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

cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
AWS News Blog
AWS News Blog
V
Vulnerabilities – Threatpost
D
Darknet – Hacking Tools, Hacker News & Cyber Security
量子位
博客园 - 叶小钗
AI
AI
T
Tor Project blog
Forbes - Security
Forbes - Security
W
WeLiveSecurity
博客园_首页
爱范儿
爱范儿
J
Java Code Geeks
B
Blog
G
GRAHAM CLULEY
aimingoo的专栏
aimingoo的专栏
Cloudbric
Cloudbric
C
CXSECURITY Database RSS Feed - CXSecurity.com
TaoSecurity Blog
TaoSecurity Blog
L
LINUX DO - 热门话题
阮一峰的网络日志
阮一峰的网络日志
有赞技术团队
有赞技术团队
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Simon Willison's Weblog
Simon Willison's Weblog
云风的 BLOG
云风的 BLOG
Google DeepMind News
Google DeepMind News
H
Help Net Security
博客园 - 三生石上(FineUI控件)
C
Cisco Blogs
C
Cybersecurity and Infrastructure Security Agency CISA
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
P
Palo Alto Networks Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Recent Commits to openclaw:main
Recent Commits to openclaw:main
博客园 - 司徒正美
The Last Watchdog
The Last Watchdog
Blog — PlanetScale
Blog — PlanetScale
T
The Blog of Author Tim Ferriss
S
Secure Thoughts
Spread Privacy
Spread Privacy
F
Fortinet All Blogs
月光博客
月光博客
大猫的无限游戏
大猫的无限游戏
S
SegmentFault 最新的问题
H
Hackread – Cybersecurity News, Data Breaches, AI and More
A
About on SuperTechFans
Security Latest
Security Latest
Webroot Blog
Webroot Blog
Scott Helme
Scott Helme
Hugging Face - Blog
Hugging Face - Blog

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 - think41/extrasuite: Token-efficient pull/edit/push workflow for AI agents editing Google Workspace files (Sheets, Docs, Slides, Forms) 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 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 - 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.
2026-04-16 · via Hacker News: Show HN

Zero-trust governance runtime for AI agent actions

v0.4.0 - Quick Start - Community Features - Docs - Testing

CI License Version 0.4.0 Rust

Agent Armor


Agent Armor 0.4.0 Community

0.4.0 is the current community release in this repository.

It ships a real governance runtime with:

  • the full 8-layer pipeline
  • sequence-aware session hardening for same-session multi-call behavior
  • persisted workspace rules and built-in policy templates
  • feature-gated WASM plugin loading, runtime evaluation, and CLI inspection
  • SQLite by default plus optional PostgreSQL support
  • expanded Python and TypeScript SDKs plus lightweight framework adapters
  • live HTTP end-to-end tests, CLI tests, and real plugin-path validation

It is stronger than 0.3.0, but it is still not the end of the full roadmap. The main remaining gaps are the durable-state restart story and the advanced CLI commands called out below.

Why It Exists

AI agents now get shell access, file access, HTTP access, database access, and secret access. Most stacks can execute tool calls, but they do not govern them well.

Agent Armor sits in front of those actions and decides:

  • allow
  • review
  • block

with an audit trail, risk scoring, and per-layer evidence.

What Ships In Community 0.4.0

Core Runtime

  • 8-layer deterministic governance pipeline
  • MCP-aware inspection path
  • ACP and A2A protocol inspection with built-in envelope validation
  • policy evaluation with workspace thresholds
  • policy templates and persisted workspace rules
  • secret reference planning
  • human review queue
  • audit trail and audit export
  • MCP proxy mode and MCP server mode over stdio

0.4.0 Hardening And Extensibility

  • adaptive risk scoring now consumes real session depth and recent timestamps
  • same-session arcs like file_read -> http are tested through integration and live HTTP paths
  • WASM plugin runtime is wired into the pipeline and exposed via:
    • GET /v1/plugins
    • POST /v1/plugins/reload
    • agent-armor plugins list
    • agent-armor plugins validate <path.wasm>
  • community/examples/plugins/review_hint.wat is compiled and validated in tests and CI

