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Vibe Coding2026-07-12 · source-backed
Amplifying ran Claude Code across 4 greenfield repos with 100 open-ended prompts, 20 tool categories, and three models. "Custom/DIY" was the single most common choice, topping 12 of 20 categories, it hand-rolls JWT+bcrypt auth and feature flags before reaching for Auth0 (Amplifying). But when it does adopt, it's decisive: GitHub Actions 94%, Stripe 91%, shadcn/ui 90%. The lesson is direct. Agents default to reinventing infrastructure, so if you want a specific library used, you have to name it explicitly in CLAUDE.md or the prompt. Don't assume it'll reach for the obvious dependency.
Each link below shares sources, entities, or timing with this story.
Stripe uses Claude Code / Shared entities / Same source / Shared topic / Earlier coverage
Linked by a graph relationship (Stripe uses Claude Code); both cover Claude, Claude Code, DIY, GitHub Actions; cite the same source (Amplifying).
Anthropic partners with Stripe / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Anthropic partners with Stripe); both cover Claude, Claude Code, GitHub Actions; overlapping topics (action, agent, claude, code).
Anthropic partners with Stripe / Shared entities / Shared topic / What happened next
Linked by a graph relationship (Anthropic partners with Stripe); both cover CLAUDE, Claude Code, JWT; overlapping topics (claude, code, prompt).
Stripe uses Claude Code / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Stripe uses Claude Code); both cover Claude, Claude Code; overlapping topics (agent, claude, code, common, custom).
Linked by a graph relationship (Stripe uses Claude Code); both cover Claude, Claude Code, GitHub Actions; overlapping topics (agent, claude, code).
Linked by a graph relationship (Stripe uses Claude Code); both cover Claude, Claude Code, Stripe; overlapping topics (agent, claude, code).
GitHub Copilot uses GitHub Actions / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (GitHub Copilot uses GitHub Actions); both cover Claude, Claude Code, Stripe; overlapping topics (agent, claude, code).
Stripe partners with Vercel / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Stripe partners with Vercel); both cover Claude, Claude Code, Stripe; overlapping topics (agent, claude, code).