neuron-explorer
Qwen3.5‑4B 전용 조향형 뉴런 탐색기, 모든 MLP 뉴런을 밀어 결과를 보관·탐색
Husk는 AI 채팅에 터미널·파일·브라우저를 제공해 작업 수행, 결과를 워크스페이스에 저장, 무료·오픈소스·계정 불필요
Husk gives your AI chat a computer: a terminal, files and a browser it can use to do the work. Keep what it finds in a workspace and pick it up later. Free and open source, no account needed.
개발 도구TypeScript · HTMLGitHub @Hotragn온라인운영자 미확인
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개인 계정의 공개 저장소 소유자는 GitHub로 로그인해 운영자를 확인하고 소개를 직접 관리할 수 있습니다. 관리자 승인은 필요하지 않습니다.
로그인한 뒤 확인 파일을 만들어 이 저장소의 기본 브랜치에 30분 안에 커밋해 주세요. 다른 브랜치나 포크의 파일은 인정하지 않습니다. 파일을 올린 뒤 아래에서 확인하면 관리자 승인 없이 관리할 수 있습니다. 자격을 유지하려면 파일을 남겨 두세요.
로그인이 필요하면 로그인 화면으로 이동합니다. 로그인 후 이곳으로 돌아와 원하는 확인 버튼을 다시 눌러 주세요.
프로젝트 폴더에서 /nomorevibe verify를 실행하면 소유권을 확인하고 소개를 직접 관리할 수 있습니다.
1분 만에 확인하기Husk gives your AI chat a real computer of its own: files, a browser, and somewhere to run code. It can build things, look stuff up online and keep your work between chats. Turn a chat you already had into a bot that does the job again tomorrow. Free and open source; there is no paid tier.
저장소 README에서 가져옴
README 전체를 불러오는 중입니다.
README 전문 보기 ↗Husk gives your AI chat named local workspaces. Save public web sources, ask your AI for a cited brief, comparison, or action list, then review and download the result. Reopen the same workspace in your next chat. No Husk account, Docker, terminal, or additional model API key is needed for this starter flow.
For coding and automation, Husk also provides optional computer tools: a shell, files, and a browser. Existing MCP and CLI computer workflows remain available.
[!NOTE] 0.2.0 public preview. Download the unsigned desktop extension from the GitHub prerelease. It has passed automated checks; installation and first-task completion inside Claude Desktop still need beta testing. See the one-day delivery and launch checklist.
Download husk-0.2.0.mcpb from the public preview.
Install it in Claude Desktop through Settings → Extensions
→ Advanced settings → Install Extension. Claude Desktop supplies Node.js. This
candidate is unsigned; organization policies may restrict custom extensions.
Ask Claude: “Create a Husk workspace called My first brief and open its viewer.” Add public page URLs, choose a starter prompt, paste it back into Claude, then return to review and download the saved result. Keep Claude running while the viewer is open.
The workspace guide explains the full flow, privacy, recovery, and limits. To build the installer as a contributor:
npm ci
npm run build
npm run bundle:mcpb
npm run smoke:starter -- --bundle
The artifact and checksum are written to build/. The smoke test extracts that
archive and checks restart persistence, access control, assets, downloads, and ZIP export.
Open interactively — pan, zoom, trace relationships · SVG · all 16 diagrams
npx @husk-ai/cli@~0.2 setup
setup asks where your chats' computers should run (Docker, Podman, this machine, SSH or
Fly, with the reason any of them is unavailable and its fix), adds Husk to the chat apps
it finds (Claude Desktop, Claude Code, Cursor, VS Code, Windsurf, Zed, Codex, Gemini CLI),
and starts the one Husk every chat goes through, printing its console link. It backs up
each app's config file before changing it and touches only its own husk entry.
--remove takes it out again. The console's Connect page does the same. What each
app supports, and how Husk was checked against it, is in
docs/clients.md.
