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

D
DataBreaches.Net
V
Vulnerabilities – Threatpost
C
CERT Recently Published Vulnerability Notes
Google DeepMind News
Google DeepMind News
GbyAI
GbyAI
Y
Y Combinator Blog
T
Threatpost
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Project Zero
Project Zero
Engineering at Meta
Engineering at Meta
MongoDB | Blog
MongoDB | Blog
MyScale Blog
MyScale Blog
Security Latest
Security Latest
T
Threat Research - Cisco Blogs
量子位
I
Intezer
Simon Willison's Weblog
Simon Willison's Weblog
C
Cybersecurity and Infrastructure Security Agency CISA
L
Lohrmann on Cybersecurity
L
LINUX DO - 最新话题
The Register - Security
The Register - Security
T
Tailwind CSS Blog
爱范儿
爱范儿
Google DeepMind News
Google DeepMind News
T
Troy Hunt's Blog
Stack Overflow Blog
Stack Overflow Blog
Cloudbric
Cloudbric
S
Secure Thoughts
The GitHub Blog
The GitHub Blog
T
The Blog of Author Tim Ferriss
L
LangChain Blog
Recorded Future
Recorded Future
小众软件
小众软件
www.infosecurity-magazine.com
www.infosecurity-magazine.com
T
Tor Project blog
人人都是产品经理
人人都是产品经理
F
Full Disclosure
O
OpenAI News
Webroot Blog
Webroot Blog
A
Arctic Wolf
TaoSecurity Blog
TaoSecurity Blog
P
Privacy & Cybersecurity Law Blog
Jina AI
Jina AI
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
雷峰网
雷峰网
Microsoft Security Blog
Microsoft Security Blog
H
Heimdal Security Blog
B
Blog RSS Feed
Vercel News
Vercel News

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%
Kage — a framework for collaborative agent memory
kage18 · 2026-06-21 · via Hacker News: Show HN

Git-native memory for coding agents

Your coding agent forgets everything. Kage gives it memory that's verified against your code.

Open, git-native memory your team's coding agents read and write together. Every lesson an agent learns becomes a file in your repo: versioned in git, reviewed in pull requests, shared across the whole team. Kage checks each one against your code, so deleted and stale citations get caught before they mislead anyone.

$ npx -y @kage-core/kage-graph-mcp install

One command sets up everything, then restart your agent. Or just tell your agent:

Set up Kage in this repo (https://github.com/kage-core/Kage): run npx -y @kage-core/kage-graph-mcp install, then tell me to restart you.

100/100 trust benchmark · 0 dependencies · no account, no API key · free & open source — or try it before installing anything: npx -y @kage-core/kage-graph-mcp scan --project .

Kage · savings receiptexample week

412Ktokens saved
this week
≈ $6.18

Recalls served from memory38

Stale memories caught & withheld4

Hallucinated citations rejected2

Caller questions answered from the graph11

your numbers, from your repo · kage gains or the viewer's live feed

How it works

Install once. It runs itself.

1 · Install

One command creates repo memory, builds the code graph, and auto-wires every agent on your machine.

2 · It takes notes

Learnings become packets — explicit or auto-distilled — and every citation is verified against your repo before it's written.

3 · Sessions start warm

A "previously…" digest opens each session; verified memory is injected the moment the agent reads a cited file.

4 · Diffs get checked

kage pr check warns when your change invalidates team memory — before the PR lands.

Capture — with proof

It takes notes. Then it checks them.

Learnings become packets as the agent works — explicitly, or auto-distilled from the session with a signal gate. Every citation is validated against your repo before it's written. A memory citing a file that doesn't exist is refused on the spot.

How a packet earns trust →

gotcha09:24

Don't merge the retry paths — one uses idempotency keys ✓ citations verified · src/payments/retry.ts · fingerprinted

decision09:41

Auth uses jose, not jsonwebtoken — CVE in the transitive dep ✓ citations verified · src/auth/session.ts · fingerprinted

refused09:52

"Use the helper in src/ghost.ts" ✗ rejected on write — no such path in this repo

stale10:05

Legacy retry helper is the fallback ⊘ withheld from recall — cited file deleted since capture

Recall — already warm

Every session starts knowing.

A "previously…" digest and a timeline of recent memory open each session automatically — and when the agent reads a file, verified packets citing that file are injected right then. Each recall prints the receipt.

