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Lead with a 'How to query this' section: ATTACH the .duckdb over HTTPS via httpfs (the host supports range requests, verified), or curl it once and open locally. List every table with what one row means, the counted_as_spend filter, and the budgets-are-never-added-to-programs rule. JSON layout stays, after. Machine-readable link copy and README point at the DuckDB as the preferred surface. Test asserts the DuckDB recipe precedes the JSON map.
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Rewrites the generated
llms.txtfor ysws-true-spend.hackclub.com so agents that can run DuckDB use the.duckdbinstead of walking the JSON.ATTACHover HTTPS via httpfs (verified working against prod; host servesaccept-ranges: bytes), orcurl+ open locally.counted_as_spendfilter, the withheld-orgs caveat, and the budgets-never-added-to-programs rule.Machine readable:link copy and README now name the DuckDB as the preferred surface.Claims in the file were checked against today's published database (298 programs;
counted_as_spendsums matchtrue_spend_dollarsfor all but Sunbeam, whose gap is its withheld org — now documented).