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Manage Claude Code & Opencode in Tmux Sessions in a modern WebUI
Claude Code • OpenCode • Codex • Terminal - One Dashboard • Any Device
English • 简体中文
curl -fsSL https://raw.githubusercontent.com/Ark0N/Codeman/master/install.sh | bash
This installs Node.js and tmux if missing, clones Codeman to ~/.codeman/app, and builds it.
You'll need at least one AI coding CLI installed — Claude Code, OpenCode, or Codex (any combination works). After install:
codeman web
# Open http://localhost:3000 and start your first session
Linux (systemd):
mkdir -p ~/.config/systemd/user
cat > ~/.config/systemd/user/codeman-web.service << EOF
[Unit]
Description=Codeman Web Server
After=network.target
[Service]
Type=simple
ExecStart=$(which node) $HOME/.codeman/app/dist/index.js web
Restart=always
RestartSec=10
[Install]
WantedBy=default.target
EOF
systemctl --user daemon-reload
systemctl --user enable --now codeman-web
loginctl enable-linger $USER
macOS (launchd):
mkdir -p ~/Library/LaunchAgents
cat > ~/Library/LaunchAgents/com.codeman.web.plist << EOF
<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN"
"http://www.apple.com/DTDs/PropertyList-1.0.dtd">
<plist version="1.0">
<dict>
<key>Label</key>
<string>com.codeman.web</string>
<key>ProgramArguments</key>
<array>
<string>$(which node)</string>
<string>$HOME/.codeman/app/dist/index.js</string>
<string>web</string>
</array>
<key>RunAtLoad</key><true/>
<key>KeepAlive</key><true/>
<key>StandardOutPath</key>
<string>/tmp/codeman.log</string>
<key>StandardErrorPath</key>
<string>/tmp/codeman.log</string>
</dict>
</plist>
EOF
launchctl bootstrap gui/$(id -u) ~/Library/LaunchAgents/com.codeman.web.plist
wsl bash -c "curl -fsSL https://raw.githubusercontent.com/Ark0N/Codeman/master/install.sh | bash"
Codeman requires tmux, so Windows users need WSL. If you don't have WSL yet: run wsl --install in an admin PowerShell, reboot, open Ubuntu, then install your preferred AI coding CLI inside WSL (Claude Code, OpenCode, or Codex). After installing, http://localhost:3000 is accessible from your Windows browser.
The most responsive AI coding agent experience on any phone. Full xterm.js terminal with local echo, swipe navigation, and a touch-optimized interface designed for real remote work — not a desktop UI crammed onto a small screen.
![]() | ![]() | ![]() |
| Landing page with QR auth | Keyboard accessory bar | Agent working in real-time |
| Terminal Apps | Codeman Mobile |
|---|---|
| 200-300ms input lag over remote | Local echo — instant feedback |
| Tiny text, no context | Full xterm.js terminal |
| No session management | Swipe between sessions |
| No notifications | Push alerts for approvals and idle |
| Manual reconnect | tmux persistence |
| No agent visibility | Background agents in real-time |
| Copy-paste slash commands | One-tap /init, /clear, /compact |
| Password typing on phone | QR code scan — instant auth |
Typing passwords on a phone keyboard is miserable. Codeman replaces it with cryptographically secure single-use QR tokens — scan the code displayed on your desktop and your phone is authenticated instantly.
Each QR encodes a URL containing a 6-character short code that maps to a 256-bit secret (crypto.randomBytes(32)) on the server. Tokens auto-rotate every 60 seconds, are atomically consumed on first scan (replays always fail), and use hash-based Map.get() lookup that leaks nothing through response timing. The short code is an opaque pointer — the real secret never appears in browser history, Referer headers, or Cloudflare edge logs.
The security design addresses all 6 critical QR auth flaws identified in "Demystifying the (In)Security of QR Code-based Login" (USENIX Security 2025, which found 47 of the top-100 websites vulnerable): single-use enforcement, short TTL, cryptographic randomness, server-side generation, real-time desktop notification on scan (QRLjacking detection), and IP + User-Agent session binding with manual revocation. Dual-layer rate limiting (per-IP + global) makes brute force infeasible across 62^6 = 56.8 billion possible codes. Full security analysis: docs/qr-auth-plan.md
/init, /clear, /compact quick-action buttons above the virtual keyboard. Destructive commands (/clear, /compact) require a double-press to confirm — first tap arms the button, second tap executes — so you never fire one by accident on a bumpy commutevisualViewport API with 100px threshold for iOS address bar drift)env(safe-area-inset-*)-webkit-overflow-scrolling: touch for buttery scrollcodeman web --https
# Open on your phone: https://<your-ip>:3000
localhostworks over plain HTTP. Use--httpswhen accessing from another device, or use Tailscale (recommended) — it provides a private network so you can accesshttp://<tailscale-ip>:3000from your phone without TLS certificates.
