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
博客园_首页
Forbes - Security
Forbes - Security
WordPress大学
WordPress大学
P
Proofpoint News Feed
T
Threat Research - Cisco Blogs
L
LINUX DO - 热门话题
L
Lohrmann on Cybersecurity
Spread Privacy
Spread Privacy
D
Darknet – Hacking Tools, Hacker News & Cyber Security
大猫的无限游戏
大猫的无限游戏
博客园 - 三生石上(FineUI控件)
P
Privacy International News Feed
A
About on SuperTechFans
T
Tailwind CSS Blog
I
InfoQ
S
Securelist
云风的 BLOG
云风的 BLOG
罗磊的独立博客
Recent Announcements
Recent Announcements
T
The Exploit Database - CXSecurity.com
B
Blog RSS Feed
V
Visual Studio Blog
Know Your Adversary
Know Your Adversary
The GitHub Blog
The GitHub Blog
Jina AI
Jina AI
腾讯CDC
Cyberwarzone
Cyberwarzone
有赞技术团队
有赞技术团队
AWS News Blog
AWS News Blog
博客园 - 【当耐特】
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
F
Full Disclosure
S
Secure Thoughts
博客园 - 司徒正美
J
Java Code Geeks
Y
Y Combinator Blog
Google Online Security Blog
Google Online Security Blog
GbyAI
GbyAI
N
News and Events Feed by Topic
Help Net Security
Help Net Security
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
Project Zero
Project Zero
T
Tenable Blog
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
T
Tor Project blog
MyScale Blog
MyScale Blog
Scott Helme
Scott Helme
小众软件
小众软件
K
Kaspersky official blog

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
Building a Docker debug TUI in Rust with output-aware follow-ups
Nick Ciolpan · 2026-05-09 · via DEV Community

Every time I debug a container I run the same loop:

docker ps -a                       # find the thing
# squint, copy a name with the mouse
docker logs casely-postgres-1
docker inspect casely-postgres-1
docker exec -it casely-postgres-1 sh

Enter fullscreen mode Exit fullscreen mode

The container name doesn't change between those commands. The shell doesn't help me; I copy and paste — sometimes typoing a hash prefix.

So I built dux — a single Rust binary with a TUI (ratatui) and a browser UI (axum), 105 curated docker commands, and after every run it parses the output and prefills the next command's args.

dux follow-up modal: after running docker ps -a, the logs follow-up auto-fills with the parsed container names; ↑/↓ cycles

brew install nickciolpan/tap/dux
dux           # terminal UI
dux serve     # http://127.0.0.1:7878/dux

Enter fullscreen mode Exit fullscreen mode

Source: github.com/nickciolpan/dux. MIT.

The rest of this post walks through the two ideas that make it work.


Idea 1 — typed placeholders

Each command in the catalog is a const struct:

pub struct Cmd {
    pub id:         &'static str,
    pub name:       &'static str,
    pub desc:       &'static str,
    pub long_desc:  &'static str,
    pub template:   &'static str,            // "docker logs {container}"
    pub category:   &'static str,
    pub produces:   Produces,                // what the stdout lists
    pub follow_ups: &'static [&'static str], // ids
}

Enter fullscreen mode Exit fullscreen mode

template uses {name} placeholders. Each placeholder maps to an ArgKind:

pub enum ArgKind { Free, Container, Image, Network, Volume, Service }

pub fn arg_kind(name: &str) -> ArgKind {
    match name {
        "container"        => ArgKind::Container,
        "image" | "source" => ArgKind::Image,
        "network"          => ArgKind::Network,
        "volume"           => ArgKind::Volume,
        "service"          => ArgKind::Service,
        _                  => ArgKind::Free,
    }
}

Enter fullscreen mode Exit fullscreen mode

That's the entire kind system. Five real kinds plus Free for raw text (file paths, env values, port numbers, etc.).

produces says what the command's stdout contains:

pub enum Produces { None, Containers, Images, Networks, Volumes, Services }

Enter fullscreen mode Exit fullscreen mode

So docker ps is Produces::Containers, docker images is Produces::Images. Most commands are Produces::None.

Two annotations. Everything else falls out.


