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This is actually an interesting direction, especially as AI coding agents become more integrated into day-to-day development workflows. A score focused on “agent readability” rather than “AI-generated contribution acceptance” is an important distinction. Things like:
benefit both humans and AI systems trying to understand large repositories. In practice, repositories that are easier for agents to reason about are usually also easier for:
The important nuance is exactly what you mentioned: this does not imply maintainers want low-quality drive-by AI PRs. Repository readability and contribution policy are separate concerns. It would actually be interesting to see more detail about how the scoring is weighted. For example:
A transparent scoring rubric would probably make the metric more actionable for maintainers looking to improve their repositories intentionally. One potentially useful future direction could be:
As AI-assisted development grows, “machine-readable maintainability” will probably become a real software quality dimension alongside traditional DX and maintainability metrics. Related references:
Interesting project overall — especially because it focuses on repository structure/readability rather than simply measuring AI-generated contribution volume. |
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Interesting idea honestly. A repo being “agent friendly” is mostly about good structure, docs, and consistency, which also helps human contributors a lot. Would be cool to see a transparent breakdown of how the score is calculated though. |
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Hi team — I'm Himanshu, I built Agent Friendly Code, which scores public repos on how legible they are to AI coding agents (clear conventions, docs, tests, build signals — not anything about accepting agent-authored PRs).
appwritescored 77.8/100 — full breakdown: https://www.agentfriendlycode.com/repo/41If you're open to it, here's a badge you can drop in the README:
Renders as:
A note on what this isn't: the badge signals codebase readability for agents, not an invitation for drive-by AI PRs. I just wanted to let you know that your contribution policy is unchanged. Totally fine to pass — happy either way, and feedback on the score itself is welcome.
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