SDKs And Adapters

  • Python SDK covers governance, policy, plugin, audit, telemetry, review, threat intel, NHI, response, and rate-limit endpoints
  • TypeScript SDK covers the same runtime surface with sessionId support
  • dependency-light adapters are included for:
    • Python: OpenAI, LangChain, CrewAI, AutoGen
    • TypeScript: OpenAI, Vercel AI style middleware helpers

Operational Security Features

  • response scanning for secrets and PII in outputs
  • per-agent rate limiting
  • behavioral fingerprinting
  • threat intelligence feed and checks
  • SSE and webhook event delivery with DLQ

Storage And Runtime Hardening

  • SQLite storage backend
  • optional PostgreSQL backend behind --features postgres
  • versioned migrations in community/migrations/
  • agent-armor migrate for schema bootstrap and update
  • structured logging: pretty, compact, json
  • log filtering via RUST_LOG or AGENT_ARMOR_LOG_LEVEL
  • request and response correlation with x-request-id
  • governance result correlation with traceId

Current Community Limits

The following community items are still missing or incomplete:

  • durable-state persistence is only partially closed as a restart story nhi, session_graph, taint, fingerprint, and rate-limit state now have storage traits and persistence hooks, but startup hydration and restart-proof validation are not fully closed yet
  • enhanced CLI roadmap items are still open beyond the current commands watch, replay, benchmark, and policy-test are not shipped yet
  • SDK coverage is materially broader now, but some responses are still exposed as generic JSON objects instead of fully typed SDK models

Dashboard Status

The dashboard is a live operator console backed by real runtime endpoints.

It supports:

  • live overview metrics sourced from the audit, review, session, and analytics APIs
  • audit browsing with client-side filtering and CSV export of visible rows
  • a real review queue with approve and reject actions
  • selected-agent drill-down backed by analytics, fingerprint, and rate-limit endpoints
  • runtime controls and posture panels backed by health, firewall, threat intel, telemetry, and policy verification data

When the runtime is protected, the dashboard requires a valid API key and does not fall back to fake demo counters.

Quick Start

Source

cd community
cargo build --release

# Create a key before starting the server
./target/release/agent-armor gen-key --label local-dev

# Start the runtime
./target/release/agent-armor serve

# Inspect discovered plugins
./target/release/agent-armor plugins list

Open http://localhost:4010 for the dashboard.

Docker

docker compose up -d
docker compose exec agent-armor ./agent-armor gen-key --label local-dev

Bootstrap Modes

Protected /v1/* routes require a Bearer token.

Preferred bootstrap path:

cd community
./target/release/agent-armor gen-key --label local-dev
./target/release/agent-armor serve

For local exploration only, you can opt into open mode:

AGENT_ARMOR_OPEN_MODE=true ./target/release/agent-armor serve

Example Calls

# Health
curl http://localhost:4010/health

# Inspect a safe action
curl -X POST http://localhost:4010/v1/inspect \
  -H "Authorization: Bearer <key>" \
  -H "Content-Type: application/json" \
  -d '{
    "agentId": "openclaw-builder-01",
    "workspaceId": "ws-demo",
    "framework": "openclaw",
    "metadata": {
      "sessionId": "session-123"
    },
    "protocol": "mcp",
    "action": {
      "type": "file_read",
      "toolName": "filesystem.read",
      "payload": {
        "path": "README.md",
        "intent": "read documentation"
      }
    }
  }'

# Scan a tool response for leaked credentials
curl -X POST http://localhost:4010/v1/response/scan \
  -H "Authorization: Bearer <key>" \
  -H "Content-Type: application/json" \
  -d '{
    "requestId": "scan-1",
    "agentId": "openclaw-builder-01",
    "toolName": "terminal.exec",
    "responsePayload": {
      "secret": "AKIA1234567890ABCDEF"
    }
  }'

# List plugin registry state
curl http://localhost:4010/v1/plugins \
  -H "Authorization: Bearer <key>"

MCP Stdio Example

Run the built-in MCP client example to exercise initialize, tools/list, and tools/call against agent-armor mcp-server over stdio:

cd community
cargo run --example mcp_stdio_client

Plugin Example

A real example plugin source lives in community/examples/plugins/review_hint.wat. The runtime loads .wasm, so the test and CI path compiles that WAT source and validates it against the Agent Armor plugin ABI.