Coming from 0.1.4? Run setup again, or Update on the Connect page. Each chat app's
husk entry moves to this release and keeps the flags and env you gave it, Claude Code's
per-project entries included (claude mcp add writes those by default). Your computers,
the named sessions bound to them, their files and your bots carry over as they are.
claude.ai and ChatGPT run in someone else's data centre, so they reach Husk through a
tunnel you run, or a Fly app of your own: husk serve --remote --public-url https://<name>.
It is for you alone (a claim code once, then your passkey), and every command, file
change, click, typed text, upload and script waits for your passkey; reading pages and
files does not. Who can read what, the tunnels and the off switch are in the
remote access guide.
[!NOTE]
setup, the shared Husk and the console's Connect page are onmainand not yet published: npm has 0.1.4. Until the next release, run it from a checkout withnpm ci && npm run build && node packages/cli/dist/bin.js setup.
Once the next release is on npm, you can let the chat do it. Paste this into Claude Code,
Codex, Gemini CLI, Cursor or any chat that can run a command (the Connect page makes one
for a single app). Until then the npx line in it fails, because npm has no 0.2 yet: use
the checkout command above instead.
Set up Husk for me, so you get a computer of your own for tasks: a terminal and a real browser, kept apart from my files.
1. Run this in a terminal:
npx -y @husk-ai/cli@~0.2 setup --computer auto --apps all --yes
It picks the safest computer this machine can run (a Docker container if Docker is installed) and adds Husk to my chat apps. If you can't run terminal commands, show me that line and I'll run it.
2. Tell me to restart my chat apps so the Husk tools load.
3. Tell me that if the Husk desktop app is installed, it shows your computer in a small window and I can take over any time.
After the restart: call computer_info, open https://example.com in the browser, and tell me what you see.
A desktop app (apps/desktop) carries the same Husk with its own Node and keeps each
chat's computer one click away: a very small 3D computer for each in the bottom-right
corner, which names its chat app when you hover it. Click one and a compact Computers
window opens, its tabs your computers (each with its chat app's logo), the browser
live on a white screen, Take over a click away. Minimize it and it goes to a notch at
the top of the screen (around the real notch on a Mac). It sits in the tray to tell you
when a chat is waiting for you. Each release attaches its installers for Windows, macOS
and Linux, signed and notarized once the release has the signing keys and unsigned until
then; see apps/desktop.
To add Husk to one app by hand instead:
claude mcp add husk -- npx -y @husk-ai/mcp
That is the whole setup. Nothing is created until the first tool call, so an installed husk that nobody uses costs nothing. Works with Cursor, Zed, or anything else that speaks MCP.
In Claude Code you can install it as a plugin instead, which adds a husk skill that
teaches the model when to use which tool and when to hand the computer to you:
/plugin install husk --marketplace Hotragn/husk
The default computer profile exposes eight workspace tools plus 26 computer tools.
Eight are for the machine — shell, read_file, write_file,
edit_file, list_dir, expose_port, browse, computer_info — fifteen
browser_* tools that drive a real Chromium inside that same machine, addressed by
accessibility ref rather than pixel coordinates, hand_off / hand_off_done,
which give you the computer for a login, a 2FA code or a CAPTCHA and give it back
only when you say you're done, and computer_open_ui, which gives the chat a link
to show you the computer. Apps that render MCP Apps cards also get the card's two
tools. Apps that give up on a long tool call get job_wait: Husk answers such an app
before it gives up, saying the call is still running, and job_wait collects the result.
The first tool result says what kind of machine it got. A model that thinks it is sandboxed when it is not makes worse decisions than one that knows.
Every chat on the machine goes through one shared Husk, started on the first tool call,
so husk serve's console shows each chat's computer, its live browser and what it did
last, and takes over a handoff from any of them. HUSK_DAEMON=off keeps a chat's tools
in its own process.
npx @husk-ai/cli onboard # guided setup, five steps, start here
npx @husk-ai/cli doctor # or go straight to what this machine can offer
npx @husk-ai/cli up dev --flavor python # bring up a Linux computer
npx @husk-ai/cli exec dev -- 'uname -sr && python3 -V'
npx @husk-ai/cli rm dev # tear it down
onboard names your provider and how isolated it really is, creates a computer and
destroys it in front of you, points at the shortest route to a model if you have none,
and prints the MCP line for your editor. It never asks for an API key — husk reads
credentials from the environment and does not store them, so it prints the export line
and re-checks.
