FDA Data MCP Blog
Engineering notes, data deep dives, and product updates.
Explore how FDA Data MCP ingests, normalizes, and connects FDA data for AI agents.
Each post goes deeper than the docs and highlights implementation details.
Feb 4, 2026 · Welf Ludwig
Step-by-step guide to connecting FDA Data MCP to Claude, Cursor, and other AI agents. Query FDA recalls,
510(k) clearances, inspections, and compliance data with natural language — includes setup instructions,
example queries, and advanced multi-tool workflows.
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Feb 4, 2026 · Welf Ludwig
In-depth analysis of FDA 510(k) clearance trends — volume by year, top companies, product code breakdowns,
review times, AI/ML device clearances, and how to access 510(k) data programmatically via API.
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Feb 4, 2026 · Welf Ludwig
Comprehensive analysis of FDA drug and device recall trends — Class I vs II vs III breakdown,
year-over-year patterns, top recalled companies, root causes, geographic distribution, and how to
access recall data via API.
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Feb 4, 2026 · Welf Ludwig
FDA Data MCP turns five messy FDA datasets into a single, queryable intelligence layer for AI agents.
This deep dive explains the ingestion pipeline, normalization, alias resolution, and cross-referencing logic.
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