Idea 2 — parse stdout into typed candidates

After every run, extract::extract(produces, stdout) returns a typed bag:

pub struct Candidates {
    pub containers: Vec<String>,
    pub images:     Vec<String>,
    pub networks:   Vec<String>,
    pub volumes:    Vec<String>,
    pub services:   Vec<String>,
}

Enter fullscreen mode Exit fullscreen mode

For docker ps, the parser is small and fault-tolerant — skip the header row, then for each line take the first whitespace token (the ID) and the last (the NAME):

fn parse_containers(s: &str, c: &mut Candidates) {
    for line in data_lines(s) {
        if line.contains('\t') {
            // ps with --format 'table {{.ID}}\t{{.Names}}\t...'
            let parts: Vec<&str> = line.split('\t').map(str::trim).collect();
            if let Some(id)   = parts.first() { dedup_push(&mut c.containers, id.to_string()); }
            if let Some(name) = parts.get(1)  { dedup_push(&mut c.containers, name.to_string()); }
            continue;
        }
        let toks: Vec<&str> = line.split_whitespace().collect();
        if toks.is_empty() { continue; }
        dedup_push(&mut c.containers, toks[0].to_string());
        let last = toks[toks.len() - 1];
        for n in last.split(',') { dedup_push(&mut c.containers, n.trim().to_string()); }
    }
}

Enter fullscreen mode Exit fullscreen mode

docker images parses REPOSITORY, TAG, and IMAGE ID columns into repo:tag and the bare ID. docker network ls and docker volume ls are even simpler. The whole module is ~150 lines and unit-tested.

The TUI keeps the most recent Candidates in app state. When a follow-up command needs {container}, it looks up arg_kind for that placeholder and pulls candidates from the matching bucket. First candidate auto-fills; / cycle.

The web UI does the same thing client-side: each POST /api/run/:id returns candidates alongside stdout, and the form renders a <datalist> per typed arg.


Search across the explainers

Every command also has a long_desc — one or two sentences describing what it does and the non-obvious flags. The catalog search filters on id, name, desc, long_desc, template, and category, all live as you type.

dux search: live filtering across name, description, explainer text, and template — including matching against the explainer for kill -s SIGNAL

The third filter in that clip — rotation — only matches because the kill -s SIGNAL command's explainer mentions log rotation. The explainers aren't decoration; they're a searchable index.


Two surfaces from one catalog

main.rs is just clap subcommands:

match cli.command.unwrap_or(Cmd::Tui) {
    Cmd::Tui => tui::run()?,
    Cmd::Serve { addr, route } => {
        let rt = tokio::runtime::Runtime::new()?;
        rt.block_on(web::serve(addr.parse()?, route))?;
    }
    Cmd::Catalog => println!("{}", serde_json::to_string_pretty(&CATALOG)?),
}

Enter fullscreen mode Exit fullscreen mode

Both surfaces import the same catalog::CATALOG and call the same runner::run and extract::extract. There's no separate "model layer." The TUI is ratatui::Frame widgets; the web UI is axum::Router returning Json<CmdView> (where CmdView: From<&'static Cmd>). The HTML page is a single file embedded with include_str!("../assets/index.html") — no build step, no bundler.

This means adding a command is one place: append to CATALOG. Both UIs pick it up. Adding a new arg kind (e.g. service for compose) was 4 lines in catalog.rs and 3 lines in extract.rs.

dux tour: browsing the 105-command catalog and running docker version


What it isn't

  • Not a Docker rewrite. Every command is sh -c "docker …" shelled out.
  • Not a dashboard. There's no live state polling; the model is run-on-demand, like the CLI itself.
  • Not a daemon. dux serve is a thin HTTP-to-shell layer for your local Docker socket, intended for localhost use (or behind your VPN). Don't expose it raw to the internet.

That's also why it stays small — the binary is ~2.4 MB release-stripped and starts in ~50 ms.


Try it

brew install nickciolpan/tap/dux
dux                    # TUI
dux serve              # http://127.0.0.1:7878/dux
dux catalog | jq .     # full command catalog as JSON

Enter fullscreen mode Exit fullscreen mode

Or build from source if you'd rather:

git clone https://github.com/nickciolpan/dux.git
cd dux
cargo install --path .

Enter fullscreen mode Exit fullscreen mode

If you make it interesting, the catalog is data — open a PR with a new Cmd { … } entry and your follow-up suggestions, and you've extended both UIs at once.

Repo: github.com/nickciolpan/dux
Site: nickciolpan.github.io/dux