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#26 — Top 97.9%

JuliusBrussee

Julius Brussee

B

Solid engineer

Overall

0.0

/ 100

01 · Roasts

The 99% Solo Artist

soloPct=99 and totalPRsYear=80 — those PRs are all your own repos, aren't they? You've built a micro-empire of caveman-* tools without once leaving a comment on someone else's code.

cavekit Has 952 Stars and Zero Tests

952 people trusted cavekit enough to star it. Not one line of tests. Not one CI workflow. You wrote ARCHITECTURE.md but couldn't write `expect(ck).toBeDefined()`.

The Heatmap Tells a Story

Weeks 1–30: a ghost town of zeros. Weeks 34–52: a man possessed, hitting 4s every day. Either you discovered caffeine in August or you finally got fed up with the day job.

Naming Things Is Hard, Apparently Not

caveman, caveman-code, cavemem, cavekit, cavegemma — you have a namespace, a brand, and a theme. You also have 8 packages inside caveman-code alone. The cave deepens.

19 Years Old and 67k Stars

Your profile README says 19. Your star count says 67,653. Your follower-to-following ratio is 1577:6. What exactly are you following those 6 people for?

Built using

Zoral

Shadows one worker for a week, then takes over their job with zero extra setup. Behaves exactly like the original.

zoral.ai

02 · Category breakdown

  • Impact
    25% weight
    85A
  • Consistency
    20% weight
    65C
  • Quality
    20% weight
    77B
  • Depth
    15% weight
    72B
  • Breadth
    10% weight
    65C
  • Community
    10% weight
    55D

03 · Stats

365-day commit heatmap

195 active days

Less
More

Language distribution

7 langs
  • TypeScript73%
  • Swift14%
  • JavaScript4%
  • CSS3%
  • Python2%
  • MDX1%
  • Other3%

04 · Numbers

Owned repos

non-fork

16

Commits

last 12 months

1,293

Followers

1,577

Joined GitHub

Apr 2022

05 · Top repos

JuliusBrussee /

caveman

73/100

Niche but well-engineered token-compression tool for AI agents. Strong production craft (CI, tests, comprehensive docs), 65k stars show real adoption. Multi-agent support + benchmark-driven development keep it shipping.

I72Q78D68
READMETestsCI
JavaScript65,56514d ago

JuliusBrussee /

caveman-code

72/100

TypeScript agent framework optimizing token usage through "caveman" compression. Ships with tests, CI, full docs, 207 stars, npm package. Monorepo with 43MB codebase shows sustained architectural work across agent loops, compression middleware, multi-provider LLM support, and repomap generation.

I65Q80D70
READMETestsCITyped
TypeScript20710d ago

JuliusBrussee /

cavemem

67/100

Production-ready TypeScript monorepo for persistent cross-agent memory with deterministic compression, SQLite persistence, hybrid semantic search, and IDE integrations (Claude, Cursor). 459 stars, shipped npm package, comprehensive test coverage and CI/CD.

I65Q80D55
READMETestsCITyped
TypeScript45917d ago

JuliusBrussee /

pitchr

61/100

Production-ready TypeScript/Next.js SaaS with typed code, comprehensive architecture docs (ARCHITECTURE.md, design.md), CI/CD pipeline, tests, and working features (speech-to-text, pitch scoring, billing integration). 17 stars; named product with live demo at pitchr.app.

I55Q75D50
READMETestsCITyped
TypeScript1722d ago

JuliusBrussee /

revu-swift

60/100

Polished local-first macOS spaced repetition app with FSRS scheduling, SwiftUI UI, SQLite persistence, and rich import/export. 301 stars, ~23 days old, active portfolio project with documented architecture and shipping product.

I55Q75D50
READMETyped
Swift3011mo ago

JuliusBrussee /

logo-designer

60/100

Pixel-grid logo editor with marching-squares contour extraction, Bézier curve fitting, and SVG/PNG export. TypeScript + React 19, full test suite, CI/CD, live GitHub Pages deployment. Competent indie web app showing clean architecture and algorithmic depth.

I55Q75D50
READMETestsCITyped
TypeScript282mo ago

JuliusBrussee /

cavekit

58/100

Claude Code plugin enabling spec-driven development via compressed SPEC.md format and three slash commands (/ck:spec, /ck:build, /ck:check). Well-documented with FORMAT.md, ARCHITECTURE.md, design.md, and STATUS.md; 952 stars shows production adoption; 3.8 KB codebase with structured skills/ directory; no tests or CI,

I65Q60D50
README
Unknown95217d ago

JuliusBrussee /

JuliusBrussee

42/100

Portfolio landing page for 19-year-old developer showcasing 5+ named projects (caveman-code, cavekit, cavemem, cavegemma, pitchr). README documents multiple shipped tools with clear descriptions and links. No tests, CI, or license; minimal code artifacts provided.