Watch background agents work in real-time. Codeman monitors agent activity and displays each agent in a draggable floating window with animated Matrix-style connection lines back to the parent session.
Agent Teams — first-class support for Claude Code's native multi-agent teams (CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1). TeamWatcher polls ~/.claude/teams/, matches teammates to their lead session, and surfaces them as live subagent windows with team-aware idle detection — so the Respawn Controller won't fire while teammates are still working. See docs/agent-teams/.
When accessing your coding agent remotely (VPN, Tailscale, SSH tunnel), every keystroke normally takes 200-300ms to round-trip. Codeman implements a Mosh-inspired local echo system that makes typing feel instant regardless of latency.
A pixel-perfect DOM overlay inside xterm.js renders keystrokes at 0ms. Background forwarding silently sends every character to the PTY in 50ms debounced batches, so Tab completion, Ctrl+R history search, and all shell features work normally. When the server echo arrives 200-300ms later, the overlay seamlessly disappears and the real terminal text takes over — the transition is invisible.
<span> at z-index 7 inside .xterm-screen, completely immune to Ink's constant screen redraws (two previous attempts using terminal.write() failed because Ink corrupts injected buffer content)fontFamily, fontSize, fontWeight, and letterSpacing from xterm.js computed styles so overlay text is visually indistinguishable from real terminal outputExtracted as a standalone library:
xterm-zerolag-input— see Published Packages.
The core of autonomous work. When the agent goes idle, the Respawn Controller detects it, sends a continue prompt, cycles context management commands for fresh context, and resumes — running 24+ hours completely unattended.
WATCHING → IDLE DETECTED → SEND UPDATE → /clear → /init → CONTINUE → WATCHING
continue — so an overnight run survives the 5-hour window instead of stalling until morning. Recognizes every Claude Code limit-message format, retries if still limited, survives Codeman restarts, and holds respawn cycles while paused so /clear can't wipe the waiting conversation. Enable per session at the top of the Respawn tabsolo-work (3s idle, 60min), subagent-workflow (45s, 240min), team-lead (90s, 480min), ralph-todo (8s, 480min), overnight-autonomous (10s, 480min)Beyond single-session respawn, the Orchestrator turns a high-level goal into a phased plan and drives it to completion across multiple agents — a state machine that runs idle → planning → approval → executing → verifying → (replanning) → completed.
orchestrator key in state.json, so it survives restartsPOST /api/orchestrator/start → /approve → /status (10 endpoints)Distinct from Ralph (a single-session autonomous loop): the orchestrator coordinates multi-phase, multi-agent execution. Full design:
docs/orchestrator-loop-architecture.md.
Run 20 parallel sessions with full visibility — real-time xterm.js terminals at 60fps, per-session token and cost tracking, tab-based navigation, and one-click management.
Every session runs inside tmux — sessions survive server restarts, network drops, and machine sleep. Auto-recovery on startup with dual redundancy. Ghost session discovery finds orphaned tmux sessions. Managed sessions are environment-tagged so the agent won't kill its own session.
Running Codeman on multiple hosts (laptop, dev box, NAS)? The browser tab title is codeman:<hostname> so you can tell which backend each tab points at without clicking in:
codeman web # codeman:<os.hostname()>
codeman web --title-hostname dev-box # codeman:dev-box (manual override for noisy hostnames)
The title is templated into the served HTML on first byte, so it's correct from the very first paint and works without JavaScript. The same hostname prefix is applied to the tab-flash format (⚠️ (N) codeman:<host>) and to OS-level desktop notifications (codeman:<host>: <event>), so cross-host alerts in the system notification center are also unambiguous.
| Threshold | Action | Result |
|---|---|---|
| 110k tokens | Auto /compact | Context summarized, work continues |
| 140k tokens | Auto /clear | Fresh start with /init |
Real-time desktop alerts when sessions need attention — permission_prompt and elicitation_dialog trigger critical red tab blinks, idle_prompt triggers yellow blinks. Click any notification to jump directly to the affected session. Hooks auto-configured per case directory.
