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

Simon Willison's Weblog
Simon Willison's Weblog
Engineering at Meta
Engineering at Meta
宝玉的分享
宝玉的分享
有赞技术团队
有赞技术团队
Last Week in AI
Last Week in AI
博客园 - Franky
云风的 BLOG
云风的 BLOG
D
Docker
The Register - Security
The Register - Security
V
V2EX
The GitHub Blog
The GitHub Blog
B
Blog
N
Netflix TechBlog - Medium
WordPress大学
WordPress大学
T
The Blog of Author Tim Ferriss
Microsoft Security Blog
Microsoft Security Blog
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
博客园 - 叶小钗
人人都是产品经理
人人都是产品经理
J
Java Code Geeks
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
博客园 - 司徒正美
Google Online Security Blog
Google Online Security Blog
U
Unit 42
K
Kaspersky official blog
MongoDB | Blog
MongoDB | Blog
Cisco Talos Blog
Cisco Talos Blog
C
Cyber Attacks, Cyber Crime and Cyber Security
T
Tor Project blog
B
Blog RSS Feed
Security Latest
Security Latest
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Blog — PlanetScale
Blog — PlanetScale
T
Threat Research - Cisco Blogs
Recent Announcements
Recent Announcements
小众软件
小众软件
Stack Overflow Blog
Stack Overflow Blog
I
Intezer
C
CXSECURITY Database RSS Feed - CXSecurity.com
博客园 - 【当耐特】
Recorded Future
Recorded Future
Scott Helme
Scott Helme
D
Darknet – Hacking Tools, Hacker News & Cyber Security
The Cloudflare Blog
AI
AI
G
GRAHAM CLULEY
L
LangChain Blog
Google DeepMind News
Google DeepMind News
L
LINUX DO - 最新话题

Hacker News - Newest: "AI"

AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW over alleged racial discrimination Hacking MCP Servers in AI Systems – The Rug Pull: Tool Changes After Approval GitHub - MeepCastana/KubeezCut: Free Web based video editor GitHub - GenAI-Gurus/awesome-eu-ai-act: Curated tools, official sources, OSS, templates, and guides for EU AI Act compliance. Can AI judge journalism? A Thiel-backed startup says yes, even if it risks chilling whistleblowers Coming soon: 10 Things That Matter in AI Right Now DARPA built an AI to fact-check enemy weapons claims What explains heterogeneity in AI adoption? When AI Meets Muscle: Context-Aware Electrical Stimulation Promises a New Way to Guide Human Movements - Department of Computer Science AI Changed How We Build. It Did Not Change What Matters. Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Meta spins up AI version of Mark Zuckerberg to engage with employees Code Mode: Let Your AI Write Programs, Not Just Call Tools | TanStack Blog GitHub - Delavalom/graft: Go framework for building AI agents. Type-safe tools, multi-provider (OpenAI, Anthropic, Gemini, Bedrock), zero vendor SDKs. India's TCS tops estimates, says new AI models did not dent services demand Gen Z's fading AI hype Strong feeling: we are in a folded AI reality GitHub - machinarii/total-recall-catalog: A reference catalog of latest knowledge retrieval, memory & RAG systems GitHub - mensfeld/code-on-incus: Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.. Quantization, LoRA, and the 8% Problem: Benchmarking Local LLMs for Production AI Iran war: We spoke to the man making Lego-style AI videos that experts say are powerful propaganda Powell, Bessent discussed Anthropic's Mythos AI cyber threat with major U.S. banks GitHub - immartian/bellamem: Persistent belief-graph memory for AI agents. Retrieves decisive context by importance — not recency, not RAG, not /compact. recursive-mode: The Repo-Native Operating System for AI Engineering After the attack on Sam Altman's home, will AI CEO's go on the offensive? The biggest advance in AI since the LLM Opus 4.6 vs GPT 5.4 One Prompt Unity World Generation Test “AI polls” are fake polls Client Challenge Can AI be a 'child of God'? Inside Anthropic's meeting with Christian leaders How to Switch AI Chatbots and Why You Might Want To GitHub - MattMessinger1/agentic_refund_guardrail: Safe refund policy layer for AI agents — Python + TypeScript. Same behavior, shared tests. Adam/papers/emergent_values_whitepaper.md at master · strangeadvancedmarketing/Adam Ask HN: How do you stop playing 20 questions with your AI coding tools How far can automation and AI support psychotherapy? - @theU GitHub - stagas/rtdiff: realtime git diff gui and AI-assisted commits A Mac Studio for Local AI — 6 Months Later A History of the Early Years of AI at the University of Edinburgh Why AI Coding Tools Still Feel Stuck on Localhost MSN AI Datacenters Are Becoming Strategic Targets twitter.com Penn Researchers Use AI to Surface Unreported GLP-1 Side Effects in Reddit Posts Show HN: MoodSense AI (ML and FastAPI and Gradio, Deployed on Hugging Face) Moodsense Ai - a Hugging Face Space by aman179102 AI models are terrible at betting on soccer—especially xAI Grok GitHub - xialeistudio/echoic GitHub - HimashaHerath/github-dev-wrapped: AI-powered weekly GitHub activity reports deployed to GitHub Pages GitHub - alejandrobalderas/claude-code-from-source: Architecture, patterns & internals of Anthropic's AI coding agent — reverse-engineered from source maps AI and Tech brief: Ireland ascendant GitHub - Titovilal/context0: Context0 - Never Surrender Training for a Marathon with an AI Coach: What Worked and What Didn't Cyber Pulse: Agentic Intel - Apps on Google Play I Built an AI PR Reviewer That Catches Bugs by Not Looking for Bugs Gen Z workers are so fearful AI will take their job they’re intentionally sabotaging their company’s AI rollout | Fortune How AI Is Reimagining the Game of Golf–For Both Players and Courses GitHub - nattergabriel/reseed: A CLI tool for managing and distributing agent skills across projects Is SVG the final frontier? My AI workflow evolved from prompts to a near-autonomous workflow MLSharp Help - 3DGS Viewer & Generator I put my cognitive field based AI's runtime on GitHub Is Numble the first AI-proof game? A3: Kubernetes for autonomous AI agent fleets | Emergent Principles Deepali Vyas ("The Elite Recruiter") GitHub - msmarkgu/RelayFreeLLM: A restful API designed to route user prompts to various AI model providers. Unionized ProPublica staff are on strike over AI, layoffs, and wages Unleashing the Advantage of Quantum AI We're heading for an AI-fueled 'dementia crisis,' brain scientist warns The AI-Assisted Breach of Mexico's Government Infrastructure [pdf] GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. MSN GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness We gave an AI a 3 year retail lease in SF and asked it to make a profit | Andon Labs AI Code is Hollowing Out Open Source, and Maintainers are Looking the Other Way What leaked "SteamGPT" files could mean for the PC gaming platform's use of AI AI is the boss at this retail store. What could go wrong? GitHub - Wuzu11517/agentic-proxy: Local proxy meant to help reduce With Drones, Geophysics and ArtificiaI Intelligence, Researchers Prepare to Do Battle Against Land Mines A Single Operator, Two AI Platforms, Nine Government Agencies: The Full Technical Report 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% GitHub - inevolin/resume-cli: Hit Claude usage limits? Resume any AI coding session elsewhere. Switch tools at zero friction. 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. How to Build a Secure AI PR Reviewer with Claude, GitHub Actions, and JavaScript This Startup Wants You to Pay Up to Talk With AI Versions of Human Experts Intel Arc Pro B70 Brings 32GB VRAM to Local AI for $949 WordPress 7.0: The Good, the AI, and the Still Missing AI on the couch: Anthropic gives Claude 20 hours of psychiatry IatroBench: Pre-Registered Evidence of Iatrogenic Harm from AI Safety Measures AI Agents Know About Supabase. They Don't Always Use It Right. The history and future of AI at Google, with Sundar Pichai Inside an AI‑enabled device code phishing campaign How Meta Used AI to Map Tribal Knowledge in Large-Scale Data Pipelines AI for Systems: Using LLMs to Optimize Database Query Execution Forecasting the Economic Effects of AI Introducing Tinker: Play with AI, bring your ideas to life AI sheds light on an ancient gaming mystery People really hate AI but not as much as Iran—or Democrats | Fortune What is an AI Product Engineer? Phoebe Gates wants her $185 million AI startup to succeed with 'no ties to my privilege or my last name': 'I have a chip on my shoulder' | Fortune
GitHub - open-agent-security/openaca: Open Agent Composition Analysis
vinodkone · 2026-06-16 · via Hacker News - Newest: "AI"

Your dependency scanner can see your libraries. It usually cannot see the plugins, MCP servers, skills, hooks, commands, and bundled dependencies that compose your AI agent stack.

OpenACA is the open reference scanner for Agent Composition Analysis (ACA). It resolves stable identities for agent-stack components, builds an Agent BOM, and matches those components against known security advisories (OSV / GHSA / CVE / MAL).

Status: V0 - early and evolving, available on PyPI. Start with the Quickstart, then see the docs for scan modes, coverage, CLI reference, and schema details.

What OpenACA does

  • Identity Resolution - normalize agent config such as npx @scope/foo@1.4.0, Git-backed skills, and plugin marketplace refs into stable component identities.
  • Composition Graph - show how components enter the stack: host -> plugin -> skill / MCP server / hook -> dependency.
  • Risk Attribution - trace a vulnerable dependency back to the plugin, skill, or MCP server that introduced it.
  • Advisory Intelligence - match components against upstream OSV / GHSA / CVE / MAL records, enriched with agent-specific context where OpenACA has overlays.

OpenACA builds on upstream advisory records rather than minting its own IDs. It contributes agent-component identity, composition, and context on top.

Why OpenACA

Agent components are installed and activated through files most general-purpose SCA scanners do not read: mcp.json, .mcp.json, claude_desktop_config.json, .claude-plugin/plugin.json, .claude/settings.json, SKILL.md, and related host-specific state.

