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

WordPress大学
WordPress大学
Jina AI
Jina AI
博客园 - 三生石上(FineUI控件)
The Hacker News
The Hacker News
Project Zero
Project Zero
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
S
Security @ Cisco Blogs
B
Blog RSS Feed
N
News | PayPal Newsroom
GbyAI
GbyAI
Microsoft Azure Blog
Microsoft Azure Blog
H
Hackread – Cybersecurity News, Data Breaches, AI and More
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
K
Kaspersky official blog
Application and Cybersecurity Blog
Application and Cybersecurity Blog
G
GRAHAM CLULEY
C
CXSECURITY Database RSS Feed - CXSecurity.com
P
Palo Alto Networks Blog
Blog — PlanetScale
Blog — PlanetScale
小众软件
小众软件
Scott Helme
Scott Helme
F
Full Disclosure
Forbes - Security
Forbes - Security
F
Fortinet All Blogs
宝玉的分享
宝玉的分享
Help Net Security
Help Net Security
C
Check Point Blog
S
Secure Thoughts
Security Latest
Security Latest
T
The Exploit Database - CXSecurity.com
AI
AI
P
Privacy International News Feed
G
Google Developers Blog
J
Java Code Geeks
P
Proofpoint News Feed
W
WeLiveSecurity
Microsoft Security Blog
Microsoft Security Blog
美团技术团队
T
Threat Research - Cisco Blogs
Simon Willison's Weblog
Simon Willison's Weblog
O
OpenAI News
The Register - Security
The Register - Security
Know Your Adversary
Know Your Adversary
量子位
Recorded Future
Recorded Future
MongoDB | Blog
MongoDB | Blog
U
Unit 42
博客园 - Franky
V
Visual Studio Blog
博客园_首页

