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IslandBytes LLCleft a comment
We've all merged code we didn't fully read. CCG is the forcing function I wished existed when AI started writing half my team's PRs. The interesting implementation detail: it's completely stateless — the answer key is base64-encoded in a hidden HTML comment in the PR itself. No infrastructure to maintain, no database, just 3 files and an API key. Happy to answer questions about the prompt...
Commit Comprehension GateBlock merges until devs prove they read their own diff
CCG is a GitHub Action that blocks PR merges until the author correctly answers comprehension questions generated from their own diff using Claude.
Built for teams where AI-generated code gets merged faster than anyone reads it. Completely stateless — the answer key lives in a hidden HTML comment in the PR itself. No database, no infrastructure. Just 3 files and an API key.
Open source, MIT licensed, patent pending.
Commit Comprehension GateBlock merges until devs prove they read their own diff
IslandBytes LLCleft a comment
CCG — a GitHub Action that intercepts pull requests and uses AI to generate comprehension questions that block merging until the developer proves they understood their own code. Started as a frustration with rubber stamp reviews on AI generated PRs. Ended up filing a provisional patent on it. Repo: github.com/islandbytesio/commit_comprehension_gate Tool: Claude. Most difficult part was prompt...
What was the very first project you vibecoded with AI?