ChesterRa/cccc

Coordinate your coding agents like a group chat — read receipts, delivery tracking, and remote ops from your phone. One pip install, zero infrastructure. A production‑minded orchestrator for 24/7 workflow

What it solves

CCCC solves the problem of fragmented and fragile multi-agent coding workflows. Instead of managing disconnected terminal sessions with lost context and no delivery confirmation, it provides a durable, coordinated system where multiple coding agents can work together as a persistent team with a shared, auditable history.

How it works

CCCC operates as a daemon that acts as a single writer for all state changes, recording every event in an append-only ledger (ledger.jsonl). It orchestrates agents across various runtimes (such as Claude Code, Codex, and ChatGPT Web) using MCP (Model Context Protocol) tools. The system includes a unified control plane consisting of a Web UI, CLI, and IM bridges (Telegram, Slack, etc.), allowing users to to coordinate agents via recipient routing, read receipts, and tracked requests.

Who it’s for

It is designed for developers who use multiple AI coding agents and want to move from simple demos to reliable, production-grade workflows involving coordinated team-like collaboration across different machines or runtimes.

Highlights

  • Multi-runtime Orchestration: Supports 16 first-class runtimes including Claude Code, Codex, GitHub Copilot, and ChatGPT Web.
  • Durable Coordination: Uses an append-only ledger to ensure history is never lost and is replayable.
  • IM-grade Messaging: Features recipient routing (@all, @foreman), read cursors, attention ACKs, and reply-required obligations.
  • Group Bridge: Allows trusted remote groups to coordinate across different machines or teams with layered access levels (Messages, Read, Full).
  • Unified Control Plane: Integrated Web UI with embedded terminals, CLI, and bridges to popular IM platforms for mobile operations.
  • Automation Engine: Built-in rules for nudging agents, detecting idle states, and scheduling periodic status checks.