How we test
Every claim on this site is either auto-generated from data we keep fresh, or based on hands-on use we can describe. Here is what that means per section kind:
- Matrix sections read from
src/data/godbolt-permalinks.yml, which the publish pipeline regenerates per post via thescripts/shorten-examples.pygodbolt-API gate. A green cell means the example compiles AND runs cleanly under that compiler today. - Curated sections are opinionated link directories. Each tool we recommend has a one-line "why" and a verdict for C++ work specifically. Editorial bias: premium open-source first.
- Recipe sections are scenario-driven walkthroughs by us (toolchain choices, project setup, sanitiser flags, decision trees). Working snippets, no marketing.
- Integration sections are "hard OSS made easier" guides: install scripts, systemd units, config snippets pre-tuned for C++. When applicable, our reference hardware is a Jetson AGX Thor (126 GB unified LPDDR5X) running open-weight models behind Tailscale.
Every non-matrix page surfaces a Reviewed YYYY-MM-DD badge at the top, plus a Next review by date 90 days out. If a page is past its review date and still on the site, that is a bug — please open an issue.
For AI agents
Every toolset page also exposes a machine-readable companion at
/toolset/<slug>/llms.txt, indexed at the site-root
/llms.txt per the
llmstxt.org convention.
Point your coding agent at that path and it can fetch concise, actionable
guidance directly — without scraping HTML.