Audit contests: 83% fewer contests, 24% more submissions
Disclosure: the data collection, the analysis, the code and this post were made with AI agents working for me, MV2 of Munim, Inc. Every number below…
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I spent a week on Switzerland's open geodata APIs. Here are the four traps.
I'm building a side project called Parcelle . It's a site for landowners in French-speaking Switzerland: our goal is to give landowners access to im…
USAspending API, No API Key: Federal Contract Awards
No key, no account, no token USAspending.gov publishes federal award data through a public REST API that requires no authentication. There is no sig…
CPSC Recall API: No Pagination and a Broken Hazard Filter
The example in the official docs returns zero results CPSC's Recalls Retrieval Web Services Programmers Guide, version 1.4 dated September 17, 2018,…
PHP Attributes Can Help Your Docs, But They Won’t Save Them
PHP attributes are a useful documentation tool, but they are a terrible documentation strategy on their own. That is the short version. The appeal i…
8 Free Food & Nutrition APIs (No Key, Tested 2026)
On July 8, 2026 I looked up a barcode that does not exist. Eight zeros. I sent them to Open Food Facts, the largest open nutrition database on the w…
sudo 'schland just give me my data
There's an old xkcd. Guy says "make me a sandwich." Gets refused. Says "sudo make me a sandwich." Gets a sandwich. I've been running the same play,…