惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

雷峰网
雷峰网
宝玉的分享
宝玉的分享
I
InfoQ
P
Privacy International News Feed
V
V2EX
IT之家
IT之家
S
SegmentFault 最新的问题
D
Darknet – Hacking Tools, Hacker News & Cyber Security
V2EX - 技术
V2EX - 技术
C
CERT Recently Published Vulnerability Notes
C
Check Point Blog
The Register - Security
The Register - Security
爱范儿
爱范儿
博客园 - 三生石上(FineUI控件)
AWS News Blog
AWS News Blog
M
MIT News - Artificial intelligence
C
Cyber Attacks, Cyber Crime and Cyber Security
F
Fortinet All Blogs
B
Blog
N
Netflix TechBlog - Medium
B
Blog RSS Feed
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
Last Week in AI
Last Week in AI
T
Threatpost
Forbes - Security
Forbes - Security
U
Unit 42
A
Arctic Wolf
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
P
Palo Alto Networks Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Recorded Future
Recorded Future
L
Lohrmann on Cybersecurity
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
P
Proofpoint News Feed
月光博客
月光博客
Spread Privacy
Spread Privacy
MongoDB | Blog
MongoDB | Blog
Jina AI
Jina AI
I
Intezer
V
Visual Studio Blog
阮一峰的网络日志
阮一峰的网络日志
The Hacker News
The Hacker News
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
L
LangChain Blog
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
博客园_首页
MyScale Blog
MyScale Blog
腾讯CDC
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
量子位

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
I built a repo structural audit — bus factor, churn, god files, dependency rot, gap analysis
Adith Sanjay · 2026-04-26 · via DEV Community

Linor Repo Report runs six independent analysis engines against any GitHub repo and produces a structural diagnosis:

Bus factor risk, churn and instability, structural integrity, dependency health, gap analysis, and code quality signals.

Every finding names exact files, exact modules, exact counts. No hand-waving.

I ran it on OpenClaw.

Result: D grade, 40/100.

  • 8 god files — one with 198 functions
  • 5 modules at critical bus factor risk100% owned by a single contributor
  • Accelerating churn in files that had zero changes in the prior 90 days
  • Co-change clusters with cohesion scores showing hidden coupling
  • Revert-prone files with extracted revert reasons
  • Potential hardcoded secret exposure flagged
  • Missing linting/formatting configuration
  • Zero PR discussion across hundreds of PRs

Full unfiltered artifact — the actual output, not a summary:

https://drive.google.com/file/d/19Zt_93lHwzGcwyoSwDYHscFy4tFmVppp/view

I also ran it on Linor itself.

It scored 44/100.

The system diagnosed its own creator:

Circular dependencies, flat module structure, 8 god files, Bus Factor F across 5 modules.

I shipped that result publicly because a tool that protects its creator's comfort is not a tool anyone should trust with their production codebase.

What each engine does

Bus Factor Risk

Maps per-module contributor concentration, dominant contributor percentages, single-owner file counts, and critical risk zones.

Shows you exactly where one person leaving kills delivery.

Churn & Instability

Detects accelerating files against a 90-day baseline, co-change clusters with cohesion scores, and revert-prone files with revert reasons extracted from git history.

Shows you which files are changing together in ways that suggest hidden coupling.

Structural Integrity

Classifies architectural patterns per module and flags god files, orphan files, circular dependencies, and cross-module coupling.

Shows you where the architecture says one thing and the code does another.

Dependency Health

Counts direct and transitive dependencies, dependency-to-source ratio, lockfile verification, duplicate-purpose overlap, and deprecated package detection.

Shows you dependency scale and dependency hygiene in one view.

Gap Analysis

Checks for CI/CD presence, linting/formatting config, error-handling coverage, environment templates, type safety, documentation surface, test-to-source ratios, and hardcoded secret scanning.

Shows you what infrastructure is missing or underpowered.

Code Quality Signals

Measures function complexity, monolithic files, naming consistency, comment density, commit message quality, PR discussion culture, and average time to merge.

Shows you code health trends across the whole repo, not just one file.

Output

The output includes:

  • Overall grade
  • Numerical score
  • Six individual grades
  • Synthesized summary
  • Prioritized roadmap with rationale and concrete actions

I built this because consulting firms charge $10K–$15K for this kind of structural review and take two weeks.

I wanted it to exist as a self-serve tool that any founder or engineering lead could run without hiring anyone.

Happy to answer questions about methodology, scoring, or the analysis pipeline.