Auto-detects Ralph Loops, <promise> tags, TodoWrite progress (4/9 complete), and iteration counters ([5/50]) with real-time progress rings and elapsed time tracking.
Click the chart icon on any session tab to see a timeline of everything that happened — respawn cycles, token milestones, auto-compact triggers, idle/working transitions, hook events, errors, and more.
Terminal-based AI agents (Claude Code's Ink, OpenCode's Bubble Tea) redraw the screen on every state change. Codeman implements a 6-layer anti-flicker pipeline for smooth 60fps output across all sessions:
PTY Output → 16ms Server Batch → DEC 2026 Wrap → SSE → Client rAF → xterm.js (60fps)
CLAUDE_CODE_* vs OPENCODE_* vs CODEX_*). See docs/opencode-integration.mdlow–max) or enable ultracode (dynamic multi-agent workflows). Soft defaults only — switchable anytime with /effort in-session. Extended-thinking budget is configurable tooCtrl+Shift+V)CODEMAN_GESTURE=1 + App Settings → Displaycodeman:<host> so multi-host setups stay unambiguousAccess Codeman from your phone or any device outside your local network using a free Cloudflare quick tunnel — no port forwarding, no DNS, no static IP required.
Browser (phone/tablet) → Cloudflare Edge (HTTPS) → cloudflared → localhost:3000
Prerequisites: Install cloudflared and set CODEMAN_PASSWORD in your environment.
# Quick start
./scripts/tunnel.sh start # Start tunnel, prints public URL
./scripts/tunnel.sh url # Show current URL
./scripts/tunnel.sh stop # Stop tunnel
./scripts/tunnel.sh status # Service status + URL
The script auto-installs a systemd user service on first run. The tunnel URL is a randomly generated *.trycloudflare.com address that changes each time the tunnel restarts.
# Enable as a persistent service
systemctl --user enable codeman-tunnel
loginctl enable-linger $USER
# Or via the Codeman web UI: Settings → Tunnel → Toggle On
admin or CODEMAN_USERNAME)codeman_session cookie (24h TTL, auto-extends on activity)Always set CODEMAN_PASSWORD before exposing via tunnel — without it, anyone with the URL has full access to your sessions.
Typing a password on a phone keyboard is terrible. Codeman solves this with ephemeral single-use QR tokens — scan the code on your desktop, and your phone is instantly authenticated. No password prompt, no typing, no clipboard.
Desktop displays QR → Phone scans → GET /q/Xk9mQ3 → Server validates
→ Token atomically consumed (single-use) → Session cookie issued → 302 to /
→ Desktop notified: "Device authenticated via QR" → New QR auto-generated
Someone who only has the bare tunnel URL (without the QR) still hits the standard password prompt. The QR is the fast path; the password is the fallback.
The server maintains a rotating pool of short-lived, single-use tokens. Each token consists of a 256-bit secret (crypto.randomBytes(32)) paired with a 6-character base62 short code used as an opaque lookup key in the URL path. The QR code encodes a URL like https://abc-xyz.trycloudflare.com/q/Xk9mQ3 — the short code is a pointer, not the secret itself, so it never leaks through browser history, Referer headers, or Cloudflare edge logs.
Every 60 seconds, the server automatically rotates to a fresh token. The previous token remains valid for a 90-second grace period to handle the race where you scan right as rotation happens — after that, it's dead. Each token is single-use: the moment a phone successfully scans it, the token is atomically consumed and a new one is immediately generated for the desktop display.
