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

Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Microsoft Azure Blog
Microsoft Azure Blog
Cloudbric
Cloudbric
I
InfoQ
V
V2EX
博客园_首页
The Register - Security
The Register - Security
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
S
Secure Thoughts
Vercel News
Vercel News
Forbes - Security
Forbes - Security
云风的 BLOG
云风的 BLOG
PCI Perspectives
PCI Perspectives
L
LINUX DO - 最新话题
D
DataBreaches.Net
H
Hacker News: Front Page
Application and Cybersecurity Blog
Application and Cybersecurity Blog
B
Blog RSS Feed
A
About on SuperTechFans
N
News and Events Feed by Topic
Apple Machine Learning Research
Apple Machine Learning Research
Help Net Security
Help Net Security
Attack and Defense Labs
Attack and Defense Labs
N
Netflix TechBlog - Medium
Spread Privacy
Spread Privacy
F
Full Disclosure
Recorded Future
Recorded Future
AWS News Blog
AWS News Blog
博客园 - 【当耐特】
The Cloudflare Blog
T
Threatpost
T
Tor Project blog
Google DeepMind News
Google DeepMind News
C
CXSECURITY Database RSS Feed - CXSecurity.com
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
Recent Announcements
Recent Announcements
M
MIT News - Artificial intelligence
A
Arctic Wolf
C
Check Point Blog
Stack Overflow Blog
Stack Overflow Blog
T
Threat Research - Cisco Blogs
Security Archives - TechRepublic
Security Archives - TechRepublic
Hacker News - Newest:
Hacker News - Newest: "LLM"
WordPress大学
WordPress大学
Cyberwarzone
Cyberwarzone
小众软件
小众软件
C
Cyber Attacks, Cyber Crime and Cyber Security
P
Proofpoint News Feed
Security Latest
Security Latest
The Last Watchdog
The Last Watchdog

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
Prepush-Guardian: Catch Secrets and Broken Tests Before They Reach Git History
Nilofer 🚀 · 2026-06-01 · via DEV Community

Nilofer 🚀

You are about to push. There is a hardcoded API key buried in one of 30 changed files. Or you forgot to write a test for that new module. Or the test suite is silently failing. You will not know until it is already in git history.

Prepush-Guardian catches all of this before the push lands. It is a production-grade Git pre-push hook that scans staged files for secrets, auto-generates missing tests, runs your full test suite, and blocks the push if anything fails before it ever reaches the remote.

Why This Tool

Manual review - Misses things, does not scale, no enforcement
CI/CD only - Finds it after the push, already in history
prepush-guardian - Blocked at push time, before it ever reaches remote

  • Scans every staged file for 20+ secret patterns: AWS, GitHub PATs, private keys, database URLs, bearer tokens, and more
  • Shannon entropy scanner catches novel secrets not matched by patterns
  • Auto-generates missing tests using OpenRouter AI, with a template fallback if no API key is set
  • Runs your full test suite and blocks the push if coverage drops below threshold
  • Writes a markdown report at .neo/prepush-report.md for every push

Quick Start

# Clone and install the hook into your repo
git clone https://github.com/neo-ai/prepush-guardian
cd your-target-repo

# Install the pre-push hook
python3 /path/to/prepush-guardian/install.py

# Optional: set API key for AI test generation
cp .env.example .env   # fill in OPENROUTER_API_KEY

The hook runs automatically on every git push. To run manually:

python3 prepush_guardian.py

Environment Variables

cp .env.example .env
# Required only for AI-based test generation
# Free key at: https://openrouter.ai/keys
OPENROUTER_API_KEY=your_openrouter_api_key_here

Without an API key, the tool falls back to template-based test generation.

Commands

Detection Patterns

The secret scanner covers 20+ patterns across four severity levels:

The Shannon entropy scanner runs alongside the pattern matcher. It catches novel secrets - API keys or tokens not yet covered by a named pattern by flagging high-entropy strings assigned to variables named KEY, TOKEN, or SECRET.

Scoring and Thresholds

Configuration

Create .neo/config.json to customize behavior. It is auto-created with defaults if absent:
coverage_warn_threshold - default 70. Warn if coverage drops below this percentage.
coverage_block_threshold - default 50. Block push if coverage drops below this percentage.
block_on_low_severity - default false. Also hard-block on LOW findings.
auto_fix_gitignore - default true. Add sensitive filenames to .gitignore automatically.
generate_missing_tests - default true. Auto-generate tests for untested source files.
skip_test_check_for - default ["migrations/", "scripts/", "docs/"]. Directories excluded from test generation.

Exit Codes

0 : All checks passed - push proceeding
1 : Push blocked - CRITICAL/HIGH findings or test failures

File Structure

prepush-guardian/
├── prepush_guardian.py      # Main orchestrator
├── leak_detector.py         # Phase 1: secret & entropy detection
├── test_generator.py        # Phase 2: AI test generation
├── test_runner.py           # Phase 2: test execution + coverage
├── reporter.py              # Phase 3: markdown report
├── install.py               # Hook installer
├── requirements.txt
├── .env.example
├── .gitignore
├── LICENSE
├── CONTRIBUTING.md
├── architecture.excalidraw
├── infographic.svg
└── tests/
    ├── test_leak_detector.py
    └── fixtures/
        ├── sample_with_secrets.py
        └── sample_clean.py

The three-phase structure maps cleanly to the file names - leak_detector.py handles Phase 1, test_generator.py and test_runner.py handle Phase 2, and reporter.py handles Phase 3. prepush_guardian.py orchestrates all three phases in sequence.

How I Built This Using NEO

This project was built using NEO. NEO is a fully autonomous AI engineering agent that can write code and build solutions for AI/ML tasks including AI model evals, prompt optimization and end to end AI pipeline development.

The requirement was a production-grade Git pre-push hook that catches secrets, validates test coverage, and auto-generates missing tests - blocking the push before anything problematic reaches the remote. NEO planned, wrote, tested, and verified every file in this repository without human intervention: the main orchestrator in prepush_guardian.py, the secret and entropy scanner in leak_detector.py covering 20+ patterns, the AI test generator in test_generator.py with OpenRouter integration and template fallback, the test runner and coverage checker in test_runner.py, the markdown report generator in reporter.py, the hook installer in install.py, and the test suite with fixtures.

How You Can Use and Extend This With NEO

Install it into every repo your team pushes from.
Run python3 install.py once in each repository. From that point, every git push runs the full three-phase check automatically, no CI changes, no developer workflow changes. Secrets and test failures are blocked before they reach the remote.

Tune the thresholds to match your team's standards.
The .neo/config.json file controls coverage warn and block thresholds, whether LOW-severity findings hard-block the push, and which directories are excluded from test generation. These can be committed to the repo so the same standards apply across the whole team.

Use the markdown report as a push audit trail.
Every push writes a report to .neo/prepush-report.md.This gives you a record of what was scanned, what was found, and what was blocked, useful for teams with compliance requirements or for debugging why a push was blocked.

Extend the detection patterns in leak_detector.py.
The secret scanner covers 20+ named patterns. Adding a new pattern for a domain-specific secret type means adding it to the pattern list in leak_detector.py. It is immediately active on the next push with no other changes needed.

Final Notes

The gap between "I think this is clean" and "I know this is clean" is where prepush-guardian lives. Secrets get committed because no one checked. Tests go missing because there was no enforcement. prepush-guardian closes both gaps at the moment they matter most before the push lands.
The code is at https://github.com/dakshjain-1616/prepush-guardian
You can also build with NEO in your IDE using the VS Code extension or Cursor.
You can use NEO MCP with Claude Code: https://heyneo.com/claude-code