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

Microsoft Azure Blog
Microsoft Azure Blog
C
Cisco Blogs
WordPress大学
WordPress大学
H
Hackread – Cybersecurity News, Data Breaches, AI and More
The Cloudflare Blog
小众软件
小众软件
Recent Commits to openclaw:main
Recent Commits to openclaw:main
I
Intezer
Cyberwarzone
Cyberwarzone
T
The Blog of Author Tim Ferriss
博客园 - Franky
F
Fortinet All Blogs
C
Cyber Attacks, Cyber Crime and Cyber Security
G
Google Developers Blog
Recent Announcements
Recent Announcements
I
InfoQ
T
Threat Research - Cisco Blogs
V
V2EX
T
Tenable Blog
H
Help Net Security
Cisco Talos Blog
Cisco Talos Blog
T
Tailwind CSS Blog
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
The GitHub Blog
The GitHub Blog
P
Privacy & Cybersecurity Law Blog
A
Arctic Wolf
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
D
DataBreaches.Net
罗磊的独立博客
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
D
Docker
T
Tor Project blog
Attack and Defense Labs
Attack and Defense Labs
P
Proofpoint News Feed
H
Heimdal Security Blog
Engineering at Meta
Engineering at Meta
雷峰网
雷峰网
Martin Fowler
Martin Fowler
AWS News Blog
AWS News Blog
IT之家
IT之家
Google DeepMind News
Google DeepMind News
NISL@THU
NISL@THU
Google Online Security Blog
Google Online Security Blog
Vercel News
Vercel News
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
SecWiki News
SecWiki News
GbyAI
GbyAI
P
Proofpoint News Feed
月光博客
月光博客
Schneier on Security
Schneier on Security

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 - 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.
vinhnx · 2026-04-25 · via Hacker News: Show HN

VT Code

A Rust terminal coding agent with safe workspace tools, multi-provider LLM support, and open protocol integrations.

Crates.io Version  GitHub Release  Skills  Zed ACP  MCP  Ask DeepWiki

VT Code demo

Quick start

Set a provider key and launch VT Code in a project:

export OPENAI_API_KEY="sk-..."
vtcode

Common commands:

vtcode ask "write a Rust factorial function" > factorial.rs
vtcode exec "summarize the current git diff"
vtcode --resume

Features

Area What VT Code provides
Agent runtime Interactive TUI, slash commands, streaming responses, non-interactive ask and exec, resume and continue, dynamic context curation
Coding tools Safe file operations, patching, ripgrep search, fuzzy file discovery, syntax-aware code intelligence, project indexing, terminal execution
Model providers GitHub Copilot, OpenAI, Anthropic, Gemini, DeepSeek, OpenRouter, Z.AI, Moonshot AI, MiniMax, Xiaomi MiMo, HuggingFace, Ollama, LM Studio, llama.cpp, custom OpenAI-compatible APIs
Extensibility Agent Skills, MCP clients and server mode, lifecycle hooks, subagents, background subprocess agents, custom providers, editor integrations
Interoperability Open Responses, Agent2Agent, Anthropic Messages API compatibility, ATIF trajectory export
Terminal UX Rich TUI, mouse support, text selection, live command output, Ghostty VT snapshots with legacy_vt100 fallback

Installation

macOS and Linux

curl -fsSL https://raw.githubusercontent.com/vinhnx/vtcode/main/scripts/install.sh | bash

Skip optional search tools:

curl -fsSL https://raw.githubusercontent.com/vinhnx/vtcode/main/scripts/install.sh | bash -s -- --without-search-tools

Windows PowerShell

irm https://raw.githubusercontent.com/vinhnx/vtcode/main/scripts/install.ps1 | iex

Note

Windows release artifacts are best-effort and may lag behind macOS/Linux builds.

Package managers

cargo install vtcode
brew install vtcode

# Development tap
brew tap vinhnx/tap
brew install vinhnx/tap/vtcode

Tip

Official macOS/Linux release archives include ghostty-vt/ runtime libraries for richer PTY snapshots. Custom installs continue to work with the built-in legacy_vt100 backend.

More details: Installation Guide, Native Installer Guide, Ghostty VT Packaging.

VT Code supports 20 LLM providers out of the box — from cloud APIs to local inference servers — plus any OpenAI-compatible API through [[custom_providers]].

Provider Provider ID Type
OpenAI openai Cloud
Anthropic anthropic Cloud
Gemini gemini Cloud
DeepSeek deepseek Cloud
GitHub Copilot copilot Cloud
OpenRouter openrouter Cloud
Xiaomi MiMo mimo Cloud
Hugging Face huggingface Cloud
Z.AI zai Cloud
Moonshot moonshot Cloud
MiniMax minimax Cloud
Mistral mistral Cloud
Qwen qwen Cloud
StepFun stepfun Cloud
Poolside poolside Cloud
OpenCode Zen opencode-zen Cloud
OpenCode Go opencode-go Cloud
Ollama ollama Local
LM Studio lmstudio Local
llama.cpp llamacpp Local
Custom API [[custom_providers]] Any OpenAI-compatible

For detailed setup guides, see Provider Guides.

Provider spotlight: Xiaomi MiMo V2.5 Series

VT Code is happy to be part of the Xiaomi MiMo Orbit Program

Xiaomi MiMo V2.5 - Invite builders

Xiaomi's MiMo V2.5 Pro is the default model in VT Code — available as the native MiMo provider and through OpenRouter. It delivers strong performance in agentic capabilities, complex software engineering, and long-horizon tasks with a 1M context window and deep reasoning.

