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

G
Google Developers Blog
Cisco Talos Blog
Cisco Talos Blog
Y
Y Combinator Blog
罗磊的独立博客
Stack Overflow Blog
Stack Overflow Blog
MongoDB | Blog
MongoDB | Blog
GbyAI
GbyAI
The GitHub Blog
The GitHub Blog
S
SegmentFault 最新的问题
J
Java Code Geeks
C
CXSECURITY Database RSS Feed - CXSecurity.com
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
博客园 - 聂微东
B
Blog RSS Feed
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
P
Privacy & Cybersecurity Law Blog
L
LangChain Blog
L
LINUX DO - 热门话题
Hugging Face - Blog
Hugging Face - Blog
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
P
Privacy International News Feed
F
Full Disclosure
S
Schneier on Security
T
Tenable Blog
量子位
NISL@THU
NISL@THU
Latest news
Latest news
V
Visual Studio Blog
C
Check Point Blog
aimingoo的专栏
aimingoo的专栏
博客园_首页
K
Kaspersky official blog
L
Lohrmann on Cybersecurity
美团技术团队
P
Proofpoint News Feed
P
Palo Alto Networks Blog
Spread Privacy
Spread Privacy
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
Vercel News
Vercel News
人人都是产品经理
人人都是产品经理
The Hacker News
The Hacker News
AWS News Blog
AWS News Blog
S
Securelist
The Register - Security
The Register - Security
G
GRAHAM CLULEY
Project Zero
Project Zero
T
The Blog of Author Tim Ferriss
Recent Announcements
Recent Announcements
Engineering at Meta
Engineering at Meta
C
Cisco Blogs