ACA is the AI-agent analogue of Software Composition Analysis (SCA):

Layer Inventories From these manifests
SCA Your library tree package.json, requirements.txt, lockfiles
ACA Your agent composition mcp.json, .claude-plugin/plugin.json, .claude/settings.json, marketplace registries

The two work together. Use a general-purpose SCA scanner for normal software dependencies, and OpenACA for the agent-installation surface those tools do not parse today.

Quickstart

Install

curl -fsSL https://raw.githubusercontent.com/open-agent-security/openaca/main/scripts/install.sh | sh

This bootstraps uv if needed, then installs OpenACA as an isolated CLI tool.

Scan your endpoint

This scans your user-level Claude Code config (~/.claude). Add --project <path> to include project-local skills, MCP servers, commands, agents, hooks, and plugin manifests.

Try it on a sample project

Drop a sample mcp.json in any empty directory and scan it:

mkdir openaca-demo && cd openaca-demo
cat > mcp.json <<'EOF'
{
  "mcpServers": {
    "git": {
      "command": "npx",
      "args": ["@cyanheads/git-mcp-server@1.1.0"]
    }
  }
}
EOF
openaca scan repo --target . --fail-on none

Expected output, abbreviated:

Inventory

repo .
└── direct components/
    └── MCPs/ (1)
        └── @cyanheads/git-mcp-server@1.1.0 (stdio via npx) (from mcp.json)  [! GHSA-3q26-f695-pp76]

Findings

Found 1 vulnerability in 1 package.

@cyanheads/git-mcp-server 1.1.0
  location: mcp.json
  fix:      upgrade to >=2.1.5

  HIGH  GHSA-3q26-f695-pp76  fixed in 2.1.5  @cyanheads/git-mcp-server vulnerable to command injection in several tools  [osv.dev]

Next
  emit Agent BOM: openaca bom repo --target . --output openaca-bom.json

For clean scans, posture examples, and expected output, clone the openaca-demo repo.

Scan modes

OpenACA has two primary scan modes:

  • openaca scan repo - review agent components declared in a repository, usually in CI or a PR check.
  • openaca scan endpoint - review agent components installed on a machine, such as a developer laptop or managed runner.

Both modes produce inventory and findings. The mode tells you what observation context the result came from: declared-in-source-control vs. installed-on-this-machine.

See Scan Modes for the details, including --project <path>.

GitHub Action

Add to .github/workflows/openaca.yml:

name: OpenACA
on: [push, pull_request]
jobs:
  scan:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: open-agent-security/openaca@v1
        with:
          fail-on: high           # high | any | none (default: any)
          # target: .             # path to scan (default: workspace)
          # sarif: results.sarif  # output path (default: openaca-results.sarif)

Findings appear as GitHub annotations on the PR. With GitHub Advanced Security, upload the SARIF to the Security tab via github/codeql-action/upload-sarif@v3.

Claude Code plugin

Prefer staying inside Claude Code? The OpenACA plugin wraps the scanner in slash commands:

/plugin marketplace add open-agent-security/openaca-claude-plugin
/plugin install openaca@openaca
  • /openaca:scan - run an endpoint or repo scan
  • /openaca:bom - generate an Agent BOM
  • /openaca:explain - explain a finding in conversation
  • /openaca:triage - guided review after agent config changes

The plugin is explicit-invocation only: no hooks, no background monitors, and no modification of your Claude Code settings.

Current coverage

OpenACA V0 focuses on declared and installed agent composition for Claude Code and Claude-family filesystem conventions.

Today it reads:

  • host-specific agent config such as .claude/settings.json, .mcp.json, mcp.json, claude_desktop_config.json, installed_plugins.json, SKILL.md, hooks, commands, and subagents;
  • package manifests and lockfiles when they belong to agent components, such as dependencies bundled by a Claude Code plugin.

Use --include-posture to include configuration-hygiene findings such as unpinned installs, insecure MCP endpoints, endpoint overrides, and MCP auto-approval.

See Coverage, CLI Reference, and Posture Findings for the full details.

Limitations

OpenACA V0 does not yet see:

  • programmatic SDK configuration embedded directly in source code;
  • non-Claude agent-host local state such as Codex CLI, Cursor, Windsurf, or VS Code agent-mode config;
  • vulnerabilities for local-only or source-less components that do not provide a package, Git, or external match coordinate;
  • live tool invocations or runtime blocking.

The Agent BOM format is pre-1.0. Field names, identities, and CLI output may change before the first stable schema release.

Docs

Status

V0, in development. See docs/specs/openaca-thesis.md for the thesis and V0 -> V1 roadmap, docs/adrs/ for architecture decisions, and docs/plans/ for implementation plans.

Contributing

See CONTRIBUTING.md for contribution guidance.

Coordinated disclosure

OpenACA does not mint vulnerability IDs. Vulnerabilities in agent components are filed upstream (CVE / GHSA / OSV / PYSEC / MAL); once an upstream record is public, contribute an OpenACA overlay per CONTRIBUTING.md.

For security issues in OpenACA's own code, see SECURITY.md. Do not file public issues for unembargoed vulnerabilities.

License