Xiaomi MiMo V2.5 Pro on OpenRouter

Provider Model ID Context
OpenRouter xiaomi/mimo-v2.5-pro 1M tokens
OpenRouter xiaomi/mimo-v2.5 1M tokens
Xiaomi MiMo mimo-v2.5-pro 1M tokens
Xiaomi MiMo mimo-v2.5 1M tokens

Pricing: Pay-as-you-go · Subscription · Quick Access

Read: Xiaomi MiMo documentation | OpenRouter models.

Atlas Cloud

Atlas Cloud is an LLM provider accessible through VT Code's [[custom_providers]] support — no dedicated runtime provider needed.

[agent]
provider = "atlascloud"
default_model = "deepseek-ai/DeepSeek-V3-0324"

[[custom_providers]]
name = "atlascloud"
display_name = "Atlas Cloud"
base_url = "https://api.atlascloud.ai/v1"
api_key_env = "ATLASCLOUD_API_KEY"
model = "deepseek-ai/DeepSeek-V3-0324"

Atlas Cloud provider configuration

Other custom OpenAI-compatible providers use the same [[custom_providers]] pattern.

Recommended validated Atlas chat model pool examples for default_model or vtcode ask --model <model-id> include:

  • deepseek-ai/DeepSeek-V3-0324
  • deepseek-ai/deepseek-r1-0528
  • moonshotai/Kimi-K2-Instruct
  • Qwen/Qwen3-Coder
  • google/gemini-2.5-flash
  • openai/gpt-5.2-chat
  • anthropic/claude-opus-4.5-20251101
  • zai-org/glm-4.7
  • minimaxai/minimax-m2.1
  • xai/grok-4-0709

Configuration

VT Code reads configuration from vtcode.toml in your project root. The default agent uses the MiMo provider with mimo-v2.5-pro as the default model.

[agent]
provider = "openai"
default_model = "gpt-5.4"

Useful configuration docs:

Extension points

Skills

VT Code discovers repository, user, admin, and bundled system skills using the open Agent Skills SKILL.md format.

vtcode skills list
vtcode skills info my-skill
vtcode skills create my-skill
vtcode skills validate ./.agents/skills/my-skill

Read: Agent Skills Guide.

MCP

VT Code ships as both an MCP client and server:

  • Client: connect to any MCP server for tools like Figma, Playwright, Sentry, and more.
  • Server: expose VT Code tools to external agents and editors.

Read: MCP Integration.

Agents and editors

  • Zed: native ACP support with project-wide indexing.
  • VS Code / Copilot: use the vtcode ask CLI or background agent mode.
  • Claude Code: VT Code can operate as a subagent under claude.

Read: Zed ACP Guide, VS Code Guide, Claude Code Guide.

Safety model

VT Code runs a read-restricted shell. Every command passes through a sandbox that can block dangerous operations, log activity, and enforce policy.

Layer Behavior
Shell sandbox Restricts commands to a safe subset; dangerous patterns are blocked
Tool guardrails File operations are scoped to the project directory
Subprocess isolation Background agents run in bounded, supervised subprocesses
Audit logging All tool calls are logged for review

Read: Safety Architecture, Security Hardening, Threat Model.

Protocols and exports

Protocol Purpose Docs
Open Responses OpenAI-compatible response format Open Responses
ATIF Standardized session trajectory export ATIF Trajectory Format
A2A Agent discovery, task lifecycle, streaming, JSON-RPC A2A Protocol
Anthropic Messages API Compatibility server for Anthropic-style clients Provider Guides

Benchmarks

VT Code has a pending submission to vercel/next-evals-oss, the benchmark behind the Next.js AI Agent Evaluations leaderboard.

Agent Model Status Success Rate Passed Avg Duration
VT Code MiMo V2.5 Pro Pending -- -- --
Claude Code Claude Sonnet 4 Published 72.7% 24/33 173s
Codex CLI o3 Published 66.7% 22/33 234s
Copilot Claude Sonnet 4 Published 63.6% 21/33 244s
Gemini CLI Gemini 3 Flash Published 51.5% 17/33 173s
OpenAI Codex o3 Published 48.5% 16/33 221s
Aider Gemini 3 Pro Published 45.5% 15/33 228s

Development

git clone https://github.com/vinhnx/vtcode.git
cd vtcode
./scripts/run-debug.sh

VT Code uses Rust stable, edition 2024, and MSRV 1.88. The dev profile disables incremental compilation (sccache). Set CARGO_INCREMENTAL=1 to override.

Local checks:

./scripts/check-dev.sh             # fast gate (clippy, fmt, check)
./scripts/check-dev.sh --test      # + unit and integration tests
./scripts/check-dev.sh --workspace # + all workspace crates
./scripts/check-dev.sh --lints     # + additional lints

Running tests:

cargo nextest run                   # parallel runner (preferred)
cargo nextest run -p vtcode-core    # single crate
cargo nextest run test_name         # single test by name

Launching VT Code:

./scripts/run-debug.sh   # debug build + launch
./scripts/run.sh         # release build + launch

Both auto-bootstrap the Ghostty VT runtime. Without it, PTY snapshots fall back to legacy_vt100.

Read: Development Setup, Testing, CI/CD.

Contributing

Contributions are welcome -- typos, docs, bugs, code, ideas. Start with open issues or good first issues. For AI agents, read AGENTS.md first. Humans should also read CONTRIBUTING.md.

Support

VT Code is built in my spare time and shared freely with the community. If it helps you ship code, learn, experiment with agents, or save a few hours, a small donation helps me keep improving it.

You can support ongoing development at buymeacoffee.com/vinhnx. Stars, issues, feedback, and word of mouth also mean a lot.

Buy Me a Coffee QR code

Star History

If you find VT Code useful, please consider starring the repository. It helps more developers discover the project and gives the community a visible signal that the work is valuable.

Star History Chart

License

This repository is licensed under the MIT License.