Hacker News: Show HN

PurrrrrFocus: Pomodoro Timer App - App Store Workflow Engine — Multi-Step Orchestration for Bun RapidPhoto: Pro Photo Editor App - App Store GitHub - DheerG/swarms: Achieve extraordinary results with claude code across a variety of tasks SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads Show HN: VCoding – A 5 MB native Windows IDE with no dynamic dependencies Show HN: LLMs don't hallucinate because they're bad at math, it's the format GitHub - Agent-FM/agentfm-core: AgentFM is a peer-to-peer network that turns everyday computers into a decentralized AI supercomputer. AgentFM lets you run massive AI workloads directly across a global mesh of idle CPUs and GPUs. Show HN: Tracking Top US Science Olympiad Alumni over Last 25 Years GitHub - Potarix/agent-hub: One place to talk to all your agents Show HN: Runtime security for AI agents(injection,tool abuse, data exfiltration) GitHub - dubeyKartikay/lazyspotify: Terminal Spotify client for macOS and Linux GitHub - the-banana-tool/king-louie: Easy to use GUI Personal AI Assistant. Win/Linux/Mac. Show HN I made my vacation rental bookable by AI agents–no Airbnb, 0% commission GitHub - basteez/jsf-autoreload: maven plugin to enable hot reload on jsf projects uvm32/hosts/host-gdbstub at main · ringtailsoftware/uvm32 GitHub - labsai/EDDI: Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus. GitHub - glitchnsec/fortyone-oss: AI Executive Assistant Platform Quickstart | Alien GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. GitHub - ocrbase-hq/ocrbase: 📄 PDF/IMG ->.MD/JSON Document OCR API for PaddleOCR and GLMOCR. Self-hostable. GitHub - impactjo/home-memory: MCP server that lets your AI assistant remember everything about your home. GitHub - Sets88/dbcls: DbCls is a powerful terminal database client that supports various databases GitHub - neptun2000/heor-agent-mcp GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh RollQuation: Math Puzzles - Apps on Google Play GitHub - dropbox/witchcraft Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis GitHub - opentalon/opentalon: OpenTalon is an open-source platform built from the ground up in Go as a robust alternative to OpenClaw LinkedIn™ 职位抓取工具 - Chrome 应用商店 GitHub - EdoardoBambini/Agent-Armor-Iaga: AI agents are getting tool access — shell, file system, databases, APIs, secrets. But **nobody is governing what they actually do with it**. Frameworks like LangChain, CrewAI, AutoGen, and Claude Code give agents the power to execute. Agent Armor gives you the power to control, audit, and approve every single action before it happens. HN Vibes — Week 15, Apr 7–13 2026 GitHub - chojs23/ec: Easy terminal-native 3-way git mergetool vim-like workflow GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. GitHub - JakOb-dotcom/cloud-sandbox-security-analysis: Technical analysis and Proof of Concept (PoC) regarding environment variable exfiltration in containerized cloud sandboxes via side-channel data leaks. Springboards - Flint Alpha Show HN: A simpler coding agent harness GitHub - audiodude/sudomake-friends GitHub - 256thFission/mini-mythos: OSS clone of Anthropic’s Mythos harness to locate C/C++ memory vulnerabilities Show HN: OpenParallax: OS-level privilege separation for AI agent execution Hacker News Sorted - Chrome 应用商店 Show HN: How to Install Docker on Ubuntu 24.04 LTS: Complete 2026 Guide GitHub - himanshudongre/smriti GitHub - sverrirsig/claude-control: macOS desktop dashboard for monitoring and managing multiple Claude Code sessions GitHub - ory/dockertest: Write better integration tests! Dockertest helps you boot up ephermal docker images for your Go tests with minimal work. Chiral - Chrome 应用商店 Show HN: Two Claudes collaborating through shared memory on a $100 mini-PC GitHub - pmichaillat/latex-cv: Minimalist LaTeX template for academic CVs GitHub - oguzbilgic/posse: A web UI for Anthropic Managed Agents. GitHub - sshiraz/depsly: Dependency risk analysis tool for npm packages ABI Add safari/agent-harness — Safari browser automation via safari-mcp by achiya-automation · Pull Request #212 · HKUDS/CLI-Anything GitHub - Halfblood-Prince/trustcheck: Verify PyPI package attestations and improve Python supply-chain security GitHub - oguzbilgic/kern-ai: Agents that do the work and show it. GitHub - bruits/satteri: High-performance Markdown and MDX processing for the JavaScript ecosystem GitHub - tylergibbs1/feedstock: High-performance web crawler and scraper for TypeScript, powered by Bun and Playwright GitHub - Grimm67123/grimmbot: The self-improving sandboxed and open-source AI agent. With persistent memory and scheduling. GitHub - whitevanillaskies/whitebloom: Local whiteboard that blooms. GitHub - hwdsl2/docker-whisper: Docker image for a self-hosted Whisper speech-to-text server with speaker diarization and OpenAI-compatible transcription and translation APIs. Powered by faster-whisper. Supports all Whisper models, NVIDIA GPU (CUDA) acceleration, JSON/SRT/VTT output, SSE streaming, offline mode, and multi-arch (amd64, arm64). GitHub - yisding/reviewwiggum GitHub - MarwanAlsoltany/serrors: Structured errors for Go: sentinel hierarchies, typed data, custom formatting, and slog integration. GitHub - soatok/age-php GitHub - Luthiraa/markitme GitHub - stagas/rtdiff: realtime git diff gui and AI-assisted commits GitHub - tombedor/excalicharts GitHub - wh1le/excalidraw-edit: Open and edit .excalidraw files from the terminal. Offline, auto-saves to disk. MalExt Sentry - Malicious Extension Scanner - Chrome 应用商店 GitHub - syi0808/asciianimesvg: Generate animated ASCII art SVGs from text. CLI, Rust library, WASM, and web editor. GitHub - zaina-ml/ml_forge: A visual-based graph node editor for training computer vision models. GitHub - anakin87/llm-rl-environments-lil-course: 🌱 A little course on Reinforcement Learning Environments for evaluating and training Language Models GitHub - takaakit/superpowers-uml: Superpowers-UML modifies Superpowers to ensure a software development workflow in which AI agents design through UML modeling. AdriByte Studio - Sviluppo Web e Soluzioni Digitali GitHub - chouligi/angel-copilot: Your personalized Angel Investment Advisor Show HN: MoodSense AI (ML and FastAPI and Gradio, Deployed on Hugging Face) Moodsense Ai - a Hugging Face Space by aman179102 GitHub - agenteractai/lodmem: Level Of Detail Context Management for Agents GitHub - ostefani/subnetlens: A fast, concurrent network scanner with a TUI and plain-text CLI, built in Go. It discovers live hosts on your network, scans their open ports, resolves hostnames, and fingerprints operating systems—delivered. Cyber Pulse: Agentic Intel - Apps on Google Play Whisper API: Self-Hostable Speech to Text Transcription The Agent-Web Protocol Stack: A Research Thesis GitHub - msmarkgu/RelayFreeLLM: A restful API designed to route user prompts to various AI model providers. Show HN: Provepy – A Python decorator that proves your code using Lean and LLMs Show HN: Pardonned.com – A searchable database of US Pardons GitHub - patrickdappollonio/dux: Dux is a terminal UI that lets you run multiple AI coding agents side by side, each in its own git worktree, with full companion terminals, macros, commit generation, and a command palette that knows more tricks than you do. kMC Crystal Simulator Show HN: HyperFlow – A self-improving agent framework built on LangGraph GitHub - stef41/vibescore: 🎵 Grade your vibe-coded project. One command, instant letter grade across security, quality, dependencies, and testing. GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. imgur.com GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% GitHub - atripati/ark: AI Runtime Kernel — a context operating system for AI agents. Eliminates tool bloat, loads only what’s needed, and gives LLMs their reasoning space back. GitHub - nowork-studio/toprank: Open-source Claude Code skills for SEO, SEM, Google Ads GitHub - tacomanator/sash: Lightweight macOS menu bar app for reliably cycling through windows of the current application. Appents | Social Media Management for Product-First Teams GitHub - pnhoang/youtube-spam-blocker: Automatically detects and hides spam messages in YouTube Live chat. Set rate limits, keyword filters, and block repeat offenders. GitHub - decisionnode/DecisionNode: CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable. GitHub - AvaCodeSolutions/django-email-learning: An open source Django app for creating email-based learning platforms with IMAP integration and React frontend components. The $100K Gap in Kubernetes Security Tooling Function Calling Harness: From 6.75% to 100%
GitHub - marshal-hq/marshal: Behavioral security monitoring for JVM dependencies. Catches malicious package updates before CVEs exist
marshalhq · 2026-06-16 · via Hacker News: Show HN

