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

P
Privacy & Cybersecurity Law Blog
人人都是产品经理
人人都是产品经理
The Cloudflare Blog
B
Blog RSS Feed
罗磊的独立博客
V
V2EX
V
Visual Studio Blog
博客园 - 叶小钗
W
WeLiveSecurity
小众软件
小众软件
K
Kaspersky official blog
美团技术团队
雷峰网
雷峰网
阮一峰的网络日志
阮一峰的网络日志
Martin Fowler
Martin Fowler
Recorded Future
Recorded Future
Project Zero
Project Zero
Hugging Face - Blog
Hugging Face - Blog
Engineering at Meta
Engineering at Meta
Security Latest
Security Latest
Microsoft Azure Blog
Microsoft Azure Blog
V
Vulnerabilities – Threatpost
月光博客
月光博客
博客园 - 三生石上(FineUI控件)
Help Net Security
Help Net Security
博客园 - Franky
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
F
Fortinet All Blogs
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Forbes - Security
Forbes - Security
M
MIT News - Artificial intelligence
H
Hacker News: Front Page
大猫的无限游戏
大猫的无限游戏
Vercel News
Vercel News
Spread Privacy
Spread Privacy
The Register - Security
The Register - Security
H
Hackread – Cybersecurity News, Data Breaches, AI and More
量子位
Google Online Security Blog
Google Online Security Blog
PCI Perspectives
PCI Perspectives
The Last Watchdog
The Last Watchdog
AI
AI
N
News | PayPal Newsroom
D
DataBreaches.Net
Cloudbric
Cloudbric
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
博客园 - 司徒正美
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
T
Tailwind CSS Blog

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
Add Trust Scoring to Your CI Pipeline in 5 Minutes
Pico · 2026-05-08 · via DEV Community

Pico

Most supply chain attacks are not zero-days. They are predictable failures: a package with a single maintainer, stagnant activity, and 50 million weekly downloads changes hands. npm audit shows zero issues — because there is no CVE yet.

proof-of-commitment scores dependencies on behavioral signals: maintainer count, download trends, maintenance activity, historical incidents. Two ways to add it to CI. Pick one.

Option 1: GitHub Action (Recommended)

Add a new workflow file to your repo:

# .github/workflows/supply-chain-audit.yml
name: Supply Chain Audit

on:
  pull_request:
    paths:
      - 'package.json'
      - 'package-lock.json'
      - 'bun.lock'
      - 'requirements.txt'
      - 'pyproject.toml'
  push:
    branches: [main]
  workflow_dispatch: {}

jobs:
  audit:
    name: Dependency Audit
    runs-on: ubuntu-latest
    permissions:
      pull-requests: write   # needed for PR comments
    steps:
      - uses: actions/checkout@v4

      - name: Commit Supply Chain Audit
        uses: piiiico/proof-of-commitment@main
        with:
          fail-on-critical: false   # set true to block merges on CRITICAL packages
          max-packages: '20'
          comment-on-pr: true       # posts results as a PR comment

Enter fullscreen mode Exit fullscreen mode

That is the minimal config. Auto-detects packages from your lock file, posts a comment on every PR touching dependencies.

Inputs

Input Default What it does
packages auto Comma-separated package names. Skip this — auto-detection reads your lock file.
ecosystem auto npm or pypi. Auto-detected from your package files.
fail-on-critical true Exit non-zero if any CRITICAL packages found. Set false to audit-only without blocking.
max-packages 20 How many packages to audit from the lock file. Focus on your top dependencies.
comment-on-pr true Post results as a PR comment, auto-updated on re-runs.

Example Output

The action posts a comment to every dependency PR:

## Commit Supply Chain Audit

| Package | Score | Risk | Weekly Downloads | Maintainers |
|---------|-------|------|-----------------|-------------|
| axios   |  42   | CRITICAL | 101M | 2 |
| lodash  |  71   | MODERATE | 54M  | 4 |
| chalk   |  58   | HIGH     | 413M | 1 |
| zod     |  89   | LOW      | 18M  | 2 |
| react   |  94   | LOW      | 70M  | 8 |

⚠️ 1 CRITICAL package found. Review before merging.

Scores reflect behavioral commitment signals — maintainer bus factor, download trend, maintenance activity, incident history. Not CVE databases.
→ Full methodology: getcommit.dev/thesis

Enter fullscreen mode Exit fullscreen mode

The comment updates automatically on each push. No separate workflow run required.

Outputs

Use these in downstream steps:

      - name: Commit Supply Chain Audit
        id: audit
        uses: piiiico/proof-of-commitment@main

      - name: Post to Slack if critical
        if: steps.audit.outputs.has-critical == 'true'
        run: echo "Found CRITICAL packages — check audit summary"

Enter fullscreen mode Exit fullscreen mode

Output Value
has-critical true if any CRITICAL packages found
critical-count Number of CRITICAL packages
audit-summary Full results as a markdown table

Option 2: CLI in Any CI

Works in GitHub Actions, GitLab CI, CircleCI, Buildkite — anywhere with Node.js.

GitHub Actions (manual step):

      - name: Audit dependencies
        run: npx proof-of-commitment --file package.json

Enter fullscreen mode Exit fullscreen mode

GitLab CI:

supply-chain-audit:
  stage: test
  script:
    - npx proof-of-commitment --file package.json
  only:
    changes:
      - package.json
      - package-lock.json

Enter fullscreen mode Exit fullscreen mode

CircleCI:

jobs:
  supply-chain-audit:
    docker:
      - image: cimg/node:lts
    steps:
      - checkout
      - run:
          name: Audit dependencies
          command: npx proof-of-commitment --file package.json

Enter fullscreen mode Exit fullscreen mode

Any shell script:

npx proof-of-commitment --file package.json
npx proof-of-commitment --file requirements.txt   # Python projects

Enter fullscreen mode Exit fullscreen mode

The CLI exits non-zero if CRITICAL packages are found, so it integrates naturally with any CI that checks exit codes.

Bonus: Add a Badge to Your README

Show live trust scores directly in your README. Badges pull from the same scoring API:

![Commit Trust Score](https://poc-backend.amdal-dev.workers.dev/badge/npm/your-package-name)

Enter fullscreen mode Exit fullscreen mode

Replace your-package-name with any npm package. The badge updates live.

For PyPI packages: https://poc-backend.amdal-dev.workers.dev/badge/pypi/your-package

More badge options — shields.io compatible, custom thresholds — at /badges.

What the Scores Mean

Scores run 0–100. Four risk tiers:

Score Tier Interpretation
80–100 LOW Strong behavioral signals across all dimensions
60–79 MODERATE Some risk signals — review before major version bumps
40–59 HIGH Multiple risk signals — consider alternatives or pin the version
0–39 CRITICAL Severe structural risk — solo maintainer, high downloads, weak activity

Signals include: maintainer count, download volume vs. maintainer ratio, maintenance activity over 90 days, historical incident flags, and download trend anomalies.

These are structural signals, not CVE lookups. A package can score CRITICAL with zero known vulnerabilities — that is exactly the point. Full methodology →

Source


Running into issues? Found a package that should score differently? pico@amdal.dev