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

C
CERT Recently Published Vulnerability Notes
U
Unit 42
T
The Blog of Author Tim Ferriss
H
Hackread – Cybersecurity News, Data Breaches, AI and More
B
Blog RSS Feed
Microsoft Azure Blog
Microsoft Azure Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
S
Securelist
L
Lohrmann on Cybersecurity
Blog — PlanetScale
Blog — PlanetScale
Recorded Future
Recorded Future
D
DataBreaches.Net
Spread Privacy
Spread Privacy
T
Threat Research - Cisco Blogs
I
Intezer
P
Palo Alto Networks Blog
Simon Willison's Weblog
Simon Willison's Weblog
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
I
InfoQ
宝玉的分享
宝玉的分享
Security Latest
Security Latest
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
T
Threatpost
Cisco Talos Blog
Cisco Talos Blog
P
Proofpoint News Feed
博客园 - 司徒正美
H
Hacker News: Front Page
Y
Y Combinator Blog
爱范儿
爱范儿
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
NISL@THU
NISL@THU
月光博客
月光博客
有赞技术团队
有赞技术团队
Cloudbric
Cloudbric
酷 壳 – CoolShell
酷 壳 – CoolShell
G
Google Developers Blog
A
Arctic Wolf
博客园 - 【当耐特】
W
WeLiveSecurity
V
Visual Studio Blog
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
V
V2EX
C
Cyber Attacks, Cyber Crime and Cyber Security
S
SegmentFault 最新的问题
The GitHub Blog
The GitHub Blog
The Cloudflare Blog
Stack Overflow Blog
Stack Overflow 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 - 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 - BeeZeeAgent/beezee: Agent harness orchestration
PAndreew · 2026-05-27 · via Hacker News: Show HN

BeeZee

BeeZee is an agent orchestrator, observability and convenience tool. I tried to scratch my own itch(es), maybe it will be useful for You, too. :) It runs a local web server, detects available coding agents such as Claude Code and Codex, and gives you one place to launch, resume, and monitor sessions.

Who is it for?

The target audience are mainly developers and small white collar teams who manage multiple agentic machines, work remotely and would like some clarity and convenience around agentic interactions.

Why?

I use multiple harnesses in parallel, often on the same project. I also practice "movibe coding" (sorry) by exposing my dev machine through Tailscale and continuing work from a phone or another device. A few things are still frustrating in that workflow:

  1. Devices usually need to be on the same private network before they can reach a dev node.
  2. Harnesses do not see each other's sessions, so continuing a CC thread in Codex is not ergonomic.
  3. Token consumption is opaque. I want to see how much tokens have been spent on what and later analyse and optimise usage.
  4. Starting a remote session from mobile usually means navigating folders and SSHing manually.
  5. MCP servers and other tools can clutter context unless they are managed deliberately.

BeeZee focuses on the local orchestration side: folders, sessions, remote terminals, harness launchers, and usage visibility. For access from arbitrary devices without joining your private network, use the BeeZee Cloud Relay at https://app.beezyai.net. Disclaimer: it's a paywalled service, you can decide if it worths the few bucks.

Vision

My goal eventually is to build an ecosystem that supports individuals and small businesses to unlock the full potential of the agentic arsenal with keeping their token consumption at bay, which in the current frenzy is kind skimmed over. And I'm convinced that at least a subset of tasks could be achieved with 50-80% less tokens without quality issues.

Screenshots

BeeZee Cloud Relay dashboard — manage instances, view usage, invite members:

Cloud Relay dashboard

Install

Download the latest release for your platform from:

https://github.com/BeeZeeAgent/beezee/releases/latest

On macOS and Linux, make the downloaded binary executable and run it:

chmod +x ./beezee-linux-x64
./beezee-linux-x64

On Windows, download beezee-windows-x64.zip, extract it, and run beezee-windows-x64.exe.

BeeZee listens on port 4242 by default:

http://localhost:4242

You can override the port with:

PORT=4243 ./beezee-linux-x64

For local development from this repository:

npm install
bun install
npm run build:frontend
bun server.js

Remote Access With Tailscale

Tailscale is the simplest self-managed option when every device that needs access can join your tailnet.