The design is informed by "Demystifying the (In)Security of QR Code-based Login" (USENIX Security 2025), which found 47 of the top-100 websites vulnerable to QR auth attacks due to 6 critical design flaws across 42 CVEs. Codeman addresses all six:
| USENIX Flaw | Mitigation |
|---|---|
| Flaw-1: Missing single-use enforcement | Token atomically consumed on first scan — replays always fail |
| Flaw-2: Long-lived tokens | 60s TTL with 90s grace, auto-rotation via timer |
| Flaw-3: Predictable token generation | crypto.randomBytes(32) — 256-bit entropy. Short codes use rejection sampling to eliminate modulo bias |
| Flaw-4: Client-side token generation | Server-side only — tokens never leave the server until embedded in the QR |
| Flaw-5: Missing status notification | Desktop toast: "Device [IP] authenticated via QR (Safari). Not you? [Revoke]" — real-time QRLjacking detection |
| Flaw-6: Inadequate session binding | IP + User-Agent stored for audit. Manual session revocation via API. HttpOnly + Secure + SameSite=lax cookies |
Short codes are stored in a Map<shortCode, TokenRecord>. Validation uses Map.get() — a hash-based O(1) lookup that reveals nothing about the target string through response timing. There is no character-by-character string comparison anywhere in the hot path, eliminating timing side-channel attacks entirely.
QR auth has its own rate limiting, completely independent from password auth:
The URL is kept deliberately short (/q/ path + 6-char code = ~53-56 total characters) to target QR Version 4 (33x33 modules) instead of Version 5 (37x37). Smaller QR codes scan faster on budget phones — modern devices read Version 4 in 100-300ms. The /q/ prefix saves 7 bytes compared to /qr-auth/, which alone is the difference between QR versions.
The QR display auto-refreshes every 60 seconds via SSE with the SVG embedded directly in the event payload (~2-5KB) — no extra HTTP fetch, sub-50ms refresh. A countdown timer shows time remaining. A "Regenerate" button instantly invalidates all existing tokens and creates a fresh one (useful if you suspect the QR was photographed).
When someone authenticates via QR, the desktop shows a notification toast with the device's IP and browser — if it wasn't you, one click revokes all sessions.
| Threat | Why it doesn't work |
|---|---|
| QR screenshot shared | Single-use: consumed on first scan. 60s TTL: expired before the attacker can act. Desktop notification alerts you immediately. |
| Replay attack | Atomic single-use consumption + 60s TTL. Old URLs always return 401. |
| Cloudflare edge logs | Short code is an opaque 6-char lookup key, not the real 256-bit token. Single-use means replaying from logs always fails. |
| Brute force | 56.8 billion combinations, ~2 valid at any time, dual-layer rate limiting blocks well before statistical feasibility. |
| QRLjacking | 60s rotation forces real-time relay. Desktop toast provides instant detection. Self-hosted single-user context makes phishing implausible. |
| Timing attack | Hash-based Map lookup — no string comparison timing leak. |
| Session cookie theft | HttpOnly + Secure + SameSite=lax + 24h TTL. Manual revocation at POST /api/auth/revoke. |
| Platform | Model | Comparison |
|---|---|---|
| Discord | Long-lived token, no confirmation, repeatedly exploited | Codeman: single-use + TTL + notification |
| WhatsApp Web | Phone confirms "Link device?", ~60s rotation | Comparable rotation; WhatsApp adds explicit confirmation (acceptable tradeoff for single-user) |
| Signal | Ephemeral public key, E2E encrypted channel | Stronger crypto, but exploited by Russian state actors in 2025 via social engineering despite it |
Full design rationale, security analysis, and implementation details:
docs/qr-auth-plan.md
Codeman launches sessions with --dangerously-skip-permissions, so the web UI is by design a remote-code-execution surface for whoever can reach it — the whole security model exists to control who that is. Recent hardening (v0.9.0 + v0.9.5) closes the browser-driven attack paths that bite self-hosted dev tools. Full model: docs/security-architecture.md. Found a vulnerability? See SECURITY.md for private disclosure and the list of known limitations.