I40Q50D35
README
Unknown1114d ago

JuliusBrussee /

cavegemma

40/100

Fine-tuning project for a specialized Gemma model variant using LoRA. Shipped two models to HuggingFace (merged + adapter), with evaluation metrics. Small audience (25 stars), recently created (May 2026), thin documentation, no tests/CI but well-structured training pipeline.

I25Q60D35
README
Python2517d ago

JuliusBrussee /

auto-karpathy

35/100

Experimental automation tool that uses Claude agents to scrape Karpathy tweets and auto-generate working Python repos. Typed, tested, and documented, but clearly a single-week sprint with minimal adoption signals.

I25Q60D20
READMETestsCI
Python201mo ago

06 · Timeline

  1. Apr 21, 2022
    Joined GitHub
  2. Aug 6, 2025
    Created JuliusBrussee
  3. Feb 21, 2026
    Created pitchr — Pitchr is an AI pitch coaching app for founder pitch practice. It supports live recording + transcription, async analysis runs, run history, deck upload/generation, and Miro fix-bo
  4. Mar 14, 2026
    Created cavekit — A Claude Code plugin that turns natural language into blueprints, blueprints into parallel build plans, and build plans into working software with automated iteration, validation,
  5. Mar 20, 2026
    Created revu-swift — Local-first macOS study app with FSRS review, decks, study guides, exams, import/export, and a polished SwiftUI desktop interface.
  6. Apr 4, 2026
    Created logo-designer — A pixel-grid logo editor that draws on a grid and outputs clean, smooth SVG/PNG — no illustrator required. Paint on a configurable grid, dial in the curve smoothing, then export pr
  7. Apr 4, 2026
    Created caveman — 🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
  8. Apr 8, 2026
    Created caveman-code
  9. Apr 18, 2026
    Created cavemem — Cross-agent persistent memory for coding assistants. Stored compressed. Retrieved fast. Local by default.
  10. Apr 26, 2026
    Created auto-karpathy
  11. May 16, 2026
    Created cavegemma — LoRA fine-tune Gemma 4 31B to speak caveman-mode natively. Style: github.com/JuliusBrussee/caveman
  12. May 24, 2026
    Most recent push to caveman-code

07 · Compare

github.com/
JuliusBrussee · 6dmedian coder

08 · Rubric

How this score was produced

Overall = Σ (category × weight) + gentle top-end curve

CategoryWeightScoreContrib.
Raw total72.5
Top-end curve+6.0
Final overall78.4

Tier thresholds

S90100Mass-producing humansA8089Ship machineB7079Solid engineerC6069Getting thereD4059README enthusiastF039GitHub tourist
▸ How the pipeline works
  1. 01Scrape.Pull every non-fork repo pushed in the last 90 days, plus your contribution calendar, followers, and language byte counts — straight from GitHub's REST & GraphQL APIs.
  2. 02Triage.A small model reads every repo's file tree + README and picks the 20 files per repo that actually reveal how you code.
  3. 03Grade each repo. All repos run in parallel through a fast scoring model that reads the picked files and rates each one independently on Impact, Quality, and Depth — with evidence citations.
  4. 04Aggregate. A larger reasoning model combines the per-repo scores with server-computed stats (heatmap, commit cadence, language entropy, follower count) to produce the 6-dimension profile score + roasts.
  5. 05Correct.Deterministic server-side checks enforce anchor-scale floors (e.g. a profile with 2,000+ public commits can't score 30 Consistency) and recompute the final verdict.

~90 seconds per profile, ~$0.25 in compute. Total of ~240 files read across your top-12 repos. One rating per GitHub account per day.

▸ Data sources & caveats
  • Heatmap & commit totals: GitHub GraphQL contributionsCollection — covers the last 365 days, includes private repos when the user has opted in (default).
  • Language %: byte totals across the top 30 owned non-fork repos.
  • Curve: a small upward nudge centered on raw score ≈ 70, capping at 100. Prevents specialists from being unfairly penalised for narrow breadth.
  • Anchor corrections: when server-measured signals (e.g. privateWorkLikely, multiRepoVolume, follower count) mandate a minimum category score, the aggregation step enforces it. These are signal-conditional, not identity-based floors.
JuliusBrussee · 78.4/100 — Rate My GitHub