On Windows cmd.exe, use double quotes -- it does not strip single ones, so the
quotes would reach the container as part of the command:
npx @husk-ai/cli exec dev -- "uname -sr && python3 -V"
--flavor python is there because the default base flavour is
debian:bookworm-slim, which has no python3 -- and a quickstart whose third line
prints python3: not found is not a quickstart. On a laptop with Docker running, that
sequence prints Linux 6.18.33.2-microsoft-standard-WSL2 and Python 3.12.14; with
Docker stopped and WSL2 installed it picks local and prints the same kernel with the
distro's own Python 3.14.4. doctor reports every provider it probed, which one it
would pick, and why the others were skipped.
A conversation that worked once becomes a file you can run again.
husk import # lists transcripts it found
husk import --pick 1 # imports one, prints its id
husk distill <id> --out triage.yaml # conversation → agent spec
husk run triage.yaml "check the build"
Importers read Claude Code JSONL, Codex rollouts, ChatGPT, Cursor, Gemini and markdown
into one Transcript. In the console, Husks › Make a bot from a chat does the same
from a chat it finds on this computer, an export, or pasted text. A branched Claude Code
thread is rebuilt along its longest parentUuid chain, the latest leaf breaking a tie, so
the dead ends you backed out of are left out. The distiller runs with no API key at all,
and the model-backed mode falls back to that free path rather than failing. Secrets are
stripped before the file is written, not after.
What comes out is YAML you can read and diff:
name: triage
model: sonnet
persona: |
You triage CI failures for a TypeScript monorepo.
Always read the failing job log before guessing.
tools: [computer, files]
computer:
flavor: node
network: { mode: egress, allow: ['github.com', '*.github.com', '*.githubusercontent.com'] }
limits: { maxSteps: 24, maxCostUsd: 0.25 }
husk distill prints its confidence and everything it could not work out, so a thin
transcript announces itself instead of producing a plausible-looking persona nobody
checks. Five worked examples live in examples/.
A bot runs on Husk's own engine, on any model, or on your own Claude Code or Codex, headless under your own login, with Husk's tools and nothing else:
engine:
type: claude-code # or codex; builtin is the default
resume: <session> # Claude Code: go on with that chat, on its computer
From a Claude Code chat, the console's Make this a bot sets this up when Claude Code is installed, so the bot is that chat going on; a Codex chat runs on Codex when Codex is installed. The husk.yaml reference has the details.
/work survives
the whole session, and persist keeps it past that.docker, podman, ssh, fly, local. One interface;
auto takes the highest available.husk.yaml runs on Opus or on a local Gemma.npm install finishes on Windows with no C++ toolchain. Node
20.10 or newer.npm test checks the
packages; integration cases that need an unavailable provider are explicitly skipped.Thirteen packages and five apps. Dependencies run downhill: core imports nothing from
the workspace, every other package except console-assets (the built console, no code)
imports it, and nothing imports @husk-ai/cli.
packages/
core contracts, husk.yaml schema, primitives
runtime computer providers: docker, podman, local, ssh, fly
models one surface over eleven model providers
sessions transcript importers + the distiller
browser Chromium lifecycle and CDP automation
agent tool-calling loop and built-in tools
adapters Discord, Slack, Telegram, webhook
mcp MCP server (stdio), and the shared Husk every chat forwards to
server control-plane API + bot host
sdk typed client for the control plane
workspaces named local workspaces: sources, results, export
console-assets the built console, served by server
cli the husk command
apps/
console dashboard: live terminal, files, browser
desktop the desktop app: corner, Computers window, notch, tray
mac Husk Bar, a macOS menu-bar companion
docs documentation site (Next.js + MDX)
web marketing site (Next.js + Three.js)
server declares @husk-ai/agent but reaches it through a dynamic import, so the
control plane still starts on a tree where the agent was never built.