Show HN

GitHub - steveking-gh/firmion: Firmion is DSL and engine for firmware image generation. GitHub - villagesql/villagesql-skills: Agent skills for VillageSQL - gemini-cli-extension; claude-code-plugin GitHub - flightdeckhq/flightdeck: Observability and control plane for AI agents. CSP Radar GitHub - Light-Heart-Labs/DreamServer: Turn your PC, Mac, or Linux box into an AI server. LLM inference, chat UI, voice, agents, workflows, RAG, and image generation. GitHub - Diplomat-ai/diplomat-agent-ts: What can your TypeScript AI agent do to the real world? Scan your code. See which tool calls have zero checks Code Block Selector - Visual Studio Marketplace Prometheus dependency graph — interactive showcase | Riftmap Show HN: I made a vi-like modal keyboard plugin for Figma GitHub - run-llama/liteparse: A fast, helpful, and open-source document parser GitHub - dalemyers/Roar: A macOS CLI tool for notifications GitHub - district-solutions/open-agent-tools-coder: Enables small-to-large self-hosted ai models to use local source code when running tool-calling agentic workloads. We actively data mine 20,900+ (2+ TB) popular github repos using large and small ai models to create reuseable: json, markdown and parquet files for local-first tool-calling models. GitHub - progapandist/stripeek: A local TUI proxy for real-time Stripe API debugging, built for navigating complex payloads fast. GitHub - sir1st/hermes-desktop: All-in-one cross-platform desktop app for Hermes Agent — bundles Python + hermes-agent + hermes-web-ui GitHub - astefanutti/shaderbang: Shebang for Shaders Show HN: Generate Claude Code Workflows using Spec Driven Development approach GitHub - nixys/nxs-universal-chart: The Helm chart you can use to install any of your applications into Kubernetes/OpenShift Show HN: AI agents for UK GDAD PCF roles and their skills The Two Pillars: Mixer Mode and Meta-Software in the Reorganization of Software Work After AI GitHub - JaiCode08/teleport-env What 1,000+ Harness Experiments Taught Me About Self-Improving Agents Show HN: Liiists, a Markdown-first, iOS and CLI list app SwiperTab – Get this Extension for 🦊 Firefox (en-US) GitHub - kouhxp/fftext: Summarize, explain, fact-check, or translate any text, URL, or file. No GPU. No cloud. One command GitHub - sweetpad-dev/sweetpad: Develop Swift/iOS projects using VSCode GitHub - dogmaticdev/IRON: IRON a.k.a. Intermediate Representation Object Notation is a Interpreter/Database that is used to create Programming Languages. GitHub - sjhalani7/vaen: Package your AI coding harness into a portable .agent file, and share it across repos, teams, & the community without ever having to copy-paste instructions, skills, MCP config, or secrets. Show HN: Gandalf the Grader Show HN: Citadeld – replay any CI failure locally from a single file GitHub - tdortman/cuSBF: High-Performance GPU Super Bloom Filter coral-ai/claude-code-token-xray at main · Coral-Bricks-AI/coral-ai GitHub - ulyssestenn/funes: Funes is a Git-based framework for LLM-managed knowledge work: an AI Librarian ingests raw sources, builds an interlinked Markdown knowledge base, and uses it to produce cited reports, analyses, and other outputs. GitHub - ThatXliner/gah: Git Add Hunk, built for agents to use GitHub - harmont-dev/harmont-cli: Command-line client for the Harmont CI platform GitHub - brooksmcmillin/mcp-authflow: OAuth 2.0 Authorization Server framework for MCP servers GitHub - javaid-codes/audit-supply-chain-agents GitHub - amorey/gochan: A small library of common channel architectures for Go, inspired by Rust GitHub - arifozgun/OpenGem: Free, Open-Source AI API Gateway with Gemini, OpenAI & Anthropic Compatibility in 1 file GitHub - Pranesh950/BioPetals: 🌸 Run BIOxAI models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading GitHub - cnguyen14/bounty-doctor: Diagnose a GitHub bounty issue before you waste hours: detects honeypot scam repos, AI-bot attempt swarms, and stale contests. Show HN: CoreMCP – MCP Server for On-Prem DBs Show HN: KittyHTML – Render HTML/CSS as an inline image in your terminal GitHub - bingud/filemat: Web-based file manager Show HN: TruthLens – Free multi-signal deepfake image detector GitHub - apexlocal-jz/claude-usage-tray: Windows system-tray app showing your Claude Code rate-limit usage at a glance. Zero deps, ~300 lines of PowerShell. Cross-IDE (works regardless of VS Code, Cursor, plain terminal). Release v0.1.2.1 · kouhxp/yapsnap GitHub - noopolis/moltnet: Self-hostable chat network for AI agents. Pre-built bridges for Claude Code, Codex, and the Claws. Rooms, DMs, history. No Slack bots, no Matrix, no glue code. GitHub - tamerh/enju: Coordinating Humans, AI Agents, and Compute as Peers on a Shared Workflow Graph Show HN: Continuity-auth – Respect-weighted rate limits for the open web GitHub - luml-ai/luml: AI lifecycle platform where engineers and agents track experiments, train models, and ship to production. GitHub - mrdanielcasper/CoreTex: A UNIX-inspired, biomimetic, flat-file AI harness and knowledge engine. GitHub - clemg/pierre-github: Pierre's diffs.com and trees.software for Github GitHub - lyriks-io/unspaghettit: Behavior-driven AI development without prompt spaghetti. GitHub - sofumel/claude-handoff-revive: Resume Claude Code work after rate/usage/context limits without replaying the prior transcript. Auto-saves at 90%/95% usage. Plugin-installable, 10 languages. GitHub - dotexorg/saferpc: Typed, end-to-end encrypted RPC over any bidirectional channel. GitHub - BeeZeeAgent/beezee: Agent harness orchestration Legato Next.js Boilerplate for Internal Tools · CoreUI GitHub - clark-labs-inc/clark-hash: Clark Hash, 32x smaller searchable sketches for embeddings GitHub - ZeroPointRepo/youtube-mcp: The fastest YouTube transcript + YouTube search MCP for AI agents. Try for free. Typing Mastery — climb toward 100+ WPM, deliberately GitHub - Andebugulin/Awareen GitHub - fayzan123/claude-workflow-composer: Visual desktop app for composing multi-agent coding workflows. Drag agents, attach skills and MCPs, wire handoffs, export to .claude/ GitHub - harshaneel/humanize: Best static AI text humanizer. Two research-grounded skills that work in any LLM (Claude, ChatGPT, Gemini, Codex): humanize beats perplexity-based detectors, ai-check produces forensic scoring with evidence-quoted flags. Nine levers, 50+ peer-reviewed sources, 2024-2026 detection literature. GitHub - StackOneHQ/stack-nudge GitHub - nodes-app/swift-markdown-engine: A native AppKit Markdown editor for macOS, built on TextKit 2 and bridged to SwiftUI. We hardened an LLM agent. Each defense we added made it more exploitable. GitHub - alkait/WhatsKept: Agent-queryable WhatsApp history from an iOS backup — a single Go binary. GitHub - octelium/cordium: Open-source, general-purpose sandbox platform for devs and AI agents that provides identity-based secure access to infrastructure without credentials. WAR.GOV/UFO Microfilm5 GitHub - scosman/videowright: Build animated explainer videos with your coding agent GitHub - dipankar/dscode: The code editor you can take apart. GitHub - zoharbabin/web-researcher-mcp: MCP server (Go) for AI assistants: web search, content extraction, academic/patent/news research. Multi-provider routing, 4-tier scraping, search lenses. Works with Claude, Cursor, and any MCP client. GitHub - ruvnet/RuView: π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video. GitHub - scanaislop/aislop: Catch the slop AI coding agents leave in your code: narrative comments, swallowed exceptions, as-any casts, dead code, oversized functions. 50+ rules across 7 languages (TypeScript, JavaScript, Python, Go, Rust, Ruby, PHP). Sub-second, deterministic, no LLM at runtime. MIT-licensed. GitHub - kouhxp/cheap-im: CPU-only voice agent approximating Thinking Machines' Interaction Models demo GitHub - unprovable/OrchidMantis: Orchid Mantis — standalone framework for Zero-Knowledge Proofs of eXploit (ZKPoX). GitHub - MarcellM01/TinySearch: Shrink the web for your local LLMs! GitHub - TangibleResearch/Halgorithem: A Algo designed to detect AI Hallucitions GitHub - DO-SAY-GO/freelang: I love freelang GitHub - CarpseDeam/Aura-IDE: An AI coding harness that shaped itself - Planner/Worker agents, repo awareness, surgical edits, validation, recovery, and safe diff approvals. GitHub - chojs23/concord: A feature-rich TUI client for Discord GitHub - tommyjepsen/awesome-ux-skills: UX & AI Product designs skills you can use today in Claude Code GitHub - aerf-spec/aerf: Agent Evidence Receipt Format (AERF) — an open specification for tamper-evident, independently verifiable records of AI agent actions. GitHub - kklimuk/docx-cli: CLI for AI agents (Claude, Codex) to read, edit, and comment on .docx files with full format fidelity. GitHub - Jwrede/tokentoll: Catch LLM cost changes in code review. Infracost for LLM spend. GitHub - samchon/ttsc: A `typescript-go` toolchain for compiler-powered plugins and type-safe execution + 500x faster lint integrated into compiler GitHub - Higangssh/homebutler: 🏠 Manage your homelab from chat. Single binary, zero dependencies. GitHub - olalie/tapmap: See where your computer connects and what stands out on a live world map. GitHub - Diplomat-ai/diplomat-agent: What can your AI agent do to the real world? Scan your code. See which tool calls have zero checks GitHub - Bajusz15/beacon: Open-source agent for secure remote access, monitoring, and deploys across home-lab and self-hosted machines like Raspberry Pi, N100, or any Linux server. Open web based TTY or tunnel Home Assistant and other local services securely without opening ports. BigTech AI News - Chrome 应用商店 GitHub - vinhnx/VTCode: VT Code is an open-source coding agent with LLM-native code understanding and robust shell safety. Supports multiple LLM providers with automatic failover and efficient context management. GitHub - michaelaz774/decision-engine: A decision operating system for startup founders, powered by Claude Code. Synthesizes wisdom from 25+ legendary founders and investors into interactive AI-driven decision frameworks. GitHub - Chrilleweb/dotenv-diff: Validate environment variable usage in your codebase GitHub - Lumen-Labs/brainapi2: BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual memory for AI agents and applications. GitHub - familiar-software/familiar: Let AI watch you work. Familiar lets your AI update its memory, skills, and knowledge by watching your screen. GitHub - skorotkiewicz/rudo: A small, elegant dock for Wayland GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. make sidebar/address bar rounded corner toggleable
GitHub - TeamDzX/myllm-connect: Run your own private AI backend on Mac/PC and connect MyLLM in one tap over trusted HTTPS (Tailscale). The free onramp to the paid iOS app.
TeamDzX · 2026-06-16 · via Show HN

