The benchmark for vibe coders.
How hard do you actually vibe? There's only one way to find out:
npx viberuler
viberuler scans your machine — locally, in seconds — and computes your VIBE SCORE:
| Signal | Source | Flex |
|---|---|---|
| 🧠 tokens burned | Claude Code + Codex session logs (+ your LiteLLM gateway, opt-in) | 1.2B tokens |
| 💸 tokens per dollar | tokens ÷ spend (bundled price table) | 6.5M tok/$ — TOP 3% |
| ⚡ LoC shipped | git ls-files across your repos |
312K LoC |
| 📦 projects | repos where you authored commits | 47 projects |
| 🔥 streak | consecutive commit days | 212-day streak |
| 🏆 achievements | see below | Token Billionaire |
| 🤖 agents in the stable | marker dirs of known coding agents in your home | 5 agents · Claude Code · Codex · Cursor |
Then it prints a scorecard you'll screenshot before you can stop yourself.
tokens per dollar is the headline stat. Anyone can burn tokens. Burning them efficiently is the game.
Prompt Peasant → Vibe Apprentice → Token Burner → Context Goblin → Ship Machine → GIGACHAD SHIPPER → Singularity Adjacent
(No data? You get NPC (no vibes detected). We're sorry. We're not sorry.)
| 💰 Token Billionaire — ≥1B tokens | 🪦 Free Tier Martyr — ≥1M tokens under $1 | 🗄️ Cache Whisperer — >90% cache reads |
| 🌐 Polyglot — 5+ languages | 🐘 Monorepo Menace — a 100K+ LoC repo | 🔥 Streak Freak — 100-day streak |
| 🌙 3AM Committer — 10+ night commits | 💥 YOLO Force Pusher — 20+ history rewrites |
npx viberuler --submitGitHub device-flow login → your score goes live at viberuler.dev/u/<you> with an OG card built for flexing. Global rank. Efficiency percentile. Prefilled share links.
- The default run makes zero network calls. Zero.
--submitsends aggregates only — nine fields of aggregate stats and achievement ids. No paths, no repo names, no prompts, no code. Ever.- Before anything is sent, the CLI prints the exact JSON payload and asks.
- Don't trust us — read the ~140 lines:
packages/cli/src/payload.tsandpackages/cli/src/submit.ts. Details: PRIVACY.md.
Full formula, price table, normalization and honest disclaimers in METHODOLOGY.md. Short version:
VIBE = 1000·log₁₀(1 + LoC/1000) # shipping volume
+ 500·log₁₀(1 + tokens/1M) # AI leverage
+ 800·efficiency_percentile # tokens/$ vs the world
+ 300·log₁₀(1 + projects·10) # breadth
+ min(streak, 365) + 50·achievements
Logarithms everywhere — whales get compressed, newcomers have room to climb.
npx viberuler # scan + scorecard (100% local)
npx viberuler --submit # push to the global leaderboard
npx viberuler payload # show exactly what --submit WOULD send
npx viberuler --json # machine-readable
npx viberuler --scan-dir ~/code --since 2026-01-01
npx viberuler --github <handle> # add your stars (the only other network call)
Put your score where your ego lives — ready-to-paste snippets for Claude Code, Starship, oh-my-posh, tmux, and raw shell prompts in integrations/statusline/. One cache file, sub-millisecond reads:
Fable 5 · ⚡3982 Context Goblin · 481.5K tok/$
- Claude Code collector (tokens, cost, cache-hit dedup)
- Codex collector
- Cursor collector —
good first issue - Gemini CLI collector —
good first issue - Windsurf / Aider / Cline collectors —
good first issue - Team leaderboards
A collector is one file implementing a 2-method interface: packages/cli/src/types.ts.
TypeScript CLI (one runtime dep: picocolors). Backend: Cloudflare Worker + D1, OG images rendered in-worker by satori — packages/worker. Font: JetBrains Mono (OFL). MIT.
Your prompts never leave your machine. Your score never leaves the group chat.