Four flavours choose the image: base, python, node, full. Husk publishes none of
its own. base is debian:bookworm-slim, python is python:3.12-slim, node is
node:22-slim, and full is Playwright's image, which already carries the twenty-odd
shared libraries Chromium links against. An image you publish is an operating system you
have promised to keep patched, and Debian and the Playwright team already do that better.
Set HUSK_REGISTRY to point the lot at your own mirror.
auto walks the ladder and takes the highest rung that answers. Every rung is free
except fly, which is metered, so auto leaves it out: pick it with --provider fly,
or set HUSK_AUTO_FLY=1 to let auto choose it. An explicit --provider that turns
out to be unavailable is an error, never a quiet downgrade to weaker isolation.
| Provider | Priority | Isolation | Cost | Notes |
|---|---|---|---|---|
docker | 20 | Kernel namespaces, cgroups, seccomp, read-only root | Free | Default when the daemon is up |
podman | 18 | Kernel, rootless | Free | Linux without Docker |
ssh | 16 | Whatever the remote gives you | Free if you own the box | An Oracle Always Free instance, a Pi, a VPS |
fly | 14 | microVM | Metered | Bursty parallel work |
local | 10 | Guardrails only | Free | WSL2 gives real Linux; POSIX runs your own shell with guardrails |
The
localprovider is not a sandbox. It stops accidents, not adversaries.husk doctorreportsisolated: falsefor it, and the first MCP tool result says so again.
These hold in every mode, local included, and were re-checked against a live local
and a live docker computer for 0.1.4: the command deny list, the environment scrub,
output caps and process-tree kill. The computer tools also pass every result through
redact() and every call through audited(). The workspace tools, hand-offs and
job_wait are not audited.
The path jail is not one of them, and this paragraph used to say it was
(#120). It is a control on local and
ssh, where no container stands behind it, and there it confines the file tools rather
than the shell. On docker, podman and fly the container is the boundary, so the
file tools address the container's own filesystem: read_file /etc/passwd returns the
container's copy, and /dev/shm takes a write. Neither reaches your machine, which is
the point of running those providers — a jail inside a kernel boundary is largely
redundant. Claiming one anyway is exactly what this section exists not to do.
What local does not give you is a kernel boundary. It shares your kernel, your network
and your user account.
Husk's own tools and the browser's page loads refuse 169.254.169.254 even under
network.mode: full, because full means the internet and not the cloud metadata service
that hands IAM credentials to whatever asks. The RFC1918 ranges are the same problem one
hop out, and so is loopback, except on Docker, Podman and Fly, where the computer has a
loopback of its own. An operator who wants one of them names it in allow, where a
reviewer reading the husk.yaml can see the decision.
That check is not a firewall. A shell command is not held to it: in a computer,
curl http://169.254.169.254/ reaches the address wherever the computer can route to it.
Only network.mode: none on Docker or Podman, which gives the container no network at
all, stops a process. The security model has
the matrix.
Address spellings are normalised first. 127.1, 2130706433 and 0x7f000001 are all
127.0.0.1 to curl, to Chromium and to Python's urllib, so a rule that only understands
four dotted octets is not a rule.
husk.yaml recipes and an MCP session demoAlpha, pre-1.0. The husk.yaml schema and the HTTP contract can still change between
releases. What is known not to work today:
full flavor. CI drives
the fifteen browser_* tools on Docker with full (Playwright's image, which carries
Chromium's libraries). The slim flavors cannot run Chromium: their root filesystem is
read-only, so the libraries cannot be added later. base (debian:bookworm-slim) has
neither curl nor python3, so even browse fails there. Chats get full unless told
otherwise (npx @husk-ai/mcp, husk mcp, remote access, and husk setup unless you
answer no to the browser). husk up and a husk.yaml default to base: pass
--flavor full, or set computer.flavor: full.fly is the least exercised provider. It has tests. It has far fewer real hours
than docker and local.git clone https://github.com/Hotragn/husk.git && cd husk
npm install
npm run build
npm test
Contributions are welcome. CONTRIBUTING.md covers the build contract, the test requirements, and how to add a provider or a model.
Everyone who has shipped something here is on the contributors graph, which counts commits rather than asking anyone to remember to add a name.