Behavioral supply-chain security for JVM dependencies.

Marshal watches how packages change on Maven Central and scores every update on a 0–100 risk scale. A maintainer swap, a dropped GPG signature, a sudden jump in dependency count: these show up the day a version is published, long before a CVE exists. Risky updates fail your PR check with a clear reason. It's built for Java teams on Maven that auto-merge dependency updates and want a way to catch the bad ones before they hit the build.

PR comment showing Marshal findings

Marshal demo

javax.activation:activation scores ORANGE 55/100 — GPG signature dropped between versions.

Quick start

Requires Java 21 or later to run the CLI. The GitHub Action bundles its own runtime, so there's nothing to install on the Action path.

Add this to your repo at .github/workflows/marshal.yml:

name: Marshal

on:
  pull_request:
    paths: ['pom.xml']

jobs:
  marshal:
    runs-on: ubuntu-latest
    permissions:
      contents: read
      pull-requests: write
    steps:
      - uses: actions/checkout@v4
      - name: Marshal scan
        uses: marshal-hq/marshal/marshal-action@v0.1.0
        with:
          pom-path: pom.xml
          threshold: red
          fail-on: fail
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

Or run the CLI directly:

# Download
curl -fsSL https://github.com/marshal-hq/marshal/releases/download/v0.1.0/marshal-cli-0.1.0.jar \
  -o marshal.jar

# Scan a project
java -jar marshal.jar scan --pom pom.xml

Using Marshal

On a pull request (recommended). Add the workflow above. On every PR that touches pom.xml, Marshal scans the dependency changes and posts a comment with any findings. Set fail-on: fail with threshold: red to block merges on critical findings, or set fail-on: never to comment without blocking. Safe updates pass silently.

