two Misaligned Datasets
How we merged two overlapping court order trackers, enriched missing fields with Claude Haiku for a few cents, replaced 200 paywalled links with free CourtListener alternatives, and shipped a searchable explorer — all through conversational prompting with Claude Code.
From Kaggle to MCP: Open-Source Medicare Fraud Detection
The PPP fraud pipeline worked because the SBA released unusually inspectable data. Medicare's public data is fragmented, de-identified, and missing the features detection needs. Here's what exists on GitHub, where it falls short, and what CMS would need to release to make outside healthcare-fraud analysis more practical.