MerlijnW70

MerlijnW70 / sota-scan

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Is your project as good as the best out there? sota-scan benchmarks your repo against real top projects and hands you a scorecard + to-do list. A Claude Code skill.

ai-agents anthropic benchmarking claude-code code-quality
11
3
89% credibility
Found Jun 01, 2026 at 11 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
JavaScript
AI Summary

sota-scan is a tool that helps developers understand how their project compares to the best projects in their field. You add it to your AI coding assistant, ask it to analyze your project, and it reads the top competing projects to build a detailed comparison. You get a scorecard showing your ranking (from 'ahead of the pack' to 'needs work') plus a ranked to-do list showing exactly what to add next, with references to real projects that already do it. It's designed for occasional use—before a launch or investor pitch—rather than running on every commit. The whole thing runs through conversation with your AI assistant; no technical setup required beyond copying two files into place.

How It Works

1
💡 Curious about your project

You're building something and wonder if it measures up to the best in your space.

2
🔧 Add the tool to your AI assistant

You copy two files into your AI coding assistant's folder, and it suddenly knows how to run the comparison.

3
🎯 Ask to analyze your project

You say something like 'Is my project top-tier?' and your assistant starts the deep comparison.

4
🔍 It reads your competitors' code

Your assistant visits the best projects in your field, reads their actual code, and takes notes on what they do.

5
📊 Compare everything side by side

It builds a matrix showing what you have, what they have, and where the gaps are.

🎉 Get your scorecard and to-do list

You see exactly how you stack up, ranked by what matters most, with a clear next step to catch up.

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Star Growth

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AI-Generated Review

What is sota-scan?

sota-scan is a Claude Code skill that benchmarks your project against real top projects in your space and spits back a scorecard with a ranked to-do list. Point it at your repo, tell it what domain you're working in, and it fires up agents that read actual code from leading projects to figure out what they have that you don't. You get a coverage percentage, a tier ranking (FRONTIER, COMPETITIVE, BEHIND, or LAGGING), and a prioritized list of gaps with sources and suggested first steps. It's built in JavaScript and runs as a workflow inside Claude Code.

Why is it gaining traction?

Most tooling tells you what you should do in the abstract. sota-scan names the project that already does it, which is a massive difference. Instead of "add more tests," you get "add injection detection from project-x, here's the first file to touch." The confidence scoring on both the gap and the proposed patch adds some guardrails so you're not chasing low-value improvements. Three depth levels (quick, standard, exhaustive) let you decide how much research you want to burn through, which matters if you're paying per token.

Who should use this?

Mid-stage projects that want to ship feature-complete releases without missing obvious table-stakes capabilities. If you're prepping for a launch, pitching investors, or just lost perspective on where your repo stands, this gives you a concrete list to work from. Early-stage projects will probably find the feedback overwhelming since everything looks like a gap when you're building from scratch.

Verdict

The idea is solid and the workflow design is thoughtful, but the repository is essentially two files with 11 stars, so the credibility score of 0.8999999761581421% signals this is a one-person experiment rather than battle-tested infrastructure. Try it once with `quick` mode before committing to anything serious.

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