Watch memory stream in, live →

SessionStart · injected~800 tokens

# Previously (Kage) Working on: payment retry consolidation Learned: retry paths must stay separate (gotcha, 2d) Drafts awaiting review: 1 · kage inbox # Recent memory [a3f9c2e1] gotcha retry paths — idempotency keys (2d) [7b21d4f8] decision auth uses jose, not jsonwebtoken (5d) [e8c50a93] runbook npm test --prefix mcp before release (1w) ↳ saved ~12K tokens vs re-reading source

Catch — before it merges

Your diff gets fact-checked.

No other memory tool does this: when your change invalidates what the team knows, kage pr check says so — in the same review as the code, with the fix one command away.

The stale-catch commands →

⚠ Your changes invalidated 2 team memories

Auth uses jose, not jsonwebtoken cites src/auth/session.ts — file changed in this diff fix: kage reverify --packet auth-jose · or kage supersede

Webhook retries are capped at 3 cites src/webhooks/retry.ts — constant removed fix: kage learn (update) — then this warning disappears

Sync — no account

Memory that follows you.

Personal memory lives in ~/.kage/memory and syncs over a private git remote you own. Conflicts resolve newest-wins with both versions kept — and synced packets are re-verified against the local checkout before any recall trusts them.

The sync & cloud design →

git@github.com:you/kage-memory.git● synced · 2 machines

kage syncyour remote, your keys

$ kage sync
pushed 2, pulled 1, resolved 0
$ kage learn --personal --learning "Always run the full suite before releasing"
✓ captured · personal · re-verified on every machine

Compare

Remembering is solved. Trusting isn't.

Capture-everything memory solves remembering. Kage solves trusting what's remembered — and a memory system that never re-verifies its own claims gets less trustworthy the longer you use it.

Already running claude-mem? Audit your existing store — read-only, no account: npx -y @kage-core/kage-graph-mcp audit-claude-mem classifies every observation as verified, drifted, gone, or unciteable.

Proof

Trust you can measure — on your own repo.

Most memory tools benchmark recall. Kage benchmarks the thing that matters when an agent acts: whether the memory can be trusted. Run it yourself; every number traces to a logged event.

kage benchmark --trust 0 deps · no API key

Trust score: 100/100  (PASS)
  Hallucinated-citation rejection: 100%
  Stale-memory exclusion:          100%
  Live grounding rate:              99%

the trust loop running live — a hallucinated citation rejected on write, a stale memory withheld from recall, and only grounded memory returned

See what your own repo is hiding first: npx -y @kage-core/kage-graph-mcp scan --project .

Early users

The receipts speak first.

Kage is days old in its current form — we'd rather show you a blank wall than fake quotes. These three spots belong to the first teams who run it.

"Your quote here — after we run the Truth Report on your repo, live."

— First design partner · book the demo

"Your quote here — after the first stale-catch saves your PR."

— Second design partner · book the demo

"Your quote here — after a week of receipts."

— Third design partner · book the demo

Used everywhere

Every MCP agent. Built in the open.

kage install auto-detects and wires everything on your machine. Claude Code users can also /plugin marketplace add kage-core/Kage.

Claude Code Codex Cursor Windsurf Gemini CLI Cline Goose Roo Code Kilo Code OpenCode Aider Claude Desktop Copilot OpenClaw Hermes any MCP client

100/100trust benchmark — hallucination & staleness

0 depsno API key, no database, no daemon

348tests passing on every release

Git-nativememory reviewed in the same PR as code

npm version npm downloads GitHub stars

Pricing

Free where it matters. Verified everywhere.

The open-source core is complete on its own — verification, receipts, sync over your own git remote. Local-first, private by default: secrets are scanned out and <private>…</private> is never stored.

Open source

$0 forever

Everything on this page: verified memory, Truth Report, receipts, auto-capture, repair, live viewer, 15 agents, kage sync over your own private git remote. No account, no API key.

Kage Cloud

$0 early access

Memory that follows you: your packets on every machine behind one private MCP link — verification stays client-side, so the cloud never sees your code.

Join the waitlist

Team

Coming soon

Shared team memory with review gates — the same PR-reviewed trust model, hosted. Early design partners shape it.

Book a demo

Early access

Stop letting your agent forget.

The open-source core installs in 60 seconds. Kage Cloud — memory on every machine behind one private MCP link — is rolling out to the waitlist first.

Waitlist is one click on GitHub — 👍 or comment to join. Demos are 30 minutes, your repo, live. Or skip the line: install the open-source core now.