  1. Install Tailscale on the machine running BeeZee.
  2. Install Tailscale on the phone, tablet, laptop, or whatever you want to use remotely.
  3. Sign in to the same tailnet on every device.
  4. Start BeeZee on the dev machine.
  5. Find the dev machine's Tailscale address:
tailscale ip -4
  1. Open BeeZee from another device on the tailnet:
http://<tailscale-ip>:4242

You can also use the machine's MagicDNS name if MagicDNS is enabled:

http://<machine-name>.<tailnet-name>.ts.net:4242

This keeps traffic inside your private Tailscale network. It is free for personal setups and gives you full control, but every device must be joined to the tailnet.

Remote Access With BeeZee Cloud Relay

Use the BeeZee Cloud Relay when you want to access a local BeeZee node from a browser without putting that browser/device on your Tailscale network.

  1. Start BeeZee locally and keep it running.
  2. Open https://app.beezyai.net.
  3. Sign in and create or open your workspace.
  4. Click Add instance.
  5. Follow the pairing link or copy the pairing URL into the browser where local BeeZee is open.
  6. Confirm the pairing dialog in the local BeeZee app.
  7. Dance!

After pairing, BeeZee stores the relay configuration locally in:

~/.launchpad-relay.json

The same values can also be supplied with environment variables:

BEEZEE_RELAY_URL=https://app.beezyai.net \
BEEZEE_RELAY_NODE_ID=<node-id> \
BEEZEE_RELAY_TOKEN=<node-token> \
./beezee-linux-x64

When the node is online, it appears in the relay dashboard. From there you can open the instance, create remote agent sessions, invite members, and control which nodes each member can access.

Use Tailscale when you want private-network access and control. Use the BeeZee Cloud Relay when you need browser access from arbitrary devices with team sharing and node-level permissions.

Self-Hosting the Relay

The relay source lives in cloud-relay/. You can run your own instance instead of (or alongside) https://app.beezyai.net.

Requirements: a Linux server with Docker, and a domain pointing to it.

git clone https://github.com/BeeZeeAgent/beezee
cd beezee/cloud-relay
cp .env.example .env
# Edit .env — set PUBLIC_URL, BASE_DOMAIN, and SESSION_SECRET at minimum
docker compose up -d

Then point your local BeeZee at it:

BEEZEE_RELAY_URL=https://relay.yourdomain.com \
BEEZEE_RELAY_NODE_ID=<node-id> \
BEEZEE_RELAY_TOKEN=<node-token> \
./beezee-linux-x64

Key .env variables:

Variable Description
PUBLIC_URL Publicly accessible URL of your relay
BASE_DOMAIN Base domain used for per-instance subdomains
SESSION_SECRET Long random string for signing sessions
DATA_DIR Where store.json is persisted (default: ./data)
STRIPE_* Optional — leave blank to disable billing

The deploy script at cloud-relay/scripts/deploy.sh is a zero-downtime helper for deploying to a VPS over SSH. Set VPS_HOST, VPS_PATH, and SSH_KEY in your environment before running it.

How It Works

BeeZee scans your local machine and exposes your folder structure through a web UI. It finds available coding harnesses and syncs their sessions so each harness can be used for the same work without manually rebuilding context.

Claude Code supports native remote mode, and Codex supports native remote mode on macOS. BeeZee tries those native paths first and falls back to a PTY-based browser terminal when needed.

BeeZee also applies practical optimizations around tool calls (ok not yet exactly... I use [https://github.com/rtk-ai/rtk] ATM which shall be separately installed), such as trimming very long tool outputs and prefetching relevant metadata for files and folders. The goal is to reduce wasted round trips and make agent sessions easier to observe.

Updating

BeeZee checks GitHub releases for newer versions. Starting with version 0.4.1, the local app shows an update banner when a newer release is available.

Versions before 0.4.1 cannot show the banner, so update once manually from the GitHub releases page if you are on an older build.

Other disclaimers

As you can see this is a brand new repo and most of the code was written by Claude Code and Codex - that's why I created this tool. However I've been working on similar projects for a while, so it's not like Athene who just jumped out of her daddy's head. I'm aware that there are literally dozens of similar attempts on the internet. I've even tried a few. Yet, I wasn't fully satisified with any of them. So here we are.

Again it's a fresh project so excpect a higher density of bugs. I started to work on a comprehensive test suite, but since my budget and therefore my token limits are narrower I'm focusing on delivering those features that I deem essential first.