Docs

All current docs for 0.4.0 are linked here.

Document Purpose
docs/ARCHITECTURE.md Current runtime architecture and module boundaries
docs/DEMO.md Demo and local walkthrough
docs/CASE_STUDY.md Historical v2 benchmark and evaluation write-up
sdks/python/README.md Python SDK quick start and adapters
sdks/typescript/README.md TypeScript SDK quick start and adapters

API Highlights

Public

  • GET /
  • GET /health

Governance

  • POST /v1/inspect
  • GET /v1/audit
  • GET /v1/audit/export
  • GET /v1/audit/stats
  • GET /v1/reviews

Profiles And Policies

  • GET/POST /v1/profiles
  • GET/PUT/DELETE /v1/profiles/:id
  • GET/POST /v1/workspaces
  • GET/PUT/DELETE /v1/workspaces/:id
  • GET/POST /v1/workspaces/:id/rules
  • GET /v1/templates
  • GET /v1/templates/:name

Response Security

  • POST /v1/response/scan
  • GET /v1/response/patterns

Runtime Controls

  • GET /v1/rate-limit/status/:agent_id
  • GET/POST /v1/rate-limit/config
  • GET /v1/firewall/stats
  • POST /v1/firewall/scan
  • GET /v1/telemetry/spans
  • GET /v1/events/stream
  • GET /v1/plugins
  • POST /v1/plugins/reload

Identity And Auth

  • GET/POST /v1/auth/keys
  • DELETE /v1/auth/keys/:id
  • GET/POST /v1/nhi/identities
  • POST /v1/nhi/attest
  • POST /v1/nhi/challenge
  • POST /v1/nhi/verify

Testing And Verification

0.4.0 is verified at four layers plus SDK and plugin-path smoke checks:

  • unit tests
  • property tests
  • direct integration tests
  • live HTTP end-to-end tests
  • CLI tests
  • example plugin compilation and execution tests
  • TypeScript SDK build
  • Python SDK compile smoke

Current automated coverage:

  • 99 unit tests
  • 19 property tests
  • 10 integration tests
  • 8 end-to-end HTTP tests
  • 3 CLI tests
  • 2 example plugin tests

Total: 173 Rust tests plus TypeScript and Python SDK build checks.

Run them with:

cd community

# Full Rust suite
cargo test --features plugins

# Example plugin validation only
cargo test --features plugins --test plugin_example_tests

# HTTP E2E only
cargo test --test e2e_http_tests

# PostgreSQL build verification
cargo check --features postgres

# TypeScript SDK build
cd ../sdks/typescript && npm run build

# Python SDK compile smoke
cd ../python && python -m compileall agent_armor

The HTTP and integration tests exercise real authenticated requests, persisted workspace rules, same-session sequence behavior, real plugin directories, and pluginResults propagation in governance responses.

Open-Core Boundary

Community keeps:

  • runtime governance
  • storage backends
  • migrations
  • logging and observability basics
  • CLI, HTTP API, MCP proxy, dashboard, SDKs, adapters, and tests

Community does not currently include:

  • multi-tenant isolation
  • SSO, SAML, JWT, or RBAC
  • SIEM integrations
  • ML firewall features
  • enterprise admin UX

Contributing

See CONTRIBUTING.md.

License

Business Source License 1.1

Disclaimer

Agent Armor is a governance layer, not a complete security program. Use it as part of a broader security posture.