Locally, before you commit. Scan any project from the command line:

java -jar marshal.jar scan --pom pom.xml

Pick an output format depending on where the result goes:

java -jar marshal.jar scan --pom pom.xml                 # human-readable terminal output
java -jar marshal.jar scan --pom pom.xml --output json   # for CI and scripting
java -jar marshal.jar scan --pom pom.xml --output md      # markdown, e.g. for PR comments

Marshal exits with a non-zero code when a finding reaches your fail-on threshold, so it drops into any CI pipeline, not just GitHub Actions.

What it catches

Signal What it means
Signature dropped Package was GPG-signed in prior releases, now it's not
Missing signature This release has no GPG signature
New maintainer Different signing key or publisher account from prior version
Dependency explosion Dependency count grew more than 3× in one release
Major version jump Version jumped by more than 2 major versions
Repo URL changed Source repository URL is different from prior version
Yanked version Package was yanked or retracted after publication

Each update gets a 0–100 risk score. Risky findings show up as a PR comment with the evidence and a recommendation.

Real-world coverage

Five historical supply-chain attacks are in the test suite as replay fixtures, each reconstructed from metadata that was visible at the time:

event-stream (npm, 2018): A new maintainer published a version with a malicious dependency (flatmap-stream) and no GPG signature. The NEW_MAINTAINER and DEPENDENCY_EXPLOSION signals fire, scoring ORANGE at 60 points.

ua-parser-js (npm, 2021): Account takeover. The attacker published from a different key. NEW_MAINTAINER and SIGNATURE_DROPPED fire, scoring RED.

node-ipc protestware (npm, 2022): The legitimate maintainer added a destructive payload, dependency count ballooned, and the version was later yanked. SIGNATURE_DROPPED, DEPENDENCY_EXPLOSION, and YANKED_VERSION fire.

PyTorch-nightly dependency confusion (2022): A malicious package was published to PyPI before the legitimate one. First publish with no signature and later yanked: MISSING_SIGNATURE and YANKED_VERSION score YELLOW.

XZ Utils (2024): Slow social engineering over two years. Marshal would have caught the initial maintainer handoff (NEW_MAINTAINER, partial signal), but the attacker spent months earning trust before introducing the backdoor, which is exactly the kind of thing static behavioral signals miss. Worth being honest about: this is a limit of the approach, not a case the tool handles.

How it works

  1. WATCH: Marshal fetches version history and metadata for every dependency in your project from Maven Central.
  2. ANALYZE: Each new version is scored against 7 behavioral signals: maintainer changes, signature drops, dependency explosions, and more.
  3. BLOCK: Risky updates fail your PR check with a clear reason. Safe updates pass silently.

What Marshal is not

Marshal is not a CVE scanner. It doesn't look up known vulnerabilities, and it isn't trying to. Snyk, Dependabot, and OWASP Dependency-Check already handle that. What they can't see is the malicious update that nobody has reported yet, because there's no CVE on day zero. That's the gap Marshal fills. Keep your CVE scanner. Add Marshal next to it.

Configuration

Place marshal.yml at your project root to customize behavior:

rules:
  disabled: []
  overrides: {}

thresholds:
  fail-on: red      # red | orange | yellow
  warn-on: orange

allowlist:
  packages: []
    # - "org.springframework:*"

notifications:
  slack:
    webhook: ${MARSHAL_SLACK_WEBHOOK}
    min-level: red

Full reference: examples/marshal.yml. Rules can be disabled individually. Allowlisted packages are skipped entirely. Slack alerts fire when findings reach or exceed min-level.

Status

Marshal is in early development (v0.1.0). The detection engine covers Maven Central with 7 behavioral rules. Gradle is coming soon, with npm and PyPI after that.

What works:

  • CLI scanning of Maven (pom.xml) projects
  • GitHub Action with PR comments
  • Risk scoring with configurable thresholds
  • Slack alerts on critical findings

What's next:

  • Gradle build file support (build.gradle, build.gradle.kts) — coming soon
  • Transitive dependency resolution (currently direct deps only)
  • npm ecosystem support
  • PyPI ecosystem support
  • Hosted continuous watching (SaaS)

License

Apache 2.0. See LICENSE.

Links