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

L
LangChain Blog
C
Check Point Blog
博客园 - Franky
V
Visual Studio Blog
云风的 BLOG
云风的 BLOG
aimingoo的专栏
aimingoo的专栏
Microsoft Security Blog
Microsoft Security Blog
V2EX - 技术
V2EX - 技术
AI
AI
Hacker News - Newest:
Hacker News - Newest: "LLM"
Jina AI
Jina AI
S
Security @ Cisco Blogs
Security Archives - TechRepublic
Security Archives - TechRepublic
H
Hacker News: Front Page
H
Hackread – Cybersecurity News, Data Breaches, AI and More
O
OpenAI News
Attack and Defense Labs
Attack and Defense Labs
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
爱范儿
爱范儿
H
Heimdal Security Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
G
Google Developers Blog
G
GRAHAM CLULEY
V
V2EX
The Register - Security
The Register - Security
人人都是产品经理
人人都是产品经理
B
Blog RSS Feed
Schneier on Security
Schneier on Security
M
MIT News - Artificial intelligence
Stack Overflow Blog
Stack Overflow Blog
Help Net Security
Help Net Security
大猫的无限游戏
大猫的无限游戏
C
CERT Recently Published Vulnerability Notes
The GitHub Blog
The GitHub Blog
V
Vulnerabilities – Threatpost
The Last Watchdog
The Last Watchdog
J
Java Code Geeks
S
Secure Thoughts
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
量子位
NISL@THU
NISL@THU
K
Kaspersky official blog
Engineering at Meta
Engineering at Meta
T
Threatpost
Recent Commits to openclaw:main
Recent Commits to openclaw:main
宝玉的分享
宝玉的分享
Security Latest
Security Latest
T
The Exploit Database - CXSecurity.com
博客园_首页
A
Arctic Wolf

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
Announcing gh-observer: Waiting for CI Should Not Be Misery
Christopher · 2026-05-15 · via DEV Community

Look, I know what you're thinking: "Another dev scratched their own itch and now they want to tell me about it." Guilty. But hear me out, because this particular itch has probably been annoying you too, and the scratch is genuinely useful.

The Problem Nobody Talks About

Here's the scenario that broke me: I push a PR, immediately run gh pr checks --watch, and... it bombs out with an error because GitHub Actions hasn't queued anything yet. So I wait. I run it again. Maybe it works, maybe it doesn't. And when it finally does start showing me checks, I'm staring at a list of job names with no idea whether that 3m 52s I've been waiting is normal or a sign that something's silently wedged.

The standard gh pr checks --watch has had some real gaps for a while now:

  • It doesn't handle startup delay. GitHub Actions typically takes 30-900 seconds to queue jobs after a PR is created or pushed to. The built-in watcher just... gives up during that window.
  • No queue latency visibility. You can see a job is "in progress," but you have no idea if it's been sitting in a queue for 2 seconds or 45 seconds before it started.
  • No runtime metrics. Is that job that's been "running" for a while actually running, or has GitHub just not updated the status yet? Who knows!

So naturally, I did what any reasonable developer does when something annoys them enough: I spent way more time building a solution than I would have lost just dealing with the annoyance. Classic.

Introducing gh-observer

gh-observer is a GitHub CLI extension that replaces gh pr checks --watch with something that actually tells you what's going on. It's a full TUI (terminal UI) that polls GitHub's API every 5 seconds and shows you the information you actually care about.

Here's what a typical run looks like:

PR #5: 🔶 [claude] /init 21:04:15 UTC
Updated 0s ago  •  Pushed 43h 8m 11s ago

Startup   Workflow/Job                                Duration

  15s ✗ MarkdownLint / lint                             5s
   .github:13 - Failed with exit code: 1

  15s ✓ Auto Assign / run                               5s
  15s ✓ CUE Validation / verify                         6s
  15s ✓ Checkov / scan                                 27s
  15s ✓ Claude Code Review / claude-review          3m 52s
  15s ✓ Lint GitHub Actions workflows / actionlint      8s
  39s ✓ Checkov                                         2s

Press q to quit

Enter fullscreen mode Exit fullscreen mode

That 15s in the Startup column? That's how long GitHub sat on the job before actually starting it. The 3m 52s at the end? That's the total runtime. Now you know the Claude review is just slow, not broken.

The Startup Phase Thing

This is the part I'm most proud of, honestly. Instead of bombing out when there are no checks yet, gh-observer shows you a helpful waiting message:

PR #123: Add new feature

Startup Phase (37s elapsed):
  ⏳ Waiting for Actions to start...
  💡 GitHub typically takes 30-90s to queue jobs after PR creation

Enter fullscreen mode Exit fullscreen mode

It tracks how long you've been waiting, reminds you that this is normal, and just... keeps watching. No manual intervention required. No re-running the command. It transitions smoothly into showing actual check status once jobs start appearing.

Features Worth Knowing About

Queue latency and runtime metrics are the headline features, but there's more:

  • Workflow/Job naming — Instead of just the job name, you see "MarkdownLint / lint" so you know which workflow the job belongs to. Uses GitHub's GraphQL API to pull this efficiently in a single query.
  • Error log integration — Failed checks show the first line of their error output right there in the terminal. No more clicking through to GitHub to find out why something failed.
  • Rate limit awareness — When you're getting close to GitHub API limits, it automatically backs off and polls less frequently. Keeps your rate limit healthy without any manual configuration.
  • CI-friendly snapshot mode — When stdout isn't a TTY (like in a script or pipeline), it prints a plain text snapshot and exits with an appropriate exit code. So gh-observer && deploy.sh actually works.
  • Configurable colors — ANSI 256-color support via ~/.config/gh-observer/config.yaml if you're particular about your terminal aesthetics.

Installation

The easiest path is the precompiled binary via GitHub CLI extensions — no Go
toolchain required:

gh extension install fini-net/gh-observer

Enter fullscreen mode Exit fullscreen mode

Precompiled binaries exist for macOS (Intel and Apple Silicon), Linux (x86-64
and ARM64), and Windows (x86-64). All binaries include build attestations for
supply chain security verification.

How to Use It

Auto-detect your current branch's PR:

gh observer

Enter fullscreen mode Exit fullscreen mode

Watch a specific PR number:

gh observer 123

Enter fullscreen mode Exit fullscreen mode

Under the Hood (for the curious)

It's built in Go using Bubbletea for the TUI, which follows the Elm Architecture pattern — if you've done any Elm or Redux, the Model/Update/View pattern will feel familiar. Lipgloss handles the terminal styling.

The interesting bit technically is that it uses GitHub's GraphQL API to pull check run data — same approach as gh pr checks, but in a single query that returns both the workflow name and the job status together. This is why it can show "MarkdownLint / lint" instead of just "lint": it's joining the workflow and job name in one efficient API call.

Queue latency is calculated as the delta between when you pushed the commit and when the check actually started. Runtime is time.Now() - check.StartedAt for in-progress checks. Simple math, but surprisingly useful information.

The Code

Everything's at fini-net/gh-observer. It's open source, and I'm genuinely interested in feedback and contributions. If you hit a weird edge case or have a feature idea, open an issue.

And yes, before you ask — gh observer was partially built using gh observer to watch its own CI. It's turtles all the way down. Or the dog food tastes great. Pick your own adventure.


If you find it useful, a star on the repo goes a long way. And if you find a
bug, please do tell me so we can fix it rather than quietly suffering.