127.0.0.1, reachable only from the same machine, so the no-password default is safe out of the box. Binding a non-loopback host without CODEMAN_PASSWORD starts but prints a loud warning with three concrete fixes (set a password, loopback + an authenticated tunnel, or explicitly acknowledge with --allow-unauthenticated-network)CODEMAN_USERNAME (default admin) / CODEMAN_PASSWORD. Success issues an opaque 256-bit codeman_session cookie (randomBytes(32)) — validated server-side, not client-signed, so it can't be forged offline (24h TTL, auto-extend, device-context audit log)429 with Retry-After (15-min decay). A valid cookie or correct password recovers immediately even while an attacker hammers the same IP — important because all tunnel traffic shares one loopback IP. QR auth has its own separate limiterThese run for every request — before auth, even on the default no-password loopback install:
127.0.0.1 is rejected with 403 host not allowed before any handler runs. Allowed: localhost, any IP literal, the bind host, .ts.net / .trycloudflare.com / .cfargotunnel.com, the active managed tunnel, and CODEMAN_ALLOWED_HOSTS (add custom reverse-proxy domains here — comma-separated; exact host or leading-dot .suffix for subdomains)POST/PUT/PATCH/DELETE) the Origin must pass the same allowlist, else 403 cross-site request blocked. A missing Origin is allowed (so curl, the CLI, and Claude Code hooks keep working); only a present-but-foreign or opaque null origin is rejectedtext/plain bodies. The global parser no longer JSON-parses text/plain, closing the CORS "simple request" CSRF vector where a cross-site fetch could smuggle JSON into a write route with no preflight4003 on failure (anti-CSWSH)CLAUDE_CODE_* / OPENCODE_* / CODEX_* env-prefix allowlist gates which settings each CLI can receiverealpath before boundary checks (no TOCTOU); .., absolute paths, and symlinks resolving outside the working dir are rejected. Caps: 10 MB text preview / 50 MB raw & download; /api/download blocklists sensitive paths (.env, *credentials*, ~/.ssh/, .aws/credentials). SVG/HTML is served octet-stream + nosniff + attachment so it downloads rather than executesContent-Security-Policy (default-src 'self', every exception enumerated), X-Content-Type-Options: nosniff, X-Frame-Options: SAMEORIGIN, HSTS over HTTPS, and CORS reflected only for localhost / 127.0.0.1 / ::1overrides; lockfile integrity is checked on every commit/PR (all entries resolve to registry.npmjs.org with sha512 hashes). Public assets are NUL-byte-scanned and node --check-validated in CICODEMAN_INSTANCE scopes both the tmux socket (-L codeman-<name>) and data dir (~/.codeman-<name>) so two instances never attach each other's live sessionsMobile login uses single-use, 60-second QR tokens — see QR Code Authentication above for the full design (it addresses all 6 flaws from USENIX Security 2025's QR-login study).
sc)If you prefer SSH (Termius, Blink, etc.), the sc command is a thumb-friendly session chooser:
sc # Interactive chooser
sc 2 # Quick attach to session 2
sc -l # List sessions
Single-digit selection (1-9), color-coded status, token counts, auto-refresh. Detach with Ctrl+A D.
Ctrl bindings also accept Cmd on macOS.
| Shortcut | Action |
|---|---|
Ctrl/Cmd+W | Kill active session |
Ctrl/Cmd+Tab | Next session |
Alt/Option+[ / Alt/Option+] | Previous / next session |
Alt/Option+1-Alt/Option+9 | Switch to tab N (physical keys, so macOS Option layouts work) |
Ctrl+Shift+{ / Ctrl+Shift+} | Move active tab left / right |
Ctrl/Cmd+L | Clear terminal |
Ctrl+Shift+R | Restore terminal size |
Ctrl+Shift+V | Toggle voice input |
Ctrl/Cmd + / - | Font size |
Ctrl/Cmd+? | Keyboard help |
Shift+Enter | Insert newline (sent to terminal) |
Escape | Close panels & modals |
REST over Fastify — ~140 handlers across 15 route modules, plus an SSE stream and a WebSocket terminal channel. A representative subset:
| Method | Endpoint | Description |
|---|---|---|
GET | /api/sessions | List all |
POST | /api/quick-start | Create case + start session |
DELETE | /api/sessions/:id | Delete session |
POST | /api/sessions/:id/input | Send input |
| Method | Endpoint | Description |
|---|---|---|
POST | /api/sessions/:id/respawn/enable | Enable with config + timer |
POST | /api/sessions/:id/respawn/stop | Stop controller |
PUT | /api/sessions/:id/respawn/config | Update config |
| Method | Endpoint | Description |
