01 · Roasts
README? Optional, Apparently
4 of your 12 reviewed repos ship without a README — SuperBox-FE, TestMCPs, pragvo-landing, solune-studio. You write ARCHITECTURE.md and design.md but skip the one file every visitor reads first. Bold strategy.
Summer of Bitcoin Speedrunner
sherlock-bitcoin, coin-smith, and chain-lens were all last pushed on 2026-03-24 — one day, three repos, 9 Bitcoin heuristics, PSBT builders, and block parsers. Impressive burst, but not a single star between them. The blockchain isn't impressed yet.
The SuperBox Extended Universe
superbox.ai, SuperBox-FE, SuperBox-Executor, and TestMCPs — 4 repos for one product. The architecture is growing faster than the user base (8 stars total). Maybe ship v1 before building the Durable Objects executor?
772 Commits, 65 Total Stars
You committed 772 times this year across a portfolio spanning Go, Python, TypeScript, YARA, and Shell — and the entire account has accumulated 65 stars. That's one star per ~11.8 commits. The effort is real; the audience hasn't caught up.
Test Coverage: Selectively Applied
You nail tests in your Summer of Bitcoin repos and test-k8s, but SuperBox-Executor (0 stars, brand new), TestMCPs, pragvo-landing, solune-studio, and chain-lens all ship without a single test file. Quality is a sometimes-food.
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
- Impact25% weight68C
- Consistency20% weight65C
- Quality20% weight72B
- Depth15% weight65C
- Breadth10% weight80A
- Community10% weight55D
03 · Stats
365-day commit heatmap
231 active days
Language distribution
- TypeScript48%
- Python16%
- Go8%
- YARA7%
- JavaScript5%
- Shell5%
- Other11%
04 · Numbers
Owned repos
non-fork
36
Commits
last 12 months
772
Followers
68
Joined GitHub
Jun 2023
05 · Top repos
areebahmeddd /
sherlock-bitcoin
Summer of Bitcoin challenge submission: Bitcoin chain analysis engine applying 9 heuristics (CIOH, change detection, coinjoin, consolidation, etc.) via Go CLI and web UI. Typed, tested, well-documented with APPROACH.md design philosophy and BIP citations.
areebahmeddd /
test-k8s
FastAPI todo app with Kubernetes and CNCF ecosystem exploration. Well-typed Python backend with comprehensive tests, CI/CD, and extensive K8s deployment infrastructure. Zero stars/forks; personal learning project on test-k8s theme.
areebahmeddd /
superbox.ai
Multi-language MCP registry platform (Python CLI + Go backend) with 5-step security pipeline, comprehensive docs, tests, and CI. Young repo (10 months) with 8 stars, addressing centralized MCP discovery gap.
areebahmeddd /
Payzee
FastAPI payment processor for CBDC with citizen/vendor/govt auth, Redis persistence, typed models, comprehensive middleware, tests, and docs. 687 KB codebase shipping with routes, models, middleware, monitoring setup—active but early-stage CBDC project.
areebahmeddd /
coin-smith
Bitcoin PSBT builder for Summer of Bitcoin challenge; ships with greedy coin selection, transaction builder, full test suite (15+ unit tests), and web+CLI interfaces. Clean typed Go codebase with robust validation and BIP-174 compliance.
areebahmeddd /
gsoc-prototype
TypeScript browser extension for OpenFoodFacts with Nutri-Score/Eco-Score integration. Typed codebase, comprehensive tests (5 test files), documented design, but 0 stars and 36-day-old GSoC prototype with limited real-world adoption.
areebahmeddd /
chain-lens
Week 1 Summer of Bitcoin challenge: Bitcoin transaction & block analyzer CLI + web visualizer. Go-based parser with comprehensive script classification, segwit analysis, and block-level undo data support. Well-structured internal modules with docs/ folder and design docs.
areebahmeddd /
SuperBox-FE
TypeScript frontend project with comprehensive alternate documentation (design.md, ARCHITECTURE.md, STATUS.md), CI/tests enabled, but no README and minimal adoption (1 star, fresh repo ~5 months old).
areebahmeddd /
solune-studio
Early-stage TypeScript salon management dashboard with 0 stars, no documentation, tests, or CI. Shows 13 commits over ~2 months but lacks README and production-readiness markers.
areebahmeddd /
SuperBox-Executor
Brand-new MCP server executor on Cloudflare Workers + Durable Objects with TypeScript, documented architecture, but no tests, CI, or real-world adoption yet (0 stars, created April 11, 2026).
areebahmeddd /
pragvo-landing
TypeScript landing page project with no README, tests, or CI. 3.2 MB codebase with 11 commits over ~2 months shows basic effort but minimal documentation and no quality infrastructure.
areebahmeddd /
TestMCPs
Experimental MCP setup repository with minimal footprint (11 KB), no documentation, no tests, no CI, and 7 commits over ~4 months. Clearly a scratch/learning project.
06 · Timeline
- Jun 1, 2023Joined GitHub
- Apr 26, 2025Created Payzee — 💵 Pay Easy, Payzee!
- Jun 8, 2025Created superbox.ai — 📦 Discover, deploy, and test MCPs in isolated sandboxes
- Nov 3, 2025Created SuperBox-FE — Frontend for SuperBox
- Dec 22, 2025Created TestMCPs — Quick experiments and minimal MCP setups
- Dec 28, 2025Created solune-studio — Salon management dashboard for solune studio
- Jan 28, 2026Created pragvo-landing — Landing page for pragvo advisors
- Feb 28, 2026Created chain-lens — Bitcoin Transaction & Block Analyzer: Summer of Bitcoin (Challenge 1)
- Mar 6, 2026Created coin-smith — Bitcoin PSBT Builder: Summer of Bitcoin (Challenge 2)
- Mar 7, 2026Created test-k8s — Kubernetes and CNCF ecosystem
- Mar 19, 2026Created gsoc-prototype — 🍊 Browser Extension for OpenFoodFacts
- Mar 23, 2026Created sherlock-bitcoin — Bitcoin heuristics chain analysis engine: Summer of Bitcoin (Challenge 3)
- Apr 11, 2026Created SuperBox-Executor — Runs MCP servers on-demand via Cloudflare Workers and Durable Objects
- Apr 24, 2026Most recent push to gsoc-prototype
07 · Compare
08 · Rubric
How this score was produced
Overall = Σ (category × weight) + gentle top-end curve
Tier thresholds
▸ How the pipeline works
- 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.
- 02Triage.A small model reads every repo's file tree + README and picks the 20 files per repo that actually reveal how you code.
- 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.
- 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.
- 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.