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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.
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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 released Claude Code / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Anthropic released Claude Code); both cover Claude, Claude Code, GitHub Actions; overlapping topics (action, agent, claude, code).
Garry Tan uses Claude Code / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Garry Tan uses Claude Code); both cover Claude, Claude Code; overlapping topics (agent, claude, code, common, custom).
Claude Code competes with Cursor / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Claude Code competes with Cursor); both cover Claude, Claude Code, GitHub Actions; overlapping topics (agent, claude, code).
Uber uses Claude Code / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Uber 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).
Vercel partners with Claude Code / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Vercel partners with Claude Code); both cover Claude, Claude Code, Stripe; overlapping topics (agent, claude, code).
Claude Code supports AWS / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Claude Code supports AWS); both cover CLAUDE, Claude Code, Stripe; overlapping topics (agent, claude, code).