|---|---|---|
GET | /api/sessions/:id/ralph-state | Get loop state + todos |
POST | /api/sessions/:id/ralph-config | Configure tracking |
| Method | Endpoint | Description |
|---|---|---|
POST | /api/orchestrator/start | Start orchestration from a goal |
POST | /api/orchestrator/approve | Approve the generated plan |
GET | /api/orchestrator/status | Current phase + progress |
POST | /api/orchestrator/stop | Stop and clean up |
| Method | Endpoint | Description |
|---|---|---|
GET | /api/subagents | List all background agents |
GET | /api/subagents/:id | Agent info and status |
GET | /api/subagents/:id/transcript | Full activity transcript |
DELETE | /api/subagents/:id | Kill agent process |
| Method | Endpoint | Description |
|---|---|---|
GET | /api/events | SSE stream |
GET | /api/status | Full app state |
POST | /api/hook-event | Hook callbacks |
GET | /api/system/update/check | Check for a new release |
POST | /api/system/update | Self-update (git-clone installs) |
POST | /api/clipboard | Push text to all connected browsers ({text}) |
GET | /api/sessions/:id/run-summary | Timeline + stats |
flowchart TB
subgraph Codeman["CODEMAN"]
subgraph Frontend["Frontend Layer"]
UI["Web UI<br/><small>xterm.js + Agent Windows</small>"]
API["REST API<br/><small>Fastify</small>"]
SSE["SSE Events<br/><small>/api/events</small>"]
end
subgraph Core["Core Layer"]
SM["Session Manager"]
S1["Session (PTY)"]
S2["Session (PTY)"]
RC["Respawn Controller"]
ORC["Orchestrator Loop"]
end
subgraph Detection["Detection Layer"]
RT["Ralph Tracker"]
SW["Subagent Watcher<br/><small>~/.claude/projects/*/subagents</small>"]
TW["Team Watcher<br/><small>~/.claude/teams/*</small>"]
end
subgraph Persistence["Persistence Layer"]
SCR["Mux Manager<br/><small>(tmux)</small>"]
SS["State Store<br/><small>state.json</small>"]
end
subgraph External["External"]
CLI["AI CLI<br/><small>Claude Code / OpenCode / Codex</small>"]
BG["Background Agents<br/><small>(Task tool)</small>"]
end
end
UI <--> API
API <--> SSE
API --> SM
SM --> S1
SM --> S2
SM --> RC
SM --> ORC
SM --> SS
S1 --> RT
S1 --> SCR
S2 --> SCR
RC --> SCR
ORC --> SCR
SCR --> CLI
SW --> BG
SW --> SSE
TW --> SSE
npm install
npx tsx src/index.ts web # Dev mode
npm run build # Production build
npm test # Run tests
See CLAUDE.md for full documentation.
The codebase went through a comprehensive 7-phase refactoring that eliminated god objects, centralized configuration, and established modular architecture:
| Phase | What changed | Impact |
|---|---|---|
| Performance | Cached endpoints, SSE adaptive batching, buffer chunking | Sub-16ms terminal latency |
| Route extraction | server.ts split into 15 domain route modules + auth middleware + port interfaces | −67% server.ts LOC (6,736 → 2,254) |
| Domain splitting | types.ts → 16 domain files, ralph-tracker → 7 files, respawn-controller → 5 files, session → 6 files | No more god files |
| Frontend modules | app.js → 18 extracted modules across infra, domain & feature layers | app.js core down to ~3.4K LOC |
| Config consolidation | ~70 scattered magic numbers → 10 domain-focused config files | Zero cross-file duplicates |
| Test infrastructure | Shared mock library, 12 route test files, consolidated MockSession | Testable route handlers via app.inject() |
Full details: docs/archive/code-structure-findings.md
xterm-zerolag-inputInstant keystroke feedback overlay for xterm.js. Eliminates perceived input latency over high-RTT connections by rendering typed characters immediately as a pixel-perfect DOM overlay. Zero dependencies, configurable prompt detection, full state machine with 78 tests.
npm install xterm-zerolag-input
Codeman follows SemVer. What the version number actually
commits to — and what counts as internal (the HTTP/SSE API, on-disk state,
experimental features) — is spelled out in
docs/versioning-policy.md. If you script against
the HTTP API, pin to an exact version.
MIT — see LICENSE
Track sessions. Visualize agents. Control respawn. Let it run while you sleep.
An AI-powered custom node for ComfyUI designed to enhance workflow automation and provide intelligent assistance
Deterministic multi-agent pipeline for end-to-end software development, orchestrating CLI-based AI tools (e.g. Gemini, C
💻 A curated list of papers and resources for multi-modal Graphical User Interface (GUI) agents.
Native macOS app to monitor Claude AI usage limits and watch your coding sessions live