MyLLM Connect

Download MyLLM on the App Store

Run your own private AI backend on your Mac or PC, and connect the MyLLM iOS app to it in one tap — over real HTTPS, from anywhere.

MyLLM Connect is a small desktop companion (system-tray app for macOS and Windows) that turns "set up a local LLM server my phone can reach" from a multi-step, HTTPS-and-firewall headache into a single QR scan.

Download

Download for macOS Download for Windows

Grab the latest installer from the releases page or from the MyLLM download page. The macOS app is signed and notarized (universal — Apple Silicon + Intel). The Windows installer is not code-signed yet, so SmartScreen will warn — signing is on the roadmap. You'll also need Ollama and a free Tailscale account; the app guides you through both on first run.

It does three things:

  1. Runs a local model server on your machine (manages Ollama for you).
  2. Gives it a trusted HTTPS address your iPhone accepts — privately, over your own Tailscale mesh, with a valid certificate. No port-forwarding, no self-signed-cert warnings, works on your home WiFi and when you're out.
  3. Pairs to MyLLM with a QR code — scan once and the app is configured with the address and a private access key.

Your prompts go straight from your phone to your own machine. Nothing runs in our cloud; we never see your data.

Why HTTPS matters

iOS only trusts a valid certificate. A plain http://192.168.x.x:11434 Ollama server is rejected by the app's transport security — which is why "just point the app at my PC" usually fails today. MyLLM Connect solves this by giving your machine a real, trusted HTTPS endpoint automatically.

Locked to MyLLM

The endpoint is useless without the access key minted during pairing, and that key only lives inside your paired MyLLM app. The companion is free and open; the experience it unlocks is the MyLLM app. (See PAIRING_PROTOCOL.md.)

Start here (server team)

This repo is the whole handover — no separate doc to chase.

  1. Read the pinned Epic #11 — it sequences every issue, gives the build order, and the definition of done.
  2. Read SPEC.md (what to build, recommendations, open questions) and PAIRING_PROTOCOL.md (the exact contract).
  3. First moves: close #1 (ADR-001 runtime) and #2 (ADR-002 model server) — record them in docs/ARCHITECTURE_DECISIONS.md (ADR-003 HTTPS=Tailscale is already decided) — and post your estimate on #10.

You can test against the live app today

The iOS half is already built and shipped (MyLLM v2.6 is on the App Store). You do not need to wait for the full companion to validate pairing:

  • In the app: Settings → Server → Pair a Backend (scan QR).
  • Build a QR encoding myllm://pair?v=1&url=<https>&token=<key>&models=<id> per PAIRING_PROTOCOL.md and scan it.
  • Stand up the endpoint by hand first — ollama serve behind a bearer-checking proxy, exposed with tailscale serve — and you can prove the entire scan → chat-over-HTTPS loop before writing the tray app. Build #3 (auth proxy) and #4 (Tailscale) and you're already testable end-to-end.

Status

Spec, pairing protocol, and ADRs are in place; implementation is tracked in the issues (start at the pinned epic). The iOS pairing flow it targets is already shipped in MyLLM v2.6.

The Windows companion now implements the full pairing flow (in-process auth proxy → Tailscale serve → QR), verified end-to-end against the live app. The Rust core is cross-platform; macOS team: see docs/MACOS_IMPLEMENTATION.md for the macOS-specific punch list (Tailscale CLI path, menubar/template icon, signing/notarization, flipping on the CI .dmg job).

Sharing beyond yourself: trusted circles

This is the personal backend onramp: your phone, your server, your data. The next step on the roadmap is trusted circles — inviting a few people you actually know (your household, a small team) to pair their MyLLM apps to your machine, each with their own key and their own QR code, individually revocable.

An open federation — sharing your LLM with strangers — is deliberately not the plan. A privacy-first app shouldn't route anyone's prompts through hardware they have no reason to trust, and ordinary consumer machines can't prove they aren't logging what passes through them. Circles keep the trust model honest: you share with people who trust you.

License

Apache-2.0.