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

P
Proofpoint News Feed
Blog — PlanetScale
Blog — PlanetScale
GbyAI
GbyAI
C
Check Point Blog
腾讯CDC
Stack Overflow Blog
Stack Overflow Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
The GitHub Blog
The GitHub Blog
A
About on SuperTechFans
Recent Announcements
Recent Announcements
L
LangChain Blog
Microsoft Azure Blog
Microsoft Azure Blog
小众软件
小众软件
J
Java Code Geeks
博客园_首页
Jina AI
Jina AI
美团技术团队
H
Help Net Security
MyScale Blog
MyScale Blog
Engineering at Meta
Engineering at Meta
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
人人都是产品经理
人人都是产品经理
Y
Y Combinator Blog
S
SegmentFault 最新的问题

Hacker News

GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis Bonsai 1-bit WebGPU - a Hugging Face Space by webml-community Moving a large-scale metrics pipeline from StatsD to OpenTelemetry / Prometheus GitHub - Nightmare-Eclipse/RedSun: The Red Sun vulnerability repository GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. GitHub - macOS26/Agent: Any AI, replaces Claude Code, Cursor, OpenClaw. Over 18 LLM providers (Claude, OpenAI, Gemini, Ollama, Zai, HF, Qwen) wired into a native Mac app that writes code, builds Xcode projects, bumps versions, manages git, automates Safari, use AppleScript, JS or Accessibility, extend Agent! w/ MCP Servers, run tasks from your iPhone via Messages. YouTube now lets you turn off Shorts I Made a Terminal Pager Burgers | マクドナルド公式 Commands — HackerNews CLI documentation ChatGPT for Excel PiCore - Raspberry Pi Port of Tiny Core Linux Live Nation illegally monopolized ticketing market, jury finds Google Broke Its Promise to Me. Now ICE Has My Data. Founding Engineer at Adaptional | Y Combinator CRISPR takes important step toward silencing Down syndrome’s extra chromosome GitHub - saffron-health/libretto: The AI toolkit for building reliable browser automations US v. Heppner (S.D.N.Y. 2026) no attorney-client privilege for AI chats [pdf] Retrofitting JIT Compilers into C Interpreters IPv6 – Google The Accursèd Alphabetical Clock Cybersecurity Looks Like Proof of Work Now Fragments: April 14 Cal.com Goes Closed Source: Why AI Security Is Forcing Our Decision | Cal.com - Scheduling Software for Online Bookings Laravel raised money and now injects ads directly into your agent When moving fast, talking is the first thing to break Too much Discussion of the XOR swap trick – Heather Cafe Introduction to Spherical Harmonics for Graphics Programmers The Grand Line
GitHub - ctxrs/ctx: Open source Agentic Development Envir...
ripped_britc · 2026-06-17 · via Hacker News

ctx is an open-source Agentic Development Environment (ADE)

A local-first desktop workbench for coding agents.

ctx is an open-source Agentic Development Environment (ADE): one place to run, supervise, review, and land work from the coding agents you already use.

If you use Claude Code, Codex, Cursor, or other agents across multiple tasks, the work quickly spreads across tmux panes, terminal tabs, provider session files, worktrees, diffs, screenshots, and GitHub tabs. ctx pulls that workflow into one local, hackable desktop app: tasks, sessions, transcripts, artifacts, diffs, containers, remote machines, and merge queue state all live in the same review surface.

Use ctx on your own machine or against a remote devbox or VPS you control. ctx is local-first: your repos, task state, transcripts, and artifacts live on the machine running the workspace, and you bring your own agents, providers, models, and credentials.

A short demo of ctx showing the workbench, task thread, and agent workflow.

Install

curl -fsSL https://ctx.rs/install | sh

Platform support: macOS and Linux today. Windows is on the roadmap.

What ctx helps you do

  • Use Claude Code, Codex, Cursor, and other coding agents in a desktop workbench instead of flickering terminal panes
  • Run agents in isolated containers with explicit disk and network controls
  • Let agents run in yolo mode inside explicit disk and network boundaries instead of choosing between approval prompts and full access to your shell, files, and network
  • Keep tasks, sessions, diffs, transcripts, and artifacts in one review surface
  • Run work locally or on remote machines you control
  • Keep parallel tasks isolated in separate worktrees and land them cleanly with the agent merge queue

Why ctx exists

  • A bare diff is not enough: ctx keeps the prompt, transcript, commands, artifacts, and worktree state that produced it
  • Parallel agents need isolated worktrees and a sane way to land branches without manual branch juggling
  • Agent sessions should be durable and inspectable instead of trapped in one provider's app state
  • You should be able to change harnesses and models without rebuilding your whole workflow
  • Teams can add stronger runtime, review, and provenance controls later without forcing everyone into one agent

How is this different from Codex app?

Codex app, Cursor, and Antigravity are first-party environments for their own agent stacks. ctx is an open-source, local-first workbench around the agent harness you use today and the ones you may want to try later.

If one vendor's app is already your whole workflow, you may prefer that app. ctx is for engineers who want the workbench to stay stable as agents, models, and harnesses change.

The difference is the layer ctx cares about. ctx focuses on task state, worktrees, transcripts, artifacts, diffs, containers, remote machines, review, and landing branches. The workbench itself is open source, so you can inspect it, modify it, script it, and keep your workflow independent of any single agent provider.

The Pi ethos, one layer up

Pi makes the case that an agent harness should be yours: inspectable, adaptable, built from primitives, and shaped around your workflow instead of sealed behind a vendor product.

ctx is trying to bring that same ethos to the Agentic Development Environment. The ADE is the layer where agent sessions run, transcripts accumulate, diffs are reviewed, artifacts are captured, and branches land. If that layer becomes central to software development, it should be open and hackable too.

ctx does not yet have Pi-style extensibility or plugin primitives. Making the workbench more extensible, plugin-ready, and hot-reloadable is an active area of development. If that direction interests you, we would love contributions.

Under the hood

ctx is built around a local Rust daemon, real agent harnesses, and per-task worktrees.

  • The workbench talks to a local Rust daemon that owns sessions, transcripts, artifacts, diffs, workspace state, provider setup, and merge queue state
  • ctx runs real agent harnesses instead of replacing them with one internal agent loop; adapters use structured runtime protocols where available instead of scraping terminal output
  • CRP adapters normalize provider streams into one durable session model for the UI, review surface, local SQLite store, and artifact system
  • Each task runs in its own worktree, so transcripts, artifacts, diffs, and review state are tied to the exact execution root that produced them
  • Sandbox runs are materialized into an isolated container data plane instead of mutating a host checkout in place
  • Containerized runs can use explicit network egress policies such as LLM-provider-only, allowlist, or full access
  • The local merge queue replays patches against the latest target branch in queue worktrees, runs verification, and only advances the target when the entry applies cleanly
  • The desktop app is Tauri with a TypeScript UI, but the runtime path is Rust. The repo uses Bazel for the larger validation graph alongside normal Cargo and pnpm workflows

Get started

Learn more

Build From Source

Prerequisites:

  • Rust stable
  • Node.js 20+ with Corepack
  • Platform desktop dependencies if building the Tauri app, including GTK/WebKitGTK on Linux

Install dependencies and build the Rust workspace:

git clone https://github.com/ctxrs/ctx.git
cd ctx
cd core
corepack enable
pnpm install --frozen-lockfile
cargo build --workspace

Run the daemon and web workbench locally in separate terminals:

cd core
cargo run -p ctx-http --bin ctx -- serve --bind 127.0.0.1:4399 --data-dir "${CTX_DATA_DIR:-$HOME/.ctx}"
cd core
pnpm -C apps/web dev

Launch the desktop app from source:

Build the desktop app from source